A brief guide to changepointGA

Mo Li

25 Mar 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)

Simulate a time series data with changepoints

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

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

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

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

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

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

myts <- ts_sim(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] 600.3133

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,]    2    2    2    2    2    2    2    2    2     2     2     3     2
#>   [2,]    2    1    0    1    1    1    1    0    1     1     1     2     2
#>   [3,]    1    1    2    1    1    1    1    2    1     1     1     1     1
#>   [4,]   46   46   46   46   46   46   46   46   46    46    46    46    46
#>   [5,]  148  148  148  148  148  148  148  148  148   148   148   122   148
#>   [6,]  201  201  201  201  201  201  201  201  201   201   201   150   201
#>   [7,]    0    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     3     2     3     2     2     2     2     2     3     2     2
#>   [2,]     1     1     0     1     1     1     1     2     1     1     1     2
#>   [3,]     1     1     2     1     1     1     1     1     1     1     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   122   148   148    50   148   148   148   148   148   148   148   150
#>   [6,]   150   194   201   148   201   201   201   201   201   194   201   201
#>   [7,]   201   201     0   201     0     0     0     0     0   201     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     2     2     2     2     2     2     2     3     2     2     2     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     0     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     2     1
#>   [4,]    46    46    46    46    46    46    46    46    50    46    46    46
#>   [5,]   148   148   148   148   148   148   148    91   150   148   148   148
#>   [6,]   201   201   201   201   201   201   201   150   201   201   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     2     2     2     2     2     2     2     2     2     2     2
#>   [2,]     1     1     1     1     1     1     1     2     1     1     2     1
#>   [3,]     1     1     1     1     2     1     1     1     1     1     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   148   148   148   148   148   148   148   148   150   148   148   148
#>   [6,]   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
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     2     2     2     2     2     2     2     2     3     2     2     3
#>   [2,]     1     1     1     1     0     1     1     0     1     1     1     1
#>   [3,]     1     2     1     1     2     1     1     2     1     1     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   148   148   148   148   148   148   148   148    50   148   148    50
#>   [6,]   201   201   201   201   201   201   201   201   148   201   201   148
#>   [7,]     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
#>   [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,]     2     2     2     2     2     2     2     3     2     2     2     2
#>   [2,]     1     2     1     1     1     1     1     1     2     2     2     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   148   148   148   148   148   148   148    50   148   148   148   148
#>   [6,]   201   201   201   201   201   201   201   148   201   201   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
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80] [,81] [,82] [,83] [,84] [,85]
#>   [1,]     2     2     2     2     2     2     2     2     2     2     2     2
#>   [2,]     1     2     2     1     2     1     0     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     2     1     1     1     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   148   148   148   148   148   148   148   148   148   148   148   148
#>   [6,]   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
#>   [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,]     2     2     2     3     2     2     2     2     2     2     2     2
#>   [2,]     2     2     1     1     2     1     2     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   150   148   148    50   148   148   148   148   148   148   148   148
#>   [6,]   201   201   201   148   201   201   201   201   201   201   201   201
#>   [7,]     0     0     0   201     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,98] [,99] [,100] [,101] [,102] [,103] [,104] [,105] [,106] [,107]
#>   [1,]     2     2      2      2      3      2      2      2      2      2
#>   [2,]     1     1      0      2      1      1      2      1      1      0
#>   [3,]     1     1      2      1      1      1      1      1      1      2
#>   [4,]    46    46     46     46     46     46     46     46     46     46
#>   [5,]   148   148    148    148     50    148    148    148    148    148
#>   [6,]   201   201    201    201    148    201    201    201    201    201
#>   [7,]     0     0      0      0    201      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,]      2      2      2      2      3      2      2      2      2      2
#>   [2,]      1      1      1      1      1      0      1      1      1      1
#>   [3,]      1      1      1      1      1      2      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     46
#>   [5,]    148    148    148    148     50    148    148    148    148    148
#>   [6,]    201    201    201    201    150    201    201    201    201    201
#>   [7,]      0      0      0      0    201      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,]      2      2      2      2      2      3      2      2      2      3
#>   [2,]      1      2      1      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     46
#>   [5,]    148    150    150    148    148    122    148    148    148    122
#>   [6,]    201    201    201    201    201    150    201    201    201    150
#>   [7,]      0      0      0      0      0    201      0      0      0    201
#>   [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,]      3      2      2      2      2      2      2      2      3      2
#>   [2,]      1      2      1      1      1      1      1      1      1      1
#>   [3,]      2      1      1      1      1      1      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     46
#>   [5,]     50    148    148    148    148    148    148    148     50    148
#>   [6,]    150    201    201    201    201    201    201    201    148    201
#>   [7,]    201      0      0      0      0      0      0      0    201      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,]      2      2      2      2      2      3      2      2      2      3
#>   [2,]      2      1      2      1      1      1      1      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     46
#>   [5,]    148    148    148    148    148     50    148    148    148     50
#>   [6,]    201    201    201    201    201    148    201    201    201    148
#>   [7,]      0      0      0      0      0    201      0      0      0    201
#>   [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,]      2      2      2      2      2      2      2      2      2      2
#>   [2,]      1      2      1      1      1      2      2      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     46
#>   [5,]    148    148    148    148    148    148    148    148    148    148
#>   [6,]    201    201    201    201    201    201    201    201    201    201
#>   [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,]      2      2      2      2      2      2      2      2      2      2
#>   [2,]      1      1      1      1      1      2      1      1      2      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     46
#>   [5,]    148    148    148    148    148    148    148    148    148    148
#>   [6,]    201    201    201    201    201    201    201    201    201    201
#>   [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,]      2      2      2      2      2      2      2      2      2      2
#>   [2,]      2      1      1      1      1      1      1      2      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     46
#>   [5,]    148    148    148    148    150    148    148    148    148    148
#>   [6,]    201    201    201    201    201    201    201    201    201    201
#>   [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,]      2      2      2      2      2      3      2      2      2      4
#>   [2,]      0      2      1      1      1      0      2      2      1      1
#>   [3,]      2      1      1      1      1      2      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     32
#>   [5,]    148    148    148    148    148    122    148    148    148     46
#>   [6,]    201    201    201    201    201    150    201    201    201    106
#>   [7,]      0      0      0      0      0    201      0      0      0    150
#>   [8,]      0      0      0      0      0      0      0      0      0    201
#>   [9,]      0      0      0      0      0      0      0      0      0      0
#>  [10,]      0      0      0      0      0      0      0      0      0      0
#>  [11,]      0      0      0      0      0      0      0      0      0      0
#>  [12,]      0      0      0      0      0      0      0      0      0      0
#>  [13,]      0      0      0      0      0      0      0      0      0      0
#>  [14,]      0      0      0      0      0      0      0      0      0      0
#>  [15,]      0      0      0      0      0      0      0      0      0      0
#>  [16,]      0      0      0      0      0      0      0      0      0      0
#>  [17,]      0      0      0      0      0      0      0      0      0      0
#>  [18,]      0      0      0      0      0      0      0      0      0      0
#>  [19,]      0      0      0      0      0      0      0      0      0      0
#>  [20,]      0      0      0      0      0      0      0      0      0      0
#>  [21,]      0      0      0      0      0      0      0      0      0      0
#>  [22,]      0      0      0      0      0      0      0      0      0      0
#>  [23,]      0      0      0      0      0      0      0      0      0      0
#>  [24,]      0      0      0      0      0      0      0      0      0      0
#>  [25,]      0      0      0      0      0      0      0      0      0      0
#>  [26,]      0      0      0      0      0      0      0      0      0      0
#>  [27,]      0      0      0      0      0      0      0      0      0      0
#>  [28,]      0      0      0      0      0      0      0      0      0      0
#>  [29,]      0      0      0      0      0      0      0      0      0      0
#>  [30,]      0      0      0      0      0      0      0      0      0      0
#>  [31,]      0      0      0      0      0      0      0      0      0      0
#>  [32,]      0      0      0      0      0      0      0      0      0      0
#>  [33,]      0      0      0      0      0      0      0      0      0      0
#>  [34,]      0      0      0      0      0      0      0      0      0      0
#>  [35,]      0      0      0      0      0      0      0      0      0      0
#>  [36,]      0      0      0      0      0      0      0      0      0      0
#>  [37,]      0      0      0      0      0      0      0      0      0      0
#>  [38,]      0      0      0      0      0      0      0      0      0      0
#>  [39,]      0      0      0      0      0      0      0      0      0      0
#>  [40,]      0      0      0      0      0      0      0      0      0      0
#>  [41,]      0      0      0      0      0      0      0      0      0      0
#>  [42,]      0      0      0      0      0      0      0      0      0      0
#>  [43,]      0      0      0      0      0      0      0      0      0      0
#>  [44,]      0      0      0      0      0      0      0      0      0      0
#>  [45,]      0      0      0      0      0      0      0      0      0      0
#>  [46,]      0      0      0      0      0      0      0      0      0      0
#>  [47,]      0      0      0      0      0      0      0      0      0      0
#>  [48,]      0      0      0      0      0      0      0      0      0      0
#>  [49,]      0      0      0      0      0      0      0      0      0      0
#>  [50,]      0      0      0      0      0      0      0      0      0      0
#>  [51,]      0      0      0      0      0      0      0      0      0      0
#>  [52,]      0      0      0      0      0      0      0      0      0      0
#>  [53,]      0      0      0      0      0      0      0      0      0      0
#>  [54,]      0      0      0      0      0      0      0      0      0      0
#>  [55,]      0      0      0      0      0      0      0      0      0      0
#>  [56,]      0      0      0      0      0      0      0      0      0      0
#>  [57,]      0      0      0      0      0      0      0      0      0      0
#>  [58,]      0      0      0      0      0      0      0      0      0      0
#>  [59,]      0      0      0      0      0      0      0      0      0      0
#>  [60,]      0      0      0      0      0      0      0      0      0      0
#>  [61,]      0      0      0      0      0      0      0      0      0      0
#>  [62,]      0      0      0      0      0      0      0      0      0      0
#>  [63,]      0      0      0      0      0      0      0      0      0      0
#>  [64,]      0      0      0      0      0      0      0      0      0      0
#>  [65,]      0      0      0      0      0      0      0      0      0      0
#>  [66,]      0      0      0      0      0      0      0      0      0      0
#>  [67,]      0      0      0      0      0      0      0      0      0      0
#>  [68,]      0      0      0      0      0      0      0      0      0      0
#>  [69,]      0      0      0      0      0      0      0      0      0      0
#>  [70,]      0      0      0      0      0      0      0      0      0      0
#>  [71,]      0      0      0      0      0      0      0      0      0      0
#>  [72,]      0      0      0      0      0      0      0      0      0      0
#>  [73,]      0      0      0      0      0      0      0      0      0      0
#>  [74,]      0      0      0      0      0      0      0      0      0      0
#>  [75,]      0      0      0      0      0      0      0      0      0      0
#>  [76,]      0      0      0      0      0      0      0      0      0      0
#>  [77,]      0      0      0      0      0      0      0      0      0      0
#>  [78,]      0      0      0      0      0      0      0      0      0      0
#>  [79,]      0      0      0      0      0      0      0      0      0      0
#>  [80,]      0      0      0      0      0      0      0      0      0      0
#>  [81,]      0      0      0      0      0      0      0      0      0      0
#>  [82,]      0      0      0      0      0      0      0      0      0      0
#>  [83,]      0      0      0      0      0      0      0      0      0      0
#>  [84,]      0      0      0      0      0      0      0      0      0      0
#>  [85,]      0      0      0      0      0      0      0      0      0      0
#>  [86,]      0      0      0      0      0      0      0      0      0      0
#>  [87,]      0      0      0      0      0      0      0      0      0      0
#>  [88,]      0      0      0      0      0      0      0      0      0      0
#>  [89,]      0      0      0      0      0      0      0      0      0      0
#>  [90,]      0      0      0      0      0      0      0      0      0      0
#>  [91,]      0      0      0      0      0      0      0      0      0      0
#>  [92,]      0      0      0      0      0      0      0      0      0      0
#>  [93,]      0      0      0      0      0      0      0      0      0      0
#>  [94,]      0      0      0      0      0      0      0      0      0      0
#>  [95,]      0      0      0      0      0      0      0      0      0      0
#>  [96,]      0      0      0      0      0      0      0      0      0      0
#>  [97,]      0      0      0      0      0      0      0      0      0      0
#>  [98,]      0      0      0      0      0      0      0      0      0      0
#>  [99,]      0      0      0      0      0      0      0      0      0      0
#> [100,]      0      0      0      0      0      0      0      0      0      0
#> [101,]      0      0      0      0      0      0      0      0      0      0
#>        [,188] [,189] [,190] [,191] [,192] [,193] [,194] [,195] [,196] [,197]
#>   [1,]      2      2      2      3      2      2      2      3      5      2
#>   [2,]      1      1      1      1      1      2      2      1      1      1
#>   [3,]      1      1      1      1      1      1      1      1      1      1
#>   [4,]     46     46     46     46     46     46     46     46     46     46
#>   [5,]    148    148    148    122    148    150    150    122     91    148
#>   [6,]    201    201    201    148    201    201    201    148    106    201
#>   [7,]      0      0      0    201      0      0      0    201    145      0
#>   [8,]      0      0      0      0      0      0      0      0    150      0
#>   [9,]      0      0      0      0      0      0      0      0    201      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,]      2      2      2
#>   [2,]      1      1      1
#>   [3,]      1      1      1
#>   [4,]     46     46     46
#>   [5,]    148    148    148
#>   [6,]    201    201    201
#>   [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] 604.2561 600.4167 605.2290 600.4167 600.4167 600.4167 600.4167 605.2290
#>   [9] 600.4167 600.4167 600.4167 594.5372 604.2561 592.3092 604.6219 605.2290
#>  [17] 604.5287 600.4167 600.4167 600.4167 604.2561 600.4167 604.6219 600.4167
#>  [25] 589.4777 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>  [33] 592.1172 600.3133 600.4167 605.2290 600.4167 600.4167 600.4167 600.4167
#>  [41] 600.4167 604.7492 600.4167 600.4167 604.2561 587.0658 600.4167 604.2561
#>  [49] 600.4167 600.4167 604.7492 600.4167 600.4167 605.2290 600.4167 600.4167
#>  [57] 605.2290 604.5287 600.4167 600.4167 604.5287 600.4167 604.2561 600.4167
#>  [65] 600.4167 600.4167 600.4167 600.4167 604.5287 604.2561 604.2561 604.2561
#>  [73] 600.4167 600.4167 604.2561 604.2561 600.4167 604.2561 600.4167 605.2290
#>  [81] 600.4167 600.4167 600.4167 600.4167 600.4167 589.4777 604.2561 600.4167
#>  [89] 604.5287 604.2561 600.4167 604.2561 600.4167 600.4167 600.4167 600.4167
#>  [97] 600.4167 600.4167 600.4167 605.2290 604.2561 604.5287 600.4167 604.2561
#> [105] 600.4167 600.4167 605.2290 600.4167 600.4167 600.4167 600.4167 591.0736
#> [113] 605.2290 600.4167 600.4167 600.4167 600.4167 600.4167 589.4777 587.0658
#> [121] 600.4167 600.4167 592.3092 600.4167 600.4167 600.4167 592.3092 594.2950
#> [129] 604.2561 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 604.5287
#> [137] 600.4167 604.2561 600.4167 604.2561 600.4167 600.4167 604.5287 600.4167
#> [145] 600.4167 600.4167 604.5287 600.4167 604.2561 600.4167 600.4167 600.4167
#> [153] 604.2561 604.2561 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [161] 600.4167 600.4167 604.2561 600.4167 600.4167 604.2561 600.4167 604.2561
#> [169] 600.4167 600.4167 600.4167 587.0658 600.4167 600.4167 604.2561 600.4167
#> [177] 600.4167 605.2290 604.2561 600.4167 600.4167 600.4167 599.0231 604.2561
#> [185] 604.2561 600.4167 597.4154 600.4167 600.4167 600.4167 605.5107 600.4167
#> [193] 589.4777 589.4777 605.5107 602.3293 600.4167 600.4167 600.4167 600.4167
#> 
#> Slot "overbestchrom":
#> [1]   2   1   1  46 150 201
#> 
#> Slot "overbestfit":
#> [1] 587.0658
#> 
#> Slot "bestfit":
#>    [1] 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249
#>    [9] 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249
#>   [17] 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249
#>   [25] 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249
#>   [33] 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249
#>   [41] 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249
#>   [49] 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249 610.4249
#>   [57] 610.4249 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>   [65] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>   [73] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>   [81] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>   [89] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>   [97] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [105] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [113] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [121] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [129] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [137] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [145] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [153] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [161] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [169] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [177] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [185] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [193] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [201] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [209] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [217] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [225] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [233] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [241] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [249] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [257] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [265] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [273] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [281] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [289] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [297] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [305] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [313] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [321] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [329] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [337] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [345] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [353] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [361] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [369] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [377] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [385] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [393] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [401] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [409] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [417] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [425] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [433] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [441] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [449] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [457] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [465] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [473] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [481] 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107 605.5107
#>  [489] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [497] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [505] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [513] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [521] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [529] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [537] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [545] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [553] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [561] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [569] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [577] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [585] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [593] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [601] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [609] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [617] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [625] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [633] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [641] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [649] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [657] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [665] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [673] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [681] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [689] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [697] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [705] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [713] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [721] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [729] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [737] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [745] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [753] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [761] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [769] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [777] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [785] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [793] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [801] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [809] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [817] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [825] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [833] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [841] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [849] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [857] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [865] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [873] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [881] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [889] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [897] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [905] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [913] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [921] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [929] 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293 602.3293
#>  [937] 602.3293 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>  [945] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>  [953] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>  [961] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>  [969] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>  [977] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>  [985] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#>  [993] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1001] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1009] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1017] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1025] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1033] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1041] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1049] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1057] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1065] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1073] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1081] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1089] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1097] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1105] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1113] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1121] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1129] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1137] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1145] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1153] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1161] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1169] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1177] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1185] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1193] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1201] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1209] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1217] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1225] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1233] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1241] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1249] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1257] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1265] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1273] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1281] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1289] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1297] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1305] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1313] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1321] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1329] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1337] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1345] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1353] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1361] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167
#> [1369] 600.4167 600.4167 600.4167 600.4167 600.4167 600.4167 589.4777 589.4777
#> [1377] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1385] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1393] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1401] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1409] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1417] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1425] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1433] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1441] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1449] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1457] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1465] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1473] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1481] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1489] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1497] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1505] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1513] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1521] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1529] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1537] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1545] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1553] 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777 589.4777
#> [1561] 589.4777 589.4777 589.4777 589.4777 589.4777 587.0658 587.0658 587.0658
#> [1569] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1577] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1585] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1593] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1601] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1609] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1617] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1625] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1633] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1641] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1649] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1657] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1665] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1673] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1681] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1689] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1697] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1705] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1713] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1721] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1729] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1737] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1745] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1753] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1761] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1769] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1777] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1785] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1793] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1801] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1809] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1817] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1825] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1833] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1841] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1849] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1857] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1865] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1873] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1881] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1889] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1897] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1905] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1913] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1921] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1929] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1937] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1945] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1953] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1961] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1969] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1977] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1985] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [1993] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2001] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2009] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2017] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2025] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2033] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [2041] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
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#> [5281] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5289] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5297] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5305] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5313] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5321] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5329] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5337] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5345] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5353] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5361] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5369] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5377] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5385] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5393] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5401] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5409] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5417] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5425] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5433] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5441] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5449] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5457] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5465] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5473] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5481] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5489] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5497] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5505] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5513] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5521] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5529] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5537] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5545] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5553] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5561] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5569] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5577] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5585] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5593] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5601] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5609] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5617] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5625] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5633] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5641] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5649] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5657] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5665] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5673] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5681] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5689] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5697] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5705] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5713] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5721] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5729] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5737] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5745] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5753] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5761] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5769] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5777] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5785] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5793] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5801] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5809] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5817] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5825] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5833] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5841] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5849] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5857] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5865] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5873] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5881] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5889] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5897] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5905] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5913] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5921] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5929] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5937] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5945] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5953] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5961] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5969] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5977] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5985] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [5993] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6001] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6009] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6017] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6025] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6033] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6041] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6049] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6057] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6065] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6073] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6081] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6089] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6097] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6105] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6113] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6121] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6129] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6137] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6145] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6153] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6161] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6169] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6177] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6185] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6193] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6201] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6209] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6217] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6225] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6233] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6241] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6249] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6257] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6265] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6273] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6281] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6289] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6297] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6305] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6313] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6321] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6329] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6337] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6345] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6353] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6361] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6369] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6377] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6385] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6393] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6401] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6409] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6417] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6425] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6433] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6441] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6449] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6457] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6465] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6473] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6481] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6489] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6497] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6505] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6513] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6521] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6529] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6537] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6545] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6553] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [6561] 587.0658 587.0658 587.0658 587.0658 587.0658
#> 
#> Slot "count":
#> [1] 6565
#> 
#> Slot "convg":
#> [1] 0
summary(reschangepointGA)
#> ###############################################
#> #         Changepoint Detection via GA        #
#> ###############################################
#>    Settings: 
#>    Population size         =  200 
#>    Number of generations   =  6565 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    Task mode               =  both 
#>    Parallel Usage          =  FALSE 
#>    Suggestions: 
#>      [1]:
#>      [2]:50
#>      [3]:50 150
#>      [4]:50 100 150
#> 
#> ##### GA results ##### 
#>    Optimal Fitness value = 587.0658 
#>    Optimal Solution: 
#>         Number of Changepoints =  2 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 1 
#>         Changepoints Locations =  46 150

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 10.38383 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,]    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,]   46   52   46   46   46   46   52   46   46    46    52    46    46
#>   [5,]  150  150  150  150  150  150  150  150  150   150   150   150   150
#>   [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     2     2     2     3     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,]    46    46    46    46    46    46    46    46    52    52   150   150
#>   [5,]   150   150   150   150   150   150   150   150   150    67   201   201
#>   [6,]   201   201   201   201   201   201   201   201   201   150     0     0
#>   [7,]     0     0     0     0     0     0     0     0     0   201     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,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,]   150   150   150   150   150   150   150   150   150   150   150   150
#>   [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     2     2     5     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     2     1     1     1     1     1     1     1     2
#>   [4,]   150    52    52    26   150   150   150   150   150   150   150    52
#>   [5,]   201   150   150    44   201   201   201   201   201   201   201   150
#>   [6,]     0   201   201    52     0     0     0     0     0     0     0   201
#>   [7,]     0     0     0    67     0     0     0     0     0     0     0     0
#>   [8,]     0     0     0   150     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0   201     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     3     2     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,]   150   150   150   150   150   150   150    45    52    52   150   150
#>   [5,]   201   201   201   201   201   201   201    52   150   150   201   201
#>   [6,]     0     0     0     0     0     0     0   150   201   201     0     0
#>   [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
#>        [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73]
#>   [1,]     1     2     1     1     2     2     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,]   150    52   150   150    52    52   150   150   150   150   150   150
#>   [5,]   201   150   201   201   150   150   201   201   201   201   201   201
#>   [6,]     0   201     0     0   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
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80]
#>   [1,]     1     1     1     1     1     1     2
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1
#>   [4,]   150   150   150   150   150   150    52
#>   [5,]   201   201   201   201   201   201   150
#>   [6,]     0     0     0     0     0     0   201
#>   [7,]     0     0     0     0     0     0     0
#>   [8,]     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0
#> 
#> , , 2
#> 
#>        [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11] [,12] [,13]
#>   [1,]    2    2    2    2    2    2    2    2    2     2     4     3     2
#>   [2,]    1    1    1    2    1    1    1    1    1     1     1     1     1
#>   [3,]    1    1    1    2    1    1    1    1    1     1     1     1     1
#>   [4,]   46   46   46   46   46   52   52   46   52    46    48    48    46
#>   [5,]  150  150  150  150  150  150  150  150  150   150    51    51   150
#>   [6,]  201  201  201  201  201  201  201  201  201   201   148   150   201
#>   [7,]    0    0    0    0    0    0    0    0    0     0   174   201     0
#>   [8,]    0    0    0    0    0    0    0    0    0     0   201     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,]     4     2     3     2     2     2     3     2     2     2     3     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    48    46    48    46    52    46    46    48    48    46    46    46
#>   [5,]    51   148   150   150   150   150    52   148   150   150    51   150
#>   [6,]   148   201   194   201   201   201   148   201   201   201   150   201
#>   [7,]   174     0   201     0     0     0   201     0     0     0   201     0
#>   [8,]   201     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     2     2     2     2     2     2     2     2     2     2     2     3
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     0
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     2
#>   [4,]    48    52    52    46    52    46    46    46    46    52    48    46
#>   [5,]   150   150   150   150   150   150   150   150   150   150   148    51
#>   [6,]   201   201   201   201   201   201   201   201   201   201   201   148
#>   [7,]     0     0     0     0     0     0     0     0     0     0     0   201
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     2     2     2     2     2     2     2     2     3     2     2     3
#>   [2,]     1     1     1     1     1     1     0     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     2     1     1     1     1     1
#>   [4,]    46    52    46    46    52    46    46    46    46    46    48    46
#>   [5,]   150   150   150   150   150   148   148   150    51   148   150    52
#>   [6,]   201   201   201   201   201   201   201   201   148   201   201   148
#>   [7,]     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
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     2     2     2     2     2     2     2     2     2     2     2     2
#>   [2,]     0     1     1     1     1     1     1     1     1     2     1     1
#>   [3,]     2     1     1     1     1     1     1     1     1     2     1     1
#>   [4,]    46    46    46    52    46    48    46    46    52    46    46    46
#>   [5,]   150   150   150   150   150   150   148   148   150   148   150   150
#>   [6,]   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
#>   [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,]     2     2     2     2     2     2     4     3     2     2     2     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [4,]    46    52    48    46    48    46    48    46    46    46    46    46
#>   [5,]   148   150   150   148   148   148    51    52   150   148   148   150
#>   [6,]   201   201   201   201   201   201   148   150   201   201   201   201
#>   [7,]     0     0     0     0     0     0   174   201     0     0     0     0
#>   [8,]     0     0     0     0     0     0   201     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,]     2     2     2     2     2     3     2
#>   [2,]     1     1     1     1     1     1     0
#>   [3,]     1     1     1     1     1     1     2
#>   [4,]    52    46    46    46    46    46    46
#>   [5,]   150   148   150   150   150    51   148
#>   [6,]   201   201   201   201   201   148   201
#>   [7,]     0     0     0     0     0   201     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,] 587.0658 587.0658
#>  [2,] 608.1221 587.0658
#>  [3,] 587.0658 587.0658
#>  [4,] 587.0658 593.6582
#>  [5,] 587.0658 587.0658
#>  [6,] 587.0658 608.1221
#>  [7,] 608.1221 608.1221
#>  [8,] 587.0658 587.0658
#>  [9,] 587.0658 608.1221
#> [10,] 587.0658 587.0658
#> [11,] 608.1221 608.1341
#> [12,] 587.0658 589.9219
#> [13,] 587.0658 587.0658
#> [14,] 587.0658 608.1341
#> [15,] 587.0658 600.4167
#> [16,] 587.0658 595.9831
#> [17,] 587.0658 587.0658
#> [18,] 587.0658 608.1221
#> [19,] 587.0658 587.0658
#> [20,] 587.0658 605.2330
#> [21,] 587.0658 605.1502
#> [22,] 608.1221 592.0512
#> [23,] 612.8021 587.0658
#> [24,] 614.7321 587.1940
#> [25,] 614.7321 587.0658
#> [26,] 614.7321 592.0512
#> [27,] 614.7321 608.1221
#> [28,] 614.7321 608.1221
#> [29,] 614.7321 587.0658
#> [30,] 614.7321 608.1221
#> [31,] 614.7321 587.0658
#> [32,] 614.7321 587.0658
#> [33,] 614.7321 587.0658
#> [34,] 614.7321 587.0658
#> [35,] 614.7321 608.1221
#> [36,] 614.7321 605.1502
#> [37,] 614.7321 605.9848
#> [38,] 614.7321 587.0658
#> [39,] 608.1221 608.1221
#> [40,] 608.1221 587.0658
#> [41,] 614.7245 587.0658
#> [42,] 614.7321 608.1221
#> [43,] 614.7321 600.4167
#> [44,] 614.7321 605.2290
#> [45,] 614.7321 587.0658
#> [46,] 614.7321 600.9366
#> [47,] 614.7321 600.4167
#> [48,] 614.7321 592.0512
#> [49,] 613.3675 605.2330
#> [50,] 614.7321 594.0180
#> [51,] 614.7321 587.0658
#> [52,] 614.7321 587.0658
#> [53,] 614.7321 608.1221
#> [54,] 614.7321 587.0658
#> [55,] 614.7321 592.0512
#> [56,] 614.7321 600.4167
#> [57,] 611.6878 600.4167
#> [58,] 608.1221 608.1221
#> [59,] 608.1221 608.3213
#> [60,] 614.7321 587.0658
#> [61,] 614.7321 587.0658
#> [62,] 614.7321 600.4167
#> [63,] 608.1221 608.1221
#> [64,] 614.7321 592.0512
#> [65,] 614.7321 600.4167
#> [66,] 608.1221 605.1502
#> [67,] 608.1221 600.4167
#> [68,] 614.7321 608.1341
#> [69,] 614.7321 591.8135
#> [70,] 614.7321 587.0658
#> [71,] 614.7321 600.4167
#> [72,] 614.7321 600.4167
#> [73,] 614.7321 587.0658
#> [74,] 614.7321 608.1221
#> [75,] 614.7321 600.4167
#> [76,] 614.7321 587.0658
#> [77,] 614.7321 587.0658
#> [78,] 614.7321 587.0658
#> [79,] 614.7321 600.9366
#> [80,] 608.1221 605.2290
#> 
#> Slot "overbestchrom":
#> [1]   2   1   1  46 150 201
#> 
#> Slot "overbestfit":
#> [1] 587.0658
#> 
#> Slot "bestfit":
#>  [1] 620.0298 614.7245 608.1221 608.1221 608.1221 608.1221 608.1221 608.1221
#>  [9] 608.1221 608.1221 608.1221 587.0658 587.0658 587.0658 587.0658 587.0658
#> [17] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> [25] 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658 587.0658
#> 
#> Slot "countMig":
#> [1] 31
#> 
#> Slot "count":
#> [1] 1550
#> 
#> 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   =  1550 
#>    Number of migrations    =  31 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    Task mode               =  both 
#>    Parallel Usage          =  FALSE 
#> 
#> ##### Island GA results ##### 
#>    Optimal Fitness value = 587.0658 
#>    Optimal Solution: 
#>         Number of Changepoints =  2 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 1 
#>         Changepoints Locations =  46 150
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 6.136231 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,]    3    2    2    2    2    3    2    2    3     2     3     2     2
#>   [2,]    1    1    1    1    1    1    1    1    1     1     1     1     1
#>   [3,]    2    1    1    1    1    2    1    1    2     1     2     1     1
#>   [4,]   46   46   46   46   46   46   46   46   46    46    46    46    46
#>   [5,]   97  146  146  146  146   97  146  146   97   146    97   146   146
#>   [6,]  150  201  201  201  201  150  201  201  150   201   150   201   201
#>   [7,]  201    0    0    0    0  201    0    0  201     0   201     0     0
#>   [8,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>   [9,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [10,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [11,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [12,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [13,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [14,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [15,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [16,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [17,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [18,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [19,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [20,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [21,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [22,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [23,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [24,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [25,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [26,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [27,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [28,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [29,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [30,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [31,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [32,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [33,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [34,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [35,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [36,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [37,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [38,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [39,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [40,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [41,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [42,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [43,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [44,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [45,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [46,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [47,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [48,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [49,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [50,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [51,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [52,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [53,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [54,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [55,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [56,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [57,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [58,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [59,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [60,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [61,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [62,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [63,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [64,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [65,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [66,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [67,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [68,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [69,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [70,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [71,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [72,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [73,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [74,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [75,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [76,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [77,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [78,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [79,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [80,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [81,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [82,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [83,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [84,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [85,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [86,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [87,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [88,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [89,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [90,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [91,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [92,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [93,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [94,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [95,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [96,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [97,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [98,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>  [99,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [100,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#> [101,]    0    0    0    0    0    0    0    0    0     0     0     0     0
#>        [,14] [,15] [,16] [,17] [,18] [,19] [,20] [,21] [,22] [,23] [,24] [,25]
#>   [1,]     2     2     3     2     3     2     2     3     2     2     2     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     2     1     2     1     1     2     1     1     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   146   146    97   146    97   146   146    97   146   146   146   146
#>   [6,]   201   201   150   201   150   201   201   150   201   201   201   201
#>   [7,]     0     0   201     0   201     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
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     3     2     3     2     2     2     2     2     2     3     2     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     2     1     2     1     1     1     1     1     1     2     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]    97   146    97   146   146   146   146   146   146    97   146   146
#>   [6,]   150   201   150   201   201   201   201   201   201   150   201   201
#>   [7,]   201     0   201     0     0     0     0     0     0   201     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     3     3     2     3     2     2     2     2     2     3     2     2
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     2     2     1     2     1     1     1     1     1     2     1     1
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]    97    97   146    97   146   146   146   146   146    97   146   146
#>   [6,]   150   150   201   150   201   201   201   201   201   150   201   201
#>   [7,]   201   201     0   201     0     0     0     0     0   201     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     2     2     3     2     3     2     3     3     2     2     2     3
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     2     1     2     1     2     2     1     1     1     2
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   146   146    97   146    97   146    97    97   146   146   146    97
#>   [6,]   201   201   150   201   150   201   150   150   201   201   201   150
#>   [7,]     0     0   201     0   201     0   201   201     0     0     0   201
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,62] [,63] [,64] [,65] [,66] [,67] [,68] [,69] [,70] [,71] [,72] [,73]
#>   [1,]     1     1     1     1     1     1     1     1     2     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,]   150   150   150   150   150   150   150   150    46   150   150    46
#>   [5,]   201   201   201   201   201   201   201   201   146   201   201   146
#>   [6,]     0     0     0     0     0     0     0     0   201     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
#>        [,74] [,75] [,76] [,77] [,78] [,79] [,80]
#>   [1,]     1     1     3     3     1     1     1
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     2     2     1     1     1
#>   [4,]   150   150    46    46   150   150   150
#>   [5,]   201   201    97    97   201   201   201
#>   [6,]     0     0   150   150     0     0     0
#>   [7,]     0     0   201   201     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    3    2    2    2    3    3    3    2     2     2     3     2
#>   [2,]    1    1    1    1    1    1    1    1    1     1     1     1     1
#>   [3,]    2    2    1    1    1    2    2    2    1     1     1     2     1
#>   [4,]   46   46   46   46   46   46   46   46   46    46    46    46    46
#>   [5,]   97   97  146  146  146   97   97   97  146   146   146    97   146
#>   [6,]  150  150  201  201  201  150  150  150  201   201   201   150   201
#>   [7,]  201  201    0    0    0  201  201  201    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,]     2     3     2     3     2     2     2     2     2     2     2     3
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     2     1     2     1     1     1     1     1     1     1     2
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   146    97   146    97   146   146   146   146   146   146   146    97
#>   [6,]   201   150   201   150   201   201   201   201   201   201   201   150
#>   [7,]     0   201     0   201     0     0     0     0     0     0     0   201
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,26] [,27] [,28] [,29] [,30] [,31] [,32] [,33] [,34] [,35] [,36] [,37]
#>   [1,]     2     2     2     2     2     3     2     2     3     2     2     3
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     1     2     1     1     2     1     1     2
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   146   146   146   146   146    97   146   146    97   146   146    97
#>   [6,]   201   201   201   201   201   150   201   201   150   201   201   150
#>   [7,]     0     0     0     0     0   201     0     0   201     0     0   201
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,38] [,39] [,40] [,41] [,42] [,43] [,44] [,45] [,46] [,47] [,48] [,49]
#>   [1,]     2     2     3     2     3     2     2     3     2     2     2     3
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     1     2     1     2     1     1     2     1     1     1     2
#>   [4,]    46    46    46    46    46    46    46    46    46    46    46    46
#>   [5,]   146   146    97   146    97   146   146    97   146   146   146    97
#>   [6,]   201   201   150   201   150   201   201   150   201   201   201   150
#>   [7,]     0     0   201     0   201     0     0   201     0     0     0   201
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,50] [,51] [,52] [,53] [,54] [,55] [,56] [,57] [,58] [,59] [,60] [,61]
#>   [1,]     2     3     2     3     1     1     1     1     3     1     1     1
#>   [2,]     1     1     1     1     1     1     1     1     1     1     1     1
#>   [3,]     1     2     1     2     1     1     1     1     2     1     1     1
#>   [4,]    46    46    46    46   150   150   150   150    46   150   150   150
#>   [5,]   146    97   146    97   201   201   201   201    97   201   201   201
#>   [6,]   201   150   201   150     0     0     0     0   150     0     0     0
#>   [7,]     0   201     0   201     0     0     0     0   201     0     0     0
#>   [8,]     0     0     0     0     0     0     0     0     0     0     0     0
#>   [9,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [10,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [11,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [12,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [13,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [14,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [15,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [16,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [17,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [18,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [19,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [20,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [21,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [22,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [23,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [24,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [25,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [26,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [27,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [28,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [29,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [30,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [31,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [32,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [33,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [34,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [35,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [36,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [37,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [38,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [39,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [40,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [41,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [42,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [43,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [44,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [45,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [46,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [47,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [48,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [49,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [50,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [51,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [52,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [53,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [54,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [55,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [56,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [57,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [58,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [59,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [60,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [61,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [62,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [63,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [64,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [65,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [66,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [67,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [68,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [69,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [70,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [71,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [72,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [73,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [74,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [75,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [76,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [77,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [78,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [79,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [80,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [81,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [82,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [83,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [84,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [85,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [86,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [87,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [88,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [89,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [90,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [91,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [92,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [93,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [94,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [95,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [96,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [97,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [98,]     0     0     0     0     0     0     0     0     0     0     0     0
#>  [99,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [100,]     0     0     0     0     0     0     0     0     0     0     0     0
#> [101,]     0     0     0     0     0     0     0     0     0     0     0     0
#>        [,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,]   150   150   150   150   150   150   150   150   150   150   150   150
#>   [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     2     1     3     1     1
#>   [2,]     1     1     1     1     1     1     1
#>   [3,]     1     1     1     1     2     1     1
#>   [4,]   150   150    46   150    46   150   150
#>   [5,]   201   201   146   201    97   201   201
#>   [6,]     0     0   201     0   150     0     0
#>   [7,]     0     0     0     0   201     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,] 595.2647 595.2647
#>  [2,] 613.1252 595.2647
#>  [3,] 613.1252 613.1252
#>  [4,] 613.1252 613.1252
#>  [5,] 613.1252 613.1252
#>  [6,] 595.2647 595.2647
#>  [7,] 613.1252 595.2647
#>  [8,] 613.1252 595.2647
#>  [9,] 595.2647 613.1252
#> [10,] 613.1252 613.1252
#> [11,] 595.2647 613.1252
#> [12,] 613.1252 595.2647
#> [13,] 613.1252 613.1252
#> [14,] 613.1252 613.1252
#> [15,] 613.1252 595.2647
#> [16,] 595.2647 613.1252
#> [17,] 613.1252 595.2647
#> [18,] 595.2647 613.1252
#> [19,] 613.1252 613.1252
#> [20,] 613.1252 613.1252
#> [21,] 595.2647 613.1252
#> [22,] 613.1252 613.1252
#> [23,] 613.1252 613.1252
#> [24,] 613.1252 613.1252
#> [25,] 613.1252 595.2647
#> [26,] 595.2647 613.1252
#> [27,] 613.1252 613.1252
#> [28,] 595.2647 613.1252
#> [29,] 613.1252 613.1252
#> [30,] 613.1252 613.1252
#> [31,] 613.1252 595.2647
#> [32,] 613.1252 613.1252
#> [33,] 613.1252 613.1252
#> [34,] 613.1252 595.2647
#> [35,] 595.2647 613.1252
#> [36,] 613.1252 613.1252
#> [37,] 613.1252 595.2647
#> [38,] 595.2647 613.1252
#> [39,] 595.2647 613.1252
#> [40,] 613.1252 595.2647
#> [41,] 595.2647 613.1252
#> [42,] 613.1252 595.2647
#> [43,] 613.1252 613.1252
#> [44,] 613.1252 613.1252
#> [45,] 613.1252 595.2647
#> [46,] 613.1252 613.1252
#> [47,] 595.2647 613.1252
#> [48,] 613.1252 613.1252
#> [49,] 613.1252 595.2647
#> [50,] 613.1252 613.1252
#> [51,] 613.1252 595.2647
#> [52,] 595.2647 613.1252
#> [53,] 613.1252 595.2647
#> [54,] 595.2647 614.7321
#> [55,] 613.1252 614.7321
#> [56,] 595.2647 614.7321
#> [57,] 595.2647 614.7321
#> [58,] 613.1252 595.2647
#> [59,] 613.1252 614.7321
#> [60,] 613.1252 614.7321
#> [61,] 595.2647 614.7321
#> [62,] 614.7321 614.7321
#> [63,] 614.7321 614.7321
#> [64,] 614.7321 614.7321
#> [65,] 614.7321 614.7321
#> [66,] 614.7321 614.7321
#> [67,] 614.7321 614.7321
#> [68,] 614.7321 614.7321
#> [69,] 614.7321 614.7321
#> [70,] 613.1252 614.7321
#> [71,] 614.7321 614.7321
#> [72,] 614.7321 614.7321
#> [73,] 613.1252 614.7321
#> [74,] 614.7321 614.7321
#> [75,] 614.7321 614.7321
#> [76,] 595.2647 613.1252
#> [77,] 595.2647 614.7321
#> [78,] 614.7321 595.2647
#> [79,] 614.7321 614.7321
#> [80,] 614.7321 614.7321
#> 
#> Slot "overbestchrom":
#> [1]   3   1   2  46  97 150 201
#> 
#> Slot "overbestfit":
#> [1] 595.2647
#> 
#> Slot "bestfit":
#>  [1] 614.7321 614.7321 614.7321 614.7321 614.7321 613.1252 613.1252 595.2647
#>  [9] 595.2647 595.2647 595.2647 595.2647 595.2647 595.2647 595.2647 595.2647
#> [17] 595.2647 595.2647 595.2647 595.2647 595.2647 595.2647 595.2647 595.2647
#> [25] 595.2647 595.2647 595.2647
#> 
#> Slot "countMig":
#> [1] 27
#> 
#> Slot "count":
#> [1] 1350
#> 
#> 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   =  1350 
#>    Number of migrations    =  27 
#>    Crossover probability   =  0.95 
#>    Mutation probability    =  0.3 
#>    Changepoint probability =  0.01 
#>    Task mode               =  both 
#>    Parallel Usage          =  TRUE 
#>    Number of thread      =  2 
#> 
#> ##### Island GA results ##### 
#>    Optimal Fitness value = 595.2647 
#>    Optimal Solution: 
#>         Number of Changepoints =  3 
#>         Model hyperparameters:
#>              ar = 1 
#>              ma = 2 
#>         Changepoints Locations =  46 97 150
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)
tauIsland <- resIslandchangepointGA@overbestchrom
esttau <- c(tauIsland[4:(4 + tauIsland[1] - 1)])
cpt_dist(tau1 = truetau, tau2 = esttau, N = N)
#> [1] 1.02

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_0.1.4
#> 
#> loaded via a namespace (and not attached):
#>  [1] doParallel_1.0.17 cli_3.6.5         knitr_1.51        rlang_1.1.7      
#>  [5] xfun_0.56         otel_0.2.0        jsonlite_2.0.0    clue_0.3-67      
#>  [9] htmltools_0.5.9   sass_0.4.10       rmarkdown_2.30    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        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