These calculations are conditional on the latent factors
X and Y.
Usage
expected_edges(factor_model, ...)
expected_degrees(factor_model, ...)
expected_degree(factor_model, ...)
expected_in_degree(factor_model, ...)
expected_out_degree(factor_model, ...)
expected_density(factor_model, ...)Details
Note that the runtime of the fastRG algorithm is proportional to
the expected number of edges in the graph. Expected edge count will be
an underestimate of expected number of edges for Bernoulli
graphs. See the Rohe et al for details.
References
Rohe, Karl, Jun Tao, Xintian Han, and Norbert Binkiewicz. 2017. "A Note on Quickly Sampling a Sparse Matrix with Low Rank Expectation." Journal of Machine Learning Research; 19(77):1-13, 2018. https://www.jmlr.org/papers/v19/17-128.html
Examples
##### an undirected blockmodel example
n <- 100
pop <- n / 2
a <- .1
b <- .05
B <- matrix(c(a, b, b, a), nrow = 2)
b_model <- sbm(n = n, B = B, poisson_edges = FALSE)
b_model
#> Undirected Stochastic Blockmodel
#> --------------------------------
#>
#> Nodes (n): 100 (arranged by block)
#> Blocks (k): 2
#>
#> Traditional SBM parameterization:
#>
#> Block memberships (z): 100 [factor]
#> Block probabilities (pi): 2 [numeric]
#> Factor model parameterization:
#>
#> X: 100 x 2 [dgeMatrix]
#> S: 2 x 2 [dsyMatrix]
#>
#> Poisson edges: FALSE
#> Allow self loops: TRUE
#>
#> Expected edges: 783
#> Expected degree: 7.8
#> Expected density: 0.15824
A <- sample_sparse(b_model)
# compare
mean(rowSums(triu(A)))
#> [1] 3.76
pop * a + pop * b # analytical average degree
#> [1] 7.5
##### more generic examples
n <- 1000
k <- 5
X <- matrix(rpois(n = n * k, 1), nrow = n)
S <- matrix(runif(n = k * k, 0, .1), nrow = k)
ufm <- undirected_factor_model(X, S)
expected_edges(ufm)
#> [1] 1161970
expected_degree(ufm)
#> [1] 1161.97
eigs_sym(ufm)
#> $values
#> [1] 1408.47590 66.58648 37.12592 29.93549 -40.66645
#>
#> $vectors
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] -5.136848e-02 2.067505e-02 -5.929315e-02 -3.157521e-02 9.757189e-03
#> [2,] -1.468500e-02 5.974606e-02 2.456625e-02 5.252154e-02 2.884105e-02
#> [3,] -2.872055e-02 -8.728371e-04 -1.922743e-02 3.490778e-02 -5.754056e-02
#> [4,] -3.740034e-02 1.763338e-02 5.155571e-02 1.207684e-02 -2.672135e-02
#> [5,] -1.621357e-02 -6.388201e-02 5.675315e-02 1.371689e-02 -2.354925e-03
#> [6,] -1.720562e-02 -3.045476e-02 4.550788e-02 -1.267034e-02 -1.492336e-02
#> [7,] -1.029952e-02 -1.378651e-03 2.710647e-02 2.207948e-02 8.828708e-03
#> [8,] -2.775735e-02 9.409164e-03 1.685579e-03 4.161840e-02 2.150185e-02
#> [9,] -1.495125e-02 6.881522e-03 -7.935075e-03 -3.133094e-02 7.378002e-03
#> [10,] -2.950220e-02 1.328224e-02 4.439957e-02 7.321388e-02 9.599144e-03
#> [11,] -2.925893e-02 1.627060e-03 1.169277e-03 2.296286e-03 -1.465244e-03
#> [12,] -4.455865e-02 2.979985e-02 -9.716414e-04 9.536281e-03 -2.287692e-02
#> [13,] -2.925893e-02 1.627060e-03 1.169277e-03 2.296286e-03 -1.465244e-03
#> [14,] -3.404872e-02 1.190632e-02 4.679416e-02 5.215013e-02 4.800251e-02
#> [15,] -3.580250e-02 4.536679e-02 -2.465091e-02 4.503728e-02 5.263191e-02
#> [16,] -3.049424e-02 4.670949e-02 3.315430e-02 4.682666e-02 -2.969289e-03
#> [17,] -3.065530e-02 -1.579113e-02 3.808911e-02 -4.679163e-03 1.542173e-02
#> [18,] -3.076050e-02 -6.155043e-03 6.529745e-04 -3.702583e-02 -2.443234e-02
#> [19,] -3.692676e-02 -2.741583e-02 -4.062911e-02 -1.317916e-02 -8.019471e-03
#> [20,] -2.872055e-02 -8.728371e-04 -1.922743e-02 3.490778e-02 -5.754056e-02
#> [21,] -4.119407e-02 4.581165e-02 -8.953103e-06 -6.696963e-02 1.101628e-02
#> [22,] -5.173687e-02 5.608817e-02 7.032781e-02 2.602745e-02 3.090938e-02
#> [23,] -5.404524e-03 -2.129400e-02 1.891772e-02 4.572297e-03 -7.849751e-04
#> [24,] -2.035577e-02 -1.441248e-02 1.098264e-02 -2.675864e-02 6.593027e-03
#> [25,] -3.640829e-02 -1.579387e-02 6.280098e-02 3.846407e-02 -1.415292e-02
#> [26,] -1.379815e-02 3.595489e-02 -1.624616e-03 4.656211e-02 1.555411e-03
#> [27,] -2.200435e-02 9.411900e-03 -2.302630e-02 -1.524831e-03 5.107650e-02
#> [28,] -5.547290e-02 -3.152069e-03 -5.723414e-04 -1.366579e-02 -6.430094e-02
#> [29,] -9.789998e-03 3.983070e-02 1.637750e-02 3.501436e-02 1.922737e-02
#> [30,] -4.421018e-02 8.508583e-03 -6.765798e-03 -2.903465e-02 5.912758e-03
#> [31,] -3.466345e-02 -1.966694e-02 2.008699e-02 6.868583e-03 -2.250219e-03
#> [32,] -3.415392e-02 2.154241e-02 9.358026e-03 1.980347e-02 8.148439e-03
#> [33,] -2.385440e-02 2.292106e-02 -1.774844e-02 -2.276011e-03 -6.802693e-04
#> [34,] -3.415392e-02 2.154241e-02 9.358026e-03 1.980347e-02 8.148439e-03
#> [35,] -3.291860e-02 -2.354002e-02 -2.262700e-02 -2.472690e-02 9.652483e-03
#> [36,] -3.206061e-02 -3.621929e-03 -3.915012e-02 -5.036295e-02 4.884082e-02
#> [37,] -8.903150e-03 1.603954e-02 -9.813365e-03 2.905493e-02 -8.058271e-03
#> [38,] -4.851745e-02 -5.584876e-02 6.083332e-02 3.427154e-02 5.755029e-02
#> [39,] -3.530703e-02 -7.530958e-03 3.047567e-03 -5.808958e-02 1.397103e-02
#> [40,] -3.600397e-02 3.505158e-02 1.463588e-02 1.905229e-02 -4.360833e-02
#> [41,] -1.745783e-02 1.078781e-02 -2.542089e-02 1.953892e-02 1.267314e-02
#> [42,] -1.984625e-02 2.679687e-02 2.536745e-04 -1.382376e-02 1.699168e-02
#> [43,] -3.666050e-02 2.544870e-02 -8.127787e-03 7.067333e-02 1.344357e-02
#> [44,] -1.279315e-02 2.426650e-02 1.534489e-02 -4.362986e-02 -2.670682e-02
#> [45,] -5.715033e-02 6.438156e-02 -2.491354e-02 -8.108593e-03 4.665651e-02
#> [46,] -5.448085e-02 -3.657932e-02 1.067293e-02 1.272144e-02 -5.173251e-02
#> [47,] -1.529972e-02 2.817279e-02 -2.140918e-03 7.239995e-03 -2.141168e-02
#> [48,] -4.270860e-02 1.629069e-02 -6.249496e-03 1.028746e-02 2.887985e-02
#> [49,] -1.710936e-02 -1.050345e-02 -3.121504e-02 -1.903201e-02 4.146282e-02
#> [50,] -2.877640e-02 -7.300955e-02 2.314351e-02 1.574863e-02 7.045305e-04
#> [51,] -4.229534e-02 3.754874e-02 5.974446e-02 2.958402e-02 -1.710767e-02
#> [52,] -1.080905e-02 -4.258801e-02 3.783543e-02 9.144594e-03 -1.569950e-03
#> [53,] -4.120703e-02 2.407279e-02 -5.733194e-03 4.960957e-02 5.184694e-02
#> [54,] -3.052124e-02 -6.913647e-02 6.585750e-02 4.734411e-02 -1.119817e-02
#> [55,] -2.522192e-02 -3.820638e-02 9.503652e-03 1.042515e-02 -5.026727e-02
#> [56,] -1.984625e-02 2.679687e-02 2.536745e-04 -1.382376e-02 1.699168e-02
#> [57,] -2.111751e-02 -1.437926e-02 -4.921716e-02 -7.484267e-03 2.379087e-02
#> [58,] -3.641723e-02 1.379353e-02 -5.135808e-02 -2.442715e-04 2.379186e-03
#> [59,] -2.337188e-02 -5.171554e-02 4.225797e-03 1.117633e-02 1.489506e-03
#> [60,] -4.397092e-02 -5.447284e-02 5.843873e-02 5.533529e-02 1.914692e-02
#> [61,] -2.891045e-02 -1.966421e-02 -4.624880e-03 -3.627465e-02 2.732444e-02
#> [62,] -2.525077e-02 5.502872e-03 1.917139e-02 -9.251460e-03 1.620671e-02
#> [63,] -1.885420e-02 -6.630377e-03 1.149894e-02 1.256347e-02 2.956012e-02
#> [64,] -1.129157e-02 3.204860e-02 1.586120e-02 -4.307750e-03 -3.739725e-03
#> [65,] -2.200435e-02 9.411900e-03 -2.302630e-02 -1.524831e-03 5.107650e-02
#> [66,] -2.689935e-02 2.932725e-02 -1.483755e-02 1.598235e-02 6.069019e-02
#> [67,] -2.474125e-02 4.671223e-02 8.442424e-03 3.683425e-03 2.660537e-02
#> [68,] -5.404524e-03 -2.129400e-02 1.891772e-02 4.572297e-03 -7.849751e-04
#> [69,] -1.882535e-02 -5.033963e-02 1.831204e-03 3.224009e-02 -3.691386e-02
#> [70,] -1.495125e-02 6.881522e-03 -7.935075e-03 -3.133094e-02 7.378002e-03
#> [71,] -2.636098e-02 2.682735e-02 -3.523425e-02 4.859385e-02 4.614867e-03
#> [72,] -3.476865e-02 -1.003086e-02 -1.734914e-02 -2.547808e-02 -4.210429e-02
#> [73,] -3.364440e-02 6.275177e-02 -1.370941e-03 3.273835e-02 1.854710e-02
#> [74,] -8.903150e-03 1.603954e-02 -9.813365e-03 2.905493e-02 -8.058271e-03
#> [75,] -2.610877e-02 -1.441522e-02 3.569452e-02 1.638459e-02 -2.298163e-02
#> [76,] -2.035577e-02 -1.441248e-02 1.098264e-02 -2.675864e-02 6.593027e-03
#> [77,] -2.821103e-02 4.033652e-02 -2.995640e-02 4.784267e-02 -4.714190e-02
#> [78,] -3.877680e-02 -1.390667e-02 -3.535126e-02 -1.393034e-02 -5.977624e-02
#> [79,] -1.180110e-02 -9.160754e-03 2.659016e-02 -1.724264e-02 -1.413838e-02
#> [80,] -3.966365e-02 9.884497e-03 -9.160391e-03 -7.970900e-03 -3.249061e-02
#> [81,] -6.672386e-20 1.420372e-18 1.998616e-18 8.184416e-18 2.583323e-18
#> [82,] -4.293892e-02 4.968472e-02 4.270504e-02 -3.537414e-02 -8.864229e-04
#> [83,] -3.291860e-02 -2.354002e-02 -2.262700e-02 -2.472690e-02 9.652483e-03
#> [84,] -3.141703e-02 -1.575791e-02 -2.211069e-02 1.459521e-02 3.261957e-02
#> [85,] -4.219908e-02 5.750004e-02 -1.697846e-02 2.322235e-02 3.927851e-02
#> [86,] -5.404524e-03 -2.129400e-02 1.891772e-02 4.572297e-03 -7.849751e-04
#> [87,] -2.837208e-02 -2.216410e-02 -2.502159e-02 -3.663150e-03 -2.875088e-02
#> [88,] -1.669610e-02 1.075460e-02 3.477891e-02 2.645463e-04 -4.524700e-03
#> [89,] -4.747849e-02 1.244809e-02 -8.445141e-02 4.110958e-02 2.840573e-02
#> [90,] -2.872055e-02 -8.728371e-04 -1.922743e-02 3.490778e-02 -5.754056e-02
#> [91,] -1.129157e-02 3.204860e-02 1.586120e-02 -4.307750e-03 -3.739725e-03
#> [92,] -1.669610e-02 1.075460e-02 3.477891e-02 2.645463e-04 -4.524700e-03
#> [93,] -2.425872e-02 -2.792438e-02 3.041666e-02 1.713577e-02 2.877514e-02
#> [94,] -2.159109e-02 3.066995e-02 4.296766e-02 1.777173e-02 5.088983e-03
#> [95,] -8.903150e-03 1.603954e-02 -9.813365e-03 2.905493e-02 -8.058271e-03
#> [96,] -2.864420e-02 3.320033e-02 2.787644e-02 4.757784e-02 4.878748e-02
#> [97,] -2.874940e-02 4.283641e-02 -9.559691e-03 1.523117e-02 8.933414e-03
#> [98,] -4.735139e-02 -5.036533e-03 7.286802e-02 -4.414617e-03 1.089703e-02
#> [99,] -3.943333e-02 -2.350954e-02 -5.811492e-02 3.769070e-02 -2.724335e-03
#> [100,] -3.049424e-02 4.670949e-02 3.315430e-02 4.682666e-02 -2.969289e-03
#> [101,] -9.412675e-03 -2.516981e-02 9.156022e-04 1.612004e-02 -1.845693e-02
#> [102,] -3.301487e-02 -4.349132e-02 5.409593e-02 -1.836523e-02 -4.673370e-02
#> [103,] -3.692676e-02 -2.741583e-02 -4.062911e-02 -1.317916e-02 -8.019471e-03
#> [104,] -6.573201e-02 -5.671612e-02 -7.817856e-03 -1.710714e-02 5.915904e-02
#> [105,] -1.180110e-02 -9.160754e-03 2.659016e-02 -1.724264e-02 -1.413838e-02
#> [106,] -1.971220e-02 -2.654847e-02 2.802207e-02 3.819952e-02 -9.628222e-03
#> [107,] -3.751850e-02 5.530616e-03 8.395338e-03 9.630938e-02 -2.574476e-02
#> [108,] -4.808428e-02 -4.871257e-02 3.000481e-03 3.453637e-02 -3.837910e-02
#> [109,] -1.570405e-02 -2.267265e-02 4.602418e-02 2.665178e-02 8.043733e-03
#> [110,] -2.471240e-02 3.002975e-03 -1.225316e-03 2.336004e-02 -3.986861e-02
#> [111,] -3.466345e-02 -1.966694e-02 2.008699e-02 6.868583e-03 -2.250219e-03
#> [112,] -3.832313e-02 -4.483402e-02 -3.709278e-03 -2.015461e-02 8.867508e-03
#> [113,] -6.396573e-03 1.213325e-02 7.672447e-03 -2.181493e-02 -1.335341e-02
#> [114,] -2.990250e-02 1.376304e-02 -1.587015e-02 -6.266188e-02 1.475600e-02
#> [115,] -2.134782e-02 1.901477e-02 -2.626277e-04 -5.314587e-02 -5.975406e-03
#> [116,] -5.524258e-02 -3.654610e-02 -4.952687e-02 3.199581e-02 -3.453467e-02
#> [117,] -4.356660e-02 -3.627402e-03 1.027363e-02 3.592351e-02 -1.030849e-02
#> [118,] -3.298787e-02 7.235464e-02 2.139273e-02 -1.888269e-02 -3.850481e-02
#> [119,] -2.286235e-02 -1.050619e-02 -6.503171e-03 2.411122e-02 1.188816e-02
#> [120,] -1.180110e-02 -9.160754e-03 2.659016e-02 -1.724264e-02 -1.413838e-02
#> [121,] -4.267975e-02 -2.741857e-02 -1.591724e-02 2.996407e-02 -3.759413e-02
#> [122,] -3.616502e-02 -2.744905e-02 1.957069e-02 -3.245353e-02 -2.521731e-02
#> [123,] -2.337188e-02 -5.171554e-02 4.225797e-03 1.117633e-02 1.489506e-03
#> [124,] -4.532038e-02 2.983307e-02 -6.117144e-02 2.881066e-02 -5.679085e-03
#> [125,] -2.786255e-02 1.904525e-02 -3.575056e-02 9.271735e-03 -1.835222e-02
#> [126,] -3.867160e-02 -2.354275e-02 2.084879e-03 1.841633e-02 -1.992217e-02
#> [127,] -2.035577e-02 -1.441248e-02 1.098264e-02 -2.675864e-02 6.593027e-03
#> [128,] -4.808428e-02 -4.871257e-02 3.000481e-03 3.453637e-02 -3.837910e-02
#> [129,] -2.860239e-02 1.122993e-02 2.393294e-02 -4.932475e-02 -5.851715e-02
#> [130,] -2.425872e-02 -2.792438e-02 3.041666e-02 1.713577e-02 2.877514e-02
#> [131,] -4.256160e-02 -1.531580e-02 2.724314e-02 -5.426846e-02 -3.857072e-02
#> [132,] -4.147328e-02 -2.879174e-02 -3.823452e-02 -3.424291e-02 3.038389e-02
#> [133,] -3.113782e-02 5.884547e-02 1.611487e-02 -1.813151e-02 1.325196e-02
#> [134,] -4.585876e-02 3.233296e-02 -4.077474e-02 -3.800842e-03 5.039623e-02
#> [135,] -3.664755e-02 4.718756e-02 -2.403546e-03 -4.590588e-02 -2.738708e-02
#> [136,] -2.425872e-02 -2.792438e-02 3.041666e-02 1.713577e-02 2.877514e-02
#> [137,] -2.786255e-02 1.904525e-02 -3.575056e-02 9.271735e-03 -1.835222e-02
#> [138,] -1.180110e-02 -9.160754e-03 2.659016e-02 -1.724264e-02 -1.413838e-02
#> [139,] -6.396573e-03 1.213325e-02 7.672447e-03 -2.181493e-02 -1.335341e-02
#> [140,] -3.425913e-02 3.117850e-02 -2.807811e-02 -1.254320e-02 -3.170563e-02
#> [141,] -2.408472e-02 5.631510e-02 3.120609e-02 -4.793761e-02 -3.044654e-02
#> [142,] -1.029952e-02 -1.378651e-03 2.710647e-02 2.207948e-02 8.828708e-03
#> [143,] -3.138818e-02 -5.946717e-02 -3.177843e-02 3.427182e-02 -3.385440e-02
#> [144,] -2.337188e-02 -5.171554e-02 4.225797e-03 1.117633e-02 1.489506e-03
#> [145,] -3.298787e-02 7.235464e-02 2.139273e-02 -1.888269e-02 -3.850481e-02
#> [146,] -2.891045e-02 -1.966421e-02 -4.624880e-03 -3.627465e-02 2.732444e-02
#> [147,] -2.508972e-02 6.800349e-02 1.423658e-02 4.225436e-02 -2.184314e-03
#> [148,] -1.344968e-02 1.466363e-02 -7.418773e-03 7.991175e-03 3.034509e-02
#> [149,] -3.770840e-02 -1.326075e-02 2.299789e-02 2.512694e-02 5.912024e-02
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#> [971,] -4.635934e-02 -3.846378e-02 8.411329e-02 2.197261e-02 2.346547e-02
#> [972,] -4.497191e-02 8.541799e-03 -6.696560e-02 -9.760278e-03 2.311060e-02
#> [973,] -3.870045e-02 2.016650e-02 1.175262e-02 -1.260285e-03 4.655180e-02
#> [974,] -2.652203e-02 -3.567327e-02 -3.029944e-02 -2.911970e-03 2.300589e-02
#> [975,] -4.429239e-02 8.266438e-02 3.152968e-02 9.338876e-02 -1.413877e-03
#> [976,] -4.410497e-02 -1.127505e-03 3.067034e-02 3.312012e-03 4.576683e-02
#> [977,] -3.076050e-02 -6.155043e-03 6.529745e-04 -3.702583e-02 -2.443234e-02
#> [978,] -3.826728e-02 2.730269e-02 -4.608022e-02 -9.954513e-04 -4.937759e-02
#> [979,] -2.976845e-02 -3.958229e-02 1.189824e-02 -1.063860e-02 -1.186390e-02
#> [980,] -5.404524e-03 -2.129400e-02 1.891772e-02 4.572297e-03 -7.849751e-04
#> [981,] -1.657098e-02 -1.300335e-02 -5.161175e-02 1.357949e-02 -1.461250e-02
#> [982,] -1.029952e-02 -1.378651e-03 2.710647e-02 2.207948e-02 8.828708e-03
#> [983,] -2.601251e-02 5.536088e-03 -4.102841e-02 1.002291e-02 3.340455e-02
#> [984,] -2.337188e-02 -5.171554e-02 4.225797e-03 1.117633e-02 1.489506e-03
#> [985,] -2.471240e-02 3.002975e-03 -1.225316e-03 2.336004e-02 -3.986861e-02
#> [986,] -1.256283e-02 -9.127538e-03 -3.360964e-02 2.031739e-03 3.059456e-03
#> [987,] -8.903150e-03 1.603954e-02 -9.813365e-03 2.905493e-02 -8.058271e-03
#> [988,] -2.019472e-02 4.808814e-02 6.047831e-03 2.474718e-02 -1.179800e-02
#> [989,] -3.326708e-02 -2.248751e-03 -1.683284e-02 1.384403e-02 -1.913720e-02
#> [990,] -3.654235e-02 3.755147e-02 3.503259e-02 -1.355921e-02 1.246698e-02
#> [991,] 1.032360e-20 -3.361263e-19 -5.108853e-19 -2.028351e-18 -6.591705e-19
#> [992,] -2.022172e-02 -6.775782e-02 3.875104e-02 2.526464e-02 -2.002688e-02
#> [993,] -3.025097e-02 3.505431e-02 -1.007599e-02 -2.409094e-02 -1.403368e-02
#> [994,] -2.210062e-02 -1.053940e-02 5.369663e-02 4.836843e-03 -5.309675e-03
#> [995,] -1.256283e-02 -9.127538e-03 -3.360964e-02 2.031739e-03 3.059456e-03
#> [996,] -3.565550e-02 1.376031e-02 8.841724e-03 -1.951865e-02 -1.481865e-02
#> [997,] -1.029952e-02 -1.378651e-03 2.710647e-02 2.207948e-02 8.828708e-03
#> [998,] -1.279315e-02 2.426650e-02 1.534489e-02 -4.362986e-02 -2.670682e-02
#> [999,] -2.699562e-02 9.375947e-03 6.188538e-02 2.234402e-02 4.304008e-03
#> [1000,] -1.029952e-02 -1.378651e-03 2.710647e-02 2.207948e-02 8.828708e-03
#>
#> $nconv
#> [1] 5
#>
#> $niter
#> [1] 1
#>
#> $nops
#> [1] 20
#>
n <- 1000
d <- 100
k1 <- 5
k2 <- 3
X <- matrix(rpois(n = n * k1, 1), nrow = n)
Y <- matrix(rpois(n = d * k2, 1), nrow = d)
S <- matrix(runif(n = k1 * k2, 0, .1), nrow = k1)
dfm <- directed_factor_model(X = X, S = S, Y = Y)
expected_edges(dfm)
#> [1] 84668.29
expected_in_degree(dfm)
#> [1] 846.6829
expected_out_degree(dfm)
#> [1] 84.66829
svds(dfm)
#> $d
#> [1] 342.476888 16.497489 6.751594
#>
#> $u
#> [,1] [,2] [,3]
#> [1,] 0.027196203 2.685820e-02 -3.647083e-02
#> [2,] 0.024018038 4.407837e-02 6.719794e-03
#> [3,] 0.023649504 3.391167e-02 -5.891414e-03
#> [4,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [5,] 0.012748186 4.262782e-02 -2.526785e-02
#> [6,] 0.050795498 -7.634958e-02 -1.845544e-02
#> [7,] 0.048053123 -5.692773e-04 -1.822236e-02
#> [8,] 0.013790729 2.524494e-02 -3.956580e-02
#> [9,] 0.018034765 -1.299513e-02 2.162195e-02
#> [10,] 0.027564737 3.702490e-02 -2.385962e-02
#> [11,] 0.010901318 -8.716147e-03 1.937644e-02
#> [12,] 0.038318701 -3.974061e-02 -7.572311e-02
#> [13,] 0.024675326 3.063807e-03 3.508261e-02
#> [14,] 0.037219379 1.484827e-02 3.678153e-02
#> [15,] 0.038590408 -2.195863e-03 -2.830955e-02
#> [16,] 0.033400974 -1.564301e-02 1.994738e-02
#> [17,] 0.009694373 2.934337e-02 -5.903592e-03
#> [18,] 0.063815717 -9.836802e-02 2.730029e-02
#> [19,] 0.036947673 -2.269648e-02 -1.063203e-02
#> [20,] 0.022992542 -2.726477e-02 -1.064421e-02
#> [21,] 0.028936084 -2.171127e-02 4.099838e-02
#> [22,] 0.035922176 -9.403962e-02 -2.799603e-02
#> [23,] 0.032375151 1.520486e-02 -2.102664e-02
#> [24,] 0.006640561 1.605893e-02 1.346067e-02
#> [25,] 0.042562411 2.421032e-02 -3.814539e-02
#> [26,] 0.009694373 2.934337e-02 -5.903592e-03
#> [27,] 0.038137570 2.797001e-02 4.630995e-02
#> [28,] 0.046041854 -3.123659e-02 -1.315605e-02
#> [29,] 0.040041534 4.159269e-04 3.340805e-02
#> [30,] 0.032358430 1.739867e-03 3.424533e-02
#> [31,] 0.000000000 0.000000e+00 0.000000e+00
#> [32,] 0.031989896 -8.426832e-03 2.163412e-02
#> [33,] 0.029592727 8.115720e-02 -8.419791e-02
#> [34,] 0.003218214 -7.392207e-03 2.021372e-02
#> [35,] 0.053423680 5.666207e-03 -8.217330e-02
#> [36,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [37,] 0.025717869 -1.431907e-02 2.078466e-02
#> [38,] 0.010901318 -8.716147e-03 1.937644e-02
#> [39,] 0.052789720 4.304374e-02 8.140200e-03
#> [40,] 0.033893860 -3.598092e-02 8.732227e-03
#> [41,] 0.042341557 -2.009802e-02 4.409335e-02
#> [42,] 0.018912907 -9.701351e-03 -3.225398e-02
#> [43,] 0.050024662 -2.142196e-02 4.325607e-02
#> [44,] 0.038358750 -2.991265e-02 -1.231877e-02
#> [45,] 0.036579138 -3.286318e-02 -2.324324e-02
#> [46,] 0.017541879 7.342786e-03 3.283710e-02
#> [47,] 0.049095667 -1.795215e-02 -3.252031e-02
#> [48,] 0.021088578 2.893146e-04 2.257687e-03
#> [49,] 0.022992542 -2.726477e-02 -1.064421e-02
#> [50,] 0.039984438 7.931398e-02 1.665661e-03
#> [51,] 0.014448017 -1.576962e-02 -1.120298e-02
#> [52,] 0.014612419 -3.644627e-02 2.837500e-02
#> [53,] 0.018034765 -1.299513e-02 2.162195e-02
#> [54,] 0.039344197 3.160252e-02 -5.835911e-02
#> [55,] 0.006640561 1.605893e-02 1.346067e-02
#> [56,] 0.034386746 -5.631883e-02 -2.482930e-03
#> [57,] 0.022402828 2.045119e-02 3.537330e-02
#> [58,] 0.019077309 -3.037800e-02 7.323998e-03
#> [59,] 0.039401293 -4.729552e-02 -2.661672e-02
#> [60,] 0.019077309 -3.037800e-02 7.323998e-03
#> [61,] 0.026210756 -3.465698e-02 9.569508e-03
#> [62,] 0.035208110 -1.581904e-02 4.184784e-02
#> [63,] 0.043859940 3.090721e-02 5.024220e-02
#> [64,] 0.044506424 6.484194e-03 1.235705e-02
#> [65,] 0.035797498 3.865600e-02 -2.777969e-02
#> [66,] 0.021638235 3.244354e-03 -8.251035e-04
#> [67,] 0.053832263 2.566087e-02 -6.157747e-03
#> [68,] 0.031825495 1.224982e-02 -1.794385e-02
#> [69,] 0.024527646 3.720544e-02 -5.976734e-02
#> [70,] 0.030182759 -8.250799e-03 -2.663328e-04
#> [71,] 0.014816551 -5.602919e-03 1.408229e-03
#> [72,] 0.023649504 3.391167e-02 -5.891414e-03
#> [73,] 0.024471194 -2.777954e-02 6.204938e-02
#> [74,] 0.024018038 4.407837e-02 6.719794e-03
#> [75,] 0.030675646 -2.858871e-02 -1.148149e-02
#> [76,] 0.040715543 -2.713364e-02 6.498895e-03
#> [77,] 0.017870364 7.681522e-03 -1.795603e-02
#> [78,] 0.034018212 -6.648553e-02 -1.509414e-02
#> [79,] 0.021638235 3.244354e-03 -8.251035e-04
#> [80,] 0.019717550 1.733345e-02 6.734877e-02
#> [81,] 0.019077309 -3.037800e-02 7.323998e-03
#> [82,] 0.029649824 2.259150e-03 -5.245552e-02
#> [83,] 0.017173345 -2.823913e-03 2.022589e-02
#> [84,] 0.052914072 1.253913e-02 -1.568617e-02
#> [85,] 0.020964226 3.079393e-02 2.608405e-02
#> [86,] 0.035287890 4.552892e-02 3.870744e-02
#> [87,] 0.037095027 4.535289e-02 6.060789e-02
#> [88,] 0.027564737 3.702490e-02 -2.385962e-02
#> [89,] 0.048177476 -3.107389e-02 -4.204873e-02
#> [90,] 0.017377477 2.801943e-02 -6.740873e-03
#> [91,] 0.029140216 9.132074e-03 1.403161e-02
#> [92,] 0.028936084 -2.171127e-02 4.099838e-02
#> [93,] 0.042602460 3.403828e-02 2.525895e-02
#> [94,] 0.030823000 3.946065e-02 5.975844e-02
#> [95,] 0.021966720 3.583090e-03 -5.161824e-02
#> [96,] 0.028607280 1.964202e-02 -3.815757e-02
#> [97,] 0.009858775 8.666726e-03 3.367438e-02
#> [98,] 0.010901318 -8.716147e-03 1.937644e-02
#> [99,] 0.017501830 -2.485177e-03 -3.056724e-02
#> [100,] 0.020595691 2.062723e-02 1.347284e-02
#> [101,] 0.039877133 2.109258e-02 -6.169925e-03
#> [102,] 0.031151485 3.979939e-02 8.965304e-03
#> [103,] 0.028607280 1.964202e-02 -3.815757e-02
#> [104,] 0.020924176 2.096596e-02 -3.732029e-02
#> [105,] 0.017008943 1.785274e-02 -1.935208e-02
#> [106,] 0.009694373 2.934337e-02 -5.903592e-03
#> [107,] 0.057911898 8.097449e-03 1.545202e-02
#> [108,] 0.032703962 -8.664741e-02 -4.820975e-02
#> [109,] 0.018912907 -9.701351e-03 -3.225398e-02
#> [110,] 0.041905449 -3.696612e-02 -4.289819e-02
#> [111,] 0.018912907 -9.701351e-03 -3.225398e-02
#> [112,] 0.021638235 3.244354e-03 -8.251035e-04
#> [113,] 0.031497010 1.191108e-02 3.284928e-02
#> [114,] 0.026538915 6.787276e-02 -6.483365e-02
#> [115,] 0.035700997 -3.615695e-02 3.063268e-02
#> [116,] 0.014448017 -1.576962e-02 -1.120298e-02
#> [117,] 0.042069851 -5.764277e-02 -3.320211e-03
#> [118,] 0.029689873 1.208711e-02 1.094882e-02
#> [119,] 0.047560237 1.976864e-02 -7.007205e-03
#> [120,] 0.025224983 6.018846e-03 3.199982e-02
#> [121,] 0.019570195 -5.071591e-02 -3.891159e-03
#> [122,] 0.025553468 6.357582e-03 -1.879331e-02
#> [123,] 0.042233926 2.387158e-02 1.264774e-02
#> [124,] 0.022499655 -6.926859e-03 5.709480e-04
#> [125,] 0.035576644 -5.652340e-03 5.445905e-02
#> [126,] 0.020760093 -4.942092e-05 5.305082e-02
#> [127,] 0.035536595 -1.548030e-02 -8.945293e-03
#> [128,] 0.029814225 -1.841750e-02 -1.287754e-02
#> [129,] 0.014816551 -5.602919e-03 1.408229e-03
#> [130,] 0.026760413 -3.170194e-02 6.486717e-03
#> [131,] 0.012748186 4.262782e-02 -2.526785e-02
#> [132,] 0.012912587 2.195117e-02 1.431013e-02
#> [133,] 0.018912907 -9.701351e-03 -3.225398e-02
#> [134,] 0.036619188 -2.303521e-02 4.016110e-02
#> [135,] 0.043588233 -6.637545e-03 2.828635e-03
#> [136,] 0.031168532 -4.892662e-02 -2.269665e-02
#> [137,] 0.018651678 3.835335e-02 -3.702960e-02
#> [138,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [139,] 0.049061898 5.730887e-02 5.441362e-02
#> [140,] 0.033729458 -1.530427e-02 -3.084575e-02
#> [141,] 0.029043389 3.651013e-02 4.883397e-02
#> [142,] 0.044959261 -2.368168e-02 -6.226244e-02
#> [143,] 0.012748186 4.262782e-02 -2.526785e-02
#> [144,] 0.061350966 4.501358e-02 -4.657300e-02
#> [145,] 0.032358430 1.739867e-03 3.424533e-02
#> [146,] 0.032154298 -2.910348e-02 6.121210e-02
#> [147,] 0.029140216 9.132074e-03 1.403161e-02
#> [148,] 0.049243021 5.009721e-02 3.871962e-02
#> [149,] 0.018584422 -1.004009e-02 1.853916e-02
#> [150,] 0.022295523 -3.777021e-02 2.753771e-02
#> [151,] 0.006640561 1.605893e-02 1.346067e-02
#> [152,] 0.017337428 1.819147e-02 -7.014521e-02
#> [153,] 0.013955131 4.568294e-03 1.217738e-05
#> [154,] 0.045837722 -6.207994e-02 1.381072e-02
#> [155,] 0.024510925 2.374045e-02 -4.495363e-03
#> [156,] 0.033343877 6.325504e-02 -1.179501e-02
#> [157,] 0.033893860 -3.598092e-02 8.732227e-03
#> [158,] 0.012912587 2.195117e-02 1.431013e-02
#> [159,] 0.045066567 3.453972e-02 -5.442686e-02
#> [160,] 0.006640561 1.605893e-02 1.346067e-02
#> [161,] 0.062172656 -1.667763e-02 2.136779e-02
#> [162,] 0.027196203 2.685820e-02 -3.647083e-02
#> [163,] 0.039837083 1.126461e-02 -6.957427e-02
#> [164,] 0.008175991 -2.166185e-02 -1.205244e-02
#> [165,] 0.030307112 -3.875541e-02 -2.409270e-02
#> [166,] 0.051764224 -2.829940e-02 -9.223803e-03
#> [167,] 0.011229803 -8.377411e-03 -3.141670e-02
#> [168,] 0.033893860 -3.598092e-02 8.732227e-03
#> [169,] 0.031225303 -2.563367e-02 -1.456428e-02
#> [170,] 0.023445371 3.068321e-03 2.107535e-02
#> [171,] 0.027071851 5.736281e-02 -1.264446e-02
#> [172,] 0.020595691 2.062723e-02 1.347284e-02
#> [173,] 0.028607280 1.964202e-02 -3.815757e-02
#> [174,] 0.028567549 -3.187797e-02 2.838717e-02
#> [175,] 0.014119532 -1.610835e-02 3.959015e-02
#> [176,] 0.017870364 7.681522e-03 -1.795603e-02
#> [177,] 0.025224983 6.018846e-03 3.199982e-02
#> [178,] 0.006640561 1.605893e-02 1.346067e-02
#> [179,] 0.034001165 2.224048e-02 1.656781e-02
#> [180,] 0.019921682 4.817680e-02 4.038200e-02
#> [181,] 0.028771682 -1.034625e-03 1.420406e-03
#> [182,] 0.028278796 1.930329e-02 1.263556e-02
#> [183,] 0.014323665 1.473499e-02 1.262339e-02
#> [184,] 0.038154617 -6.075600e-02 1.464800e-02
#> [185,] 0.013790729 2.524494e-02 -3.956580e-02
#> [186,] 0.013076989 1.274519e-03 5.388810e-02
#> [187,] 0.022992542 -2.726477e-02 -1.064421e-02
#> [188,] 0.033672680 2.190175e-02 6.736094e-02
#> [189,] 0.027525006 -1.449510e-02 4.268512e-02
#> [190,] 0.032868038 -5.133057e-03 -3.224180e-02
#> [191,] 0.013076989 1.274519e-03 5.388810e-02
#> [192,] 0.026210756 -3.465698e-02 9.569508e-03
#> [193,] 0.041044028 -2.679491e-02 -4.429424e-02
#> [194,] 0.013076989 1.274519e-03 5.388810e-02
#> [195,] 0.032375151 1.520486e-02 -2.102664e-02
#> [196,] 0.009325839 1.917668e-02 -1.851480e-02
#> [197,] 0.014323665 1.473499e-02 1.262339e-02
#> [198,] 0.006640561 1.605893e-02 1.346067e-02
#> [199,] 0.011229803 -8.377411e-03 -3.141670e-02
#> [200,] 0.046313561 6.308161e-03 3.425751e-02
#> [201,] 0.006436428 -1.478441e-02 4.042743e-02
#> [202,] 0.008175991 -2.166185e-02 -1.205244e-02
#> [203,] 0.039491877 -2.539113e-03 3.649084e-02
#> [204,] 0.042562411 2.421032e-02 -3.814539e-02
#> [205,] 0.047191703 9.601936e-03 -1.961841e-02
#> [206,] 0.022131121 -1.709356e-02 -1.204026e-02
#> [207,] 0.015926669 -1.628439e-02 6.149061e-02
#> [208,] 0.043038251 9.259842e-02 -1.769860e-02
#> [209,] 0.027088898 -3.136320e-02 -4.430642e-02
#> [210,] 0.059668500 -2.700703e-02 3.764926e-02
#> [211,] 0.030799998 -5.909332e-02 -3.530786e-02
#> [212,] 0.006272027 5.892234e-03 8.494582e-04
#> [213,] 0.038261923 -2.534598e-03 2.248358e-02
#> [214,] 0.039877133 2.109258e-02 -6.169925e-03
#> [215,] 0.022499655 -6.926859e-03 5.709480e-04
#> [216,] 0.021088578 2.893146e-04 2.257687e-03
#> [217,] 0.023649504 3.391167e-02 -5.891414e-03
#> [218,] 0.014816551 -5.602919e-03 1.408229e-03
#> [219,] 0.036783271 -2.019829e-03 -5.021001e-02
#> [220,] 0.052421186 3.287704e-02 -4.471008e-03
#> [221,] 0.021457112 1.045601e-02 1.486890e-02
#> [222,] 0.014612419 -3.644627e-02 2.837500e-02
#> [223,] 0.036930626 6.602953e-02 2.102992e-02
#> [224,] 0.035576644 -5.652340e-03 5.445905e-02
#> [225,] 0.003218214 -7.392207e-03 2.021372e-02
#> [226,] 0.017870364 7.681522e-03 -1.795603e-02
#> [227,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [228,] 0.028936084 -2.171127e-02 4.099838e-02
#> [229,] 0.035412243 1.502431e-02 1.488107e-02
#> [230,] 0.021252980 -2.038733e-02 4.183566e-02
#> [231,] 0.043095347 1.370037e-02 1.404379e-02
#> [232,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [233,] 0.020884445 -3.055403e-02 2.922445e-02
#> [234,] 0.047480457 -4.157932e-02 -3.866804e-03
#> [235,] 0.014283616 4.907030e-03 -5.078096e-02
#> [236,] 0.038851311 5.194044e-02 -4.714395e-02
#> [237,] 0.050245515 2.288638e-02 -3.898267e-02
#> [238,] 0.012912587 2.195117e-02 1.431013e-02
#> [239,] 0.028239065 -3.221671e-02 7.918031e-02
#> [240,] 0.058036250 -2.240716e-02 -8.374345e-03
#> [241,] 0.027400654 1.600951e-02 6.651149e-02
#> [242,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [243,] 0.074904120 1.248519e-02 5.137191e-02
#> [244,] 0.027400654 1.600951e-02 6.651149e-02
#> [245,] 0.022131121 -1.709356e-02 -1.204026e-02
#> [246,] 0.021966720 3.583090e-03 -5.161824e-02
#> [247,] 0.031151485 3.979939e-02 8.965304e-03
#> [248,] 0.015966400 3.523561e-02 -5.054134e-03
#> [249,] 0.048528963 6.781882e-02 2.224431e-03
#> [250,] 0.025677820 -2.414703e-02 -4.261968e-02
#> [251,] 0.039632951 -1.957874e-02 -4.260750e-02
#> [252,] 0.040312923 7.965271e-02 -4.912747e-02
#> [253,] 0.009325839 1.917668e-02 -1.851480e-02
#> [254,] 0.020720044 -9.877384e-03 -1.035352e-02
#> [255,] 0.040165887 -3.008868e-02 9.581685e-03
#> [256,] 0.039140390 -1.014318e-01 -7.782318e-03
#> [257,] 0.030618550 5.030934e-02 -4.322388e-02
#> [258,] 0.024527646 3.720544e-02 -5.976734e-02
#> [259,] 0.048767182 -1.829089e-02 1.827282e-02
#> [260,] 0.066580775 -3.390232e-02 -7.815574e-03
#> [261,] 0.040165887 -3.008868e-02 9.581685e-03
#> [262,] 0.018034765 -1.299513e-02 2.162195e-02
#> [263,] 0.016130802 1.455896e-02 3.452384e-02
#> [264,] 0.008175991 -2.166185e-02 -1.205244e-02
#> [265,] 0.026046354 -1.398033e-02 -3.000847e-02
#> [266,] 0.024306792 -7.102892e-03 2.247140e-02
#> [267,] 0.023139896 4.078459e-02 6.059572e-02
#> [268,] 0.038261923 -2.534598e-03 2.248358e-02
#> [269,] 0.034715224 4.518873e-03 5.306300e-02
#> [270,] 0.020431290 4.130388e-02 -2.610513e-02
#> [271,] 0.025553468 6.357582e-03 -1.879331e-02
#> [272,] 0.036930626 6.602953e-02 2.102992e-02
#> [273,] 0.023649504 3.391167e-02 -5.891414e-03
#> [274,] 0.013076989 1.274519e-03 5.388810e-02
#> [275,] 0.030799998 -5.909332e-02 -3.530786e-02
#> [276,] 0.022499655 -6.926859e-03 5.709480e-04
#> [277,] 0.059940214 -4.996125e-02 -2.127624e-02
#> [278,] 0.025020532 1.686753e-02 -7.098249e-02
#> [279,] 0.068223184 8.878930e-02 -4.910312e-02
#> [280,] 0.027196203 2.685820e-02 -3.647083e-02
#> [281,] 0.021966720 3.583090e-03 -5.161824e-02
#> [282,] 0.032851317 -1.859805e-02 2.303017e-02
#> [283,] 0.014323665 1.473499e-02 1.262339e-02
#> [284,] 0.017008943 1.785274e-02 -1.935208e-02
#> [285,] 0.030732416 -5.295759e-03 -3.349123e-03
#> [286,] 0.044795178 -4.469707e-02 2.810866e-02
#> [287,] 0.060546642 -2.371326e-02 -1.622666e-02
#> [288,] 0.024306792 -7.102892e-03 2.247140e-02
#> [289,] 0.016499336 2.472566e-02 4.713505e-02
#> [290,] 0.036619188 -2.303521e-02 4.016110e-02
#> [291,] 0.010736917 1.196050e-02 -2.020154e-02
#> [292,] 0.056410236 -2.944279e-02 -4.596880e-02
#> [293,] 0.015366208 -2.647880e-03 -1.674562e-03
#> [294,] 0.033343877 6.325504e-02 -1.179501e-02
#> [295,] 0.023542199 -2.430973e-02 -1.372700e-02
#> [296,] 0.062393835 -7.456030e-02 -3.726093e-02
#> [297,] 0.006272027 5.892234e-03 8.494582e-04
#> [298,] 0.025553468 6.357582e-03 -1.879331e-02
#> [299,] 0.027088898 -3.136320e-02 -4.430642e-02
#> [300,] 0.025184934 -3.809117e-03 -3.140452e-02
#> [301,] 0.015966400 3.523561e-02 -5.054134e-03
#> [302,] 0.054965391 5.303441e-02 4.265186e-02
#> [303,] 0.048217525 -2.124593e-02 2.135561e-02
#> [304,] 0.018420021 1.063656e-02 -2.103882e-02
#> [305,] 0.019077309 -3.037800e-02 7.323998e-03
#> [306,] 0.052931119 -7.618688e-02 -4.734812e-02
#> [307,] 0.011394205 -2.905406e-02 8.161279e-03
#> [308,] 0.015966400 3.523561e-02 -5.054134e-03
#> [309,] 0.040386740 1.421965e-02 -7.265706e-02
#> [310,] 0.022935764 9.941245e-03 8.756248e-02
#> [311,] 0.025224983 6.018846e-03 3.199982e-02
#> [312,] 0.051764224 -2.829940e-02 -9.223803e-03
#> [313,] 0.017008943 1.785274e-02 -1.935208e-02
#> [314,] 0.003053813 1.328444e-02 -1.936426e-02
#> [315,] 0.025717869 -1.431907e-02 2.078466e-02
#> [316,] 0.016499336 2.472566e-02 4.713505e-02
#> [317,] 0.012912587 2.195117e-02 1.431013e-02
#> [318,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [319,] 0.039384246 4.143049e-02 5.045232e-03
#> [320,] 0.017541879 7.342786e-03 3.283710e-02
#> [321,] 0.033196523 -4.794321e-03 -8.303493e-02
#> [322,] 0.038998991 1.779880e-02 4.770600e-02
#> [323,] 0.006272027 5.892234e-03 8.494582e-04
#> [324,] 0.059668500 -2.700703e-02 3.764926e-02
#> [325,] 0.046659093 -8.207912e-02 -4.819757e-02
#> [326,] 0.051928300 5.321496e-02 6.744149e-03
#> [327,] 0.053520826 -6.340388e-02 1.297343e-02
#> [328,] 0.018034765 -1.299513e-02 2.162195e-02
#> [329,] 0.014612419 -3.644627e-02 2.837500e-02
#> [330,] 0.054325150 5.322957e-03 -1.737290e-02
#> [331,] 0.048200478 6.748009e-02 5.301756e-02
#> [332,] 0.037587914 2.501497e-02 4.939274e-02
#> [333,] 0.054013712 -8.374179e-02 1.758277e-03
#> [334,] 0.026596011 -1.102529e-02 -3.309126e-02
#> [335,] 0.016844542 3.852938e-02 -5.893006e-02
#> [336,] 0.006272027 5.892234e-03 8.494582e-04
#> [337,] 0.073294827 1.891456e-02 -4.149452e-02
#> [338,] 0.022131121 -1.709356e-02 -1.204026e-02
#> [339,] 0.025224983 6.018846e-03 3.199982e-02
#> [340,] 0.028936084 -2.171127e-02 4.099838e-02
#> [341,] 0.020555642 1.079926e-02 -4.993150e-02
#> [342,] 0.026046354 -1.398033e-02 -3.000847e-02
#> [343,] 0.026596011 -1.102529e-02 -3.309126e-02
#> [344,] 0.041559917 5.142115e-02 3.955690e-02
#> [345,] 0.028771682 -1.034625e-03 1.420406e-03
#> [346,] 0.010901318 -8.716147e-03 1.937644e-02
#> [347,] 0.027400654 1.600951e-02 6.651149e-02
#> [348,] 0.059282926 -8.946689e-03 -4.963906e-02
#> [349,] 0.024018038 4.407837e-02 6.719794e-03
#> [350,] 0.033893860 -3.598092e-02 8.732227e-03
#> [351,] 0.010736917 1.196050e-02 -2.020154e-02
#> [352,] 0.031661093 3.292646e-02 -5.752183e-02
#> [353,] 0.025020532 1.686753e-02 -7.098249e-02
#> [354,] 0.026596011 -1.102529e-02 -3.309126e-02
#> [355,] 0.018420021 1.063656e-02 -2.103882e-02
#> [356,] 0.016499336 2.472566e-02 4.713505e-02
#> [357,] 0.020595691 2.062723e-02 1.347284e-02
#> [358,] 0.027910261 9.136588e-03 2.435476e-05
#> [359,] 0.013955131 4.568294e-03 1.217738e-05
#> [360,] 0.013955131 4.568294e-03 1.217738e-05
#> [361,] 0.025842222 -4.482368e-02 -3.041701e-03
#> [362,] 0.027088898 -3.136320e-02 -4.430642e-02
#> [363,] 0.022131121 -1.709356e-02 -1.204026e-02
#> [364,] 0.044506424 6.484194e-03 1.235705e-02
#> [365,] 0.033876813 5.274509e-02 4.039418e-02
#> [366,] 0.037865863 -9.574739e-03 -1.103614e-03
#> [367,] 0.032194029 2.241651e-02 -5.332644e-03
#> [368,] 0.028114394 3.997994e-02 -2.694241e-02
#> [369,] 0.026334782 3.702941e-02 -3.786688e-02
#> [370,] 0.012379652 3.246112e-02 -3.787906e-02
#> [371,] 0.017173345 -2.823913e-03 2.022589e-02
#> [372,] 0.036454786 -2.358565e-03 5.831254e-04
#> [373,] 0.015966400 3.523561e-02 -5.054134e-03
#> [374,] 0.020431290 4.130388e-02 -2.610513e-02
#> [375,] 0.049735908 2.975930e-02 2.750446e-02
#> [376,] 0.035961900 1.797935e-02 1.179828e-02
#> [377,] 0.023542199 -2.430973e-02 -1.372700e-02
#> [378,] 0.041315735 1.074984e-02 3.119323e-03
#> [379,] 0.049735908 2.975930e-02 2.750446e-02
#> [380,] 0.040919676 3.709702e-03 -2.046787e-02
#> [381,] 0.029814225 -1.841750e-02 -1.287754e-02
#> [382,] 0.018034765 -1.299513e-02 2.162195e-02
#> [383,] 0.020924176 2.096596e-02 -3.732029e-02
#> [384,] 0.017666231 -2.316183e-02 9.010737e-03
#> [385,] 0.013281122 3.211787e-02 2.692133e-02
#> [386,] 0.035247841 3.570096e-02 -2.469690e-02
#> [387,] 0.017173345 -2.823913e-03 2.022589e-02
#> [388,] 0.049095667 -1.795215e-02 -3.252031e-02
#> [389,] 0.040313241 3.796068e-02 8.082161e-02
#> [390,] 0.040919676 3.709702e-03 -2.046787e-02
#> [391,] 0.024182440 2.340172e-02 4.629777e-02
#> [392,] 0.042891214 -1.714298e-02 4.101056e-02
#> [393,] 0.052670209 -6.982421e-02 7.782534e-02
#> [394,] 0.030635597 -3.841668e-02 -7.488583e-02
#> [395,] 0.019921682 4.817680e-02 4.038200e-02
#> [396,] 0.014448017 -1.576962e-02 -1.120298e-02
#> [397,] 0.027253299 -5.203985e-02 -4.728440e-03
#> [398,] 0.028771682 -1.034625e-03 1.420406e-03
#> [399,] 0.049554785 3.697096e-02 4.319846e-02
#> [400,] 0.041865718 -8.848612e-02 2.364656e-02
#> [401,] 0.042562411 2.421032e-02 -3.814539e-02
#> [402,] 0.078728769 -2.915799e-02 -2.970385e-02
#> [403,] 0.006272027 5.892234e-03 8.494582e-04
#> [404,] 0.017377477 2.801943e-02 -6.740873e-03
#> [405,] 0.048710085 6.060716e-02 -1.346957e-02
#> [406,] 0.039015712 3.126379e-02 -7.565976e-03
#> [407,] 0.036783271 -2.019829e-03 -5.021001e-02
#> [408,] 0.006107625 2.656888e-02 -3.872852e-02
#> [409,] 0.023485102 5.458832e-02 -4.546939e-02
#> [410,] 0.028771682 -1.034625e-03 1.420406e-03
#> [411,] 0.038261923 -2.534598e-03 2.248358e-02
#> [412,] 0.029881800 -1.171609e-02 6.150279e-02
#> [413,] 0.027729139 1.634825e-02 1.571835e-02
#> [414,] 0.026562243 6.423573e-02 5.384267e-02
#> [415,] 0.022499655 -6.926859e-03 5.709480e-04
#> [416,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [417,] 0.040041534 4.159269e-04 3.340805e-02
#> [418,] 0.022499655 -6.926859e-03 5.709480e-04
#> [419,] 0.021802636 -1.743229e-02 3.875287e-02
#> [420,] 0.025621042 1.305899e-02 5.558702e-02
#> [421,] 0.012748186 4.262782e-02 -2.526785e-02
#> [422,] 0.028114394 3.997994e-02 -2.694241e-02
#> [423,] 0.021088578 2.893146e-04 2.257687e-03
#> [424,] 0.033689727 -6.682427e-02 3.569899e-02
#> [425,] 0.023978307 -7.441628e-03 7.326454e-02
#> [426,] 0.043095347 1.370037e-02 1.404379e-02
#> [427,] 0.027088898 -3.136320e-02 -4.430642e-02
#> [428,] 0.014448017 -1.576962e-02 -1.120298e-02
#> [429,] 0.026760413 -3.170194e-02 6.486717e-03
#> [430,] 0.009161438 3.985332e-02 -5.809278e-02
#> [431,] 0.045288065 -6.503498e-02 1.689351e-02
#> [432,] 0.021457112 1.045601e-02 1.486890e-02
#> [433,] 0.035429290 -7.370170e-02 -1.678088e-02
#> [434,] 0.027253299 -5.203985e-02 -4.728440e-03
#> [435,] 0.024142390 1.357376e-02 -1.710657e-02
#> [436,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [437,] 0.013790729 2.524494e-02 -3.956580e-02
#> [438,] 0.010736917 1.196050e-02 -2.020154e-02
#> [439,] 0.037316207 -1.252978e-02 1.979177e-03
#> [440,] 0.022006769 1.341105e-02 1.178611e-02
#> [441,] 0.024018038 4.407837e-02 6.719794e-03
#> [442,] 0.024018038 4.407837e-02 6.719794e-03
#> [443,] 0.018420021 1.063656e-02 -2.103882e-02
#> [444,] 0.006640561 1.605893e-02 1.346067e-02
#> [445,] 0.019184614 2.784340e-02 1.515958e-02
#> [446,] 0.034386421 4.587217e-02 -2.609295e-02
#> [447,] 0.030142710 -1.807876e-02 -6.367067e-02
#> [448,] 0.003218214 -7.392207e-03 2.021372e-02
#> [449,] 0.013790729 2.524494e-02 -3.956580e-02
#> [450,] 0.047174982 -3.863053e-03 3.565356e-02
#> [451,] 0.044080794 7.521554e-02 -3.199655e-02
#> [452,] 0.025717869 -1.431907e-02 2.078466e-02
#> [453,] 0.025456641 3.373564e-02 1.600904e-02
#> [454,] 0.017501830 -2.485177e-03 -3.056724e-02
#> [455,] 0.031718189 -4.597158e-02 -2.577944e-02
#> [456,] 0.015966400 3.523561e-02 -5.054134e-03
#> [457,] 0.051639871 2.205215e-03 1.460256e-02
#> [458,] 0.032211076 -6.630950e-02 -3.699459e-02
#> [459,] 0.013281122 3.211787e-02 2.692133e-02
#> [460,] 0.023649504 3.391167e-02 -5.891414e-03
#> [461,] 0.014816551 -5.602919e-03 1.408229e-03
#> [462,] 0.015966400 3.523561e-02 -5.054134e-03
#> [463,] 0.025717869 -1.431907e-02 2.078466e-02
#> [464,] 0.003218214 -7.392207e-03 2.021372e-02
#> [465,] 0.018584422 -1.004009e-02 1.853916e-02
#> [466,] 0.037423512 4.569162e-02 9.814762e-03
#> [467,] 0.056869355 2.548032e-02 2.974997e-02
#> [468,] 0.035429290 -7.370170e-02 -1.678088e-02
#> [469,] 0.006640561 1.605893e-02 1.346067e-02
#> [470,] 0.030782951 2.963269e-02 -3.645905e-03
#> [471,] 0.022499655 -6.926859e-03 5.709480e-04
#> [472,] 0.055243341 1.844470e-02 -7.844486e-03
#> [473,] 0.030374686 -3.205401e-02 5.028763e-02
#> [474,] 0.031825495 1.224982e-02 -1.794385e-02
#> [475,] 0.028403148 -1.120132e-02 -1.119080e-02
#> [476,] 0.072376962 -9.639818e-02 -2.741291e-02
#> [477,] 0.033236572 5.033642e-03 -1.963059e-02
#> [478,] 0.017870364 7.681522e-03 -1.795603e-02
#> [479,] 0.018420021 1.063656e-02 -2.103882e-02
#> [480,] 0.026596011 -1.102529e-02 -3.309126e-02
#> [481,] 0.027581784 -5.170112e-02 -5.552157e-02
#> [482,] 0.017541879 7.342786e-03 3.283710e-02
#> [483,] 0.016130802 1.455896e-02 3.452384e-02
#> [484,] 0.031989896 -8.426832e-03 2.163412e-02
#> [485,] 0.022992542 -2.726477e-02 -1.064421e-02
#> [486,] 0.042930945 3.437702e-02 -2.553418e-02
#> [487,] 0.009858775 8.666726e-03 3.367438e-02
#> [488,] 0.027746186 -7.237776e-02 -1.594360e-02
#> [489,] 0.022006769 1.341105e-02 1.178611e-02
#> [490,] 0.018034765 -1.299513e-02 2.162195e-02
#> [491,] 0.022131121 -1.709356e-02 -1.204026e-02
#> [492,] 0.026760413 -3.170194e-02 6.486717e-03
#> [493,] 0.030085614 6.081929e-02 -9.541306e-02
#> [494,] 0.035519548 7.324571e-02 2.271666e-02
#> [495,] 0.048602780 2.385762e-03 -2.130515e-02
#> [496,] 0.040715543 -2.713364e-02 6.498895e-03
#> [497,] 0.061458597 1.043977e-03 -1.512739e-02
#> [498,] 0.028771682 -1.034625e-03 1.420406e-03
#> [499,] 0.025184934 -3.809117e-03 -3.140452e-02
#> [500,] 0.024018038 4.407837e-02 6.719794e-03
#> [501,] 0.011229803 -8.377411e-03 -3.141670e-02
#> [502,] 0.024102660 -3.794624e-02 4.943817e-02
#> [503,] 0.048234246 -7.780937e-03 -3.391636e-02
#> [504,] 0.040845859 6.914276e-02 3.061712e-03
#> [505,] 0.000000000 0.000000e+00 0.000000e+00
#> [506,] 0.044778131 4.402895e-02 5.977061e-02
#> [507,] 0.041026981 6.193110e-02 -1.263229e-02
#> [508,] 0.053447008 2.029181e-03 3.650302e-02
#> [509,] 0.006436428 -1.478441e-02 4.042743e-02
#> [510,] 0.014816551 -5.602919e-03 1.408229e-03
#> [511,] 0.009694373 2.934337e-02 -5.903592e-03
#> [512,] 0.027893540 -4.328401e-03 5.529633e-02
#> [513,] 0.024306792 -7.102892e-03 2.247140e-02
#> [514,] 0.014119532 -1.610835e-02 3.959015e-02
#> [515,] 0.034550822 2.519552e-02 1.348502e-02
#> [516,] 0.019184614 2.784340e-02 1.515958e-02
#> [517,] 0.038358750 -2.991265e-02 -1.231877e-02
#> [518,] 0.011229803 -8.377411e-03 -3.141670e-02
#> [519,] 0.027196203 2.685820e-02 -3.647083e-02
#> [520,] 0.024306792 -7.102892e-03 2.247140e-02
#> [521,] 0.011394205 -2.905406e-02 8.161279e-03
#> [522,] 0.024856449 -4.147853e-03 1.938861e-02
#> [523,] 0.019570195 -5.071591e-02 -3.891159e-03
#> [524,] 0.006640561 1.605893e-02 1.346067e-02
#> [525,] 0.043055616 -3.781963e-02 8.058853e-02
#> [526,] 0.032194029 2.241651e-02 -5.332644e-03
#> [527,] 0.036947673 -2.269648e-02 -1.063203e-02
#> [528,] 0.018584422 -1.004009e-02 1.853916e-02
#> [529,] 0.034879307 2.553426e-02 -3.730811e-02
#> [530,] 0.017377477 2.801943e-02 -6.740873e-03
#> [531,] 0.020760093 -4.942092e-05 5.305082e-02
#> [532,] 0.027088898 -3.136320e-02 -4.430642e-02
#> [533,] 0.012748186 4.262782e-02 -2.526785e-02
#> [534,] 0.027236252 3.668616e-02 2.693351e-02
#> [535,] 0.040658773 -5.042660e-02 -1.633472e-03
#> [536,] 0.023977989 3.425040e-02 -5.668455e-02
#> [537,] 0.034443517 -3.302588e-02 5.649436e-03
#> [538,] 0.022499655 -6.926859e-03 5.709480e-04
#> [539,] 0.014816551 -5.602919e-03 1.408229e-03
#> [540,] 0.068467692 2.726961e-02 1.094448e-02
#> [541,] 0.041865718 -8.848612e-02 2.364656e-02
#> [542,] 0.017830633 -4.383847e-02 4.858871e-02
#> [543,] 0.017008943 1.785274e-02 -1.935208e-02
#> [544,] 0.024510925 2.374045e-02 -4.495363e-03
#> [545,] 0.003053813 1.328444e-02 -1.936426e-02
#> [546,] 0.048727132 -2.811885e-02 -4.513152e-02
#> [547,] 0.022295523 -3.777021e-02 2.753771e-02
#> [548,] 0.022499655 -6.926859e-03 5.709480e-04
#> [549,] 0.021638235 3.244354e-03 -8.251035e-04
#> [550,] 0.028647330 2.946999e-02 2.524677e-02
#> [551,] 0.040879945 -4.781029e-02 4.607687e-02
#> [552,] 0.034017886 3.570547e-02 -3.870416e-02
#> [553,] 0.039508599 1.092588e-02 -1.878113e-02
#> [554,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [555,] 0.017008943 1.785274e-02 -1.935208e-02
#> [556,] 0.024675326 3.063807e-03 3.508261e-02
#> [557,] 0.028278796 1.930329e-02 1.263556e-02
#> [558,] 0.013955131 4.568294e-03 1.217738e-05
#> [559,] 0.025224983 6.018846e-03 3.199982e-02
#> [560,] 0.045491871 6.799937e-02 -3.368328e-02
#> [561,] 0.029428970 -4.204919e-02 2.978322e-02
#> [562,] 0.006107625 2.656888e-02 -3.872852e-02
#> [563,] 0.042052804 3.108324e-02 2.834174e-02
#> [564,] 0.053849310 -6.306514e-02 -3.781970e-02
#> [565,] 0.020964226 3.079393e-02 2.608405e-02
#> [566,] 0.024182440 2.340172e-02 4.629777e-02
#> [567,] 0.027236252 3.668616e-02 2.693351e-02
#> [568,] 0.030290065 4.997060e-02 7.569252e-03
#> [569,] 0.033672680 2.190175e-02 6.736094e-02
#> [570,] 0.036250654 -3.320191e-02 2.754989e-02
#> [571,] 0.066087889 -1.356440e-02 3.399583e-03
#> [572,] 0.003218214 -7.392207e-03 2.021372e-02
#> [573,] 0.038794540 2.864748e-02 -5.527632e-02
#> [574,] 0.020431290 4.130388e-02 -2.610513e-02
#> [575,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [576,] 0.031701142 4.275443e-02 5.882513e-03
#> [577,] 0.029633103 -1.120584e-02 2.816458e-03
#> [578,] 0.036947673 -2.269648e-02 -1.063203e-02
#> [579,] 0.017501830 -2.485177e-03 -3.056724e-02
#> [580,] 0.028647330 2.946999e-02 2.524677e-02
#> [581,] 0.027253299 -5.203985e-02 -4.728440e-03
#> [582,] 0.039984438 7.931398e-02 1.665661e-03
#> [583,] 0.041684269 2.091654e-02 1.573053e-02
#> [584,] 0.023813906 1.323502e-02 3.368656e-02
#> [585,] 0.053758446 9.109393e-02 1.737184e-02
#> [586,] 0.014448017 -1.576962e-02 -1.120298e-02
#> [587,] 0.013955131 4.568294e-03 1.217738e-05
#> [588,] 0.018912907 -9.701351e-03 -3.225398e-02
#> [589,] 0.021252980 -2.038733e-02 4.183566e-02
#> [590,] 0.037990216 -4.007935e-02 -2.492998e-02
#> [591,] 0.022624008 -3.743147e-02 -2.325542e-02
#> [592,] 0.041412562 -1.662821e-02 -3.168303e-02
#> [593,] 0.028278796 1.930329e-02 1.263556e-02
#> [594,] 0.014816551 -5.602919e-03 1.408229e-03
#> [595,] 0.031292877 -1.893227e-02 5.981605e-02
#> [596,] 0.017541879 7.342786e-03 3.283710e-02
#> [597,] 0.040534421 -1.992199e-02 2.219289e-02
#> [598,] 0.039797353 -4.025538e-02 -3.029523e-03
#> [599,] 0.009490241 -1.499973e-03 2.106318e-02
#> [600,] 0.052806767 -4.568227e-02 -2.352175e-02
#> [601,] 0.046806447 -1.402975e-02 2.304235e-02
#> [602,] 0.048834438 3.010255e-02 -3.729593e-02
#> [603,] 0.021088578 2.893146e-04 2.257687e-03
#> [604,] 0.044137890 -3.682505e-03 -2.541554e-04
#> [605,] 0.033893860 -3.598092e-02 8.732227e-03
#> [606,] 0.035740728 1.536304e-02 -3.591206e-02
#> [607,] 0.029264568 -2.137254e-02 -9.794751e-03
#> [608,] 0.018034765 -1.299513e-02 2.162195e-02
#> [609,] 0.033837082 1.225098e-03 1.069389e-01
#> [610,] 0.035355146 9.392236e-02 -1.686132e-02
#> [611,] 0.028771682 -1.034625e-03 1.420406e-03
#> [612,] 0.029264568 -2.137254e-02 -9.794751e-03
#> [613,] 0.028936084 -2.171127e-02 4.099838e-02
#> [614,] 0.013076989 1.274519e-03 5.388810e-02
#> [615,] 0.038998991 1.779880e-02 4.770600e-02
#> [616,] 0.022499655 -6.926859e-03 5.709480e-04
#> [617,] 0.018912907 -9.701351e-03 -3.225398e-02
#> [618,] 0.022499655 -6.926859e-03 5.709480e-04
#> [619,] 0.021966720 3.583090e-03 -5.161824e-02
#> [620,] 0.057871849 -1.730515e-03 -4.795232e-02
#> [621,] 0.023049312 -3.971819e-03 -2.511843e-03
#> [622,] 0.052806767 -4.568227e-02 -2.352175e-02
#> [623,] 0.011394205 -2.905406e-02 8.161279e-03
#> [624,] 0.030799998 -5.909332e-02 -3.530786e-02
#> [625,] 0.027236252 3.668616e-02 2.693351e-02
#> [626,] 0.028114394 3.997994e-02 -2.694241e-02
#> [627,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [628,] 0.050614049 3.305308e-02 -2.637146e-02
#> [629,] 0.044466375 -3.343769e-03 -5.104729e-02
#> [630,] 0.016351981 -4.332370e-02 -2.410488e-02
#> [631,] 0.032194029 2.241651e-02 -5.332644e-03
#> [632,] 0.025553468 6.357582e-03 -1.879331e-02
#> [633,] 0.027360605 6.181549e-03 3.107145e-03
#> [634,] 0.017666231 -2.316183e-02 9.010737e-03
#> [635,] 0.012544053 1.178447e-02 1.698916e-03
#> [636,] 0.024018038 4.407837e-02 6.719794e-03
#> [637,] 0.030471513 -5.943206e-02 1.548528e-02
#> [638,] 0.027564737 3.702490e-02 -2.385962e-02
#> [639,] 0.010736917 1.196050e-02 -2.020154e-02
#> [640,] 0.025677820 -2.414703e-02 -4.261968e-02
#> [641,] 0.033032439 -2.580971e-02 7.336175e-03
#> [642,] 0.020720044 -9.877384e-03 -1.035352e-02
#> [643,] 0.018034765 -1.299513e-02 2.162195e-02
#> [644,] 0.028771682 -1.034625e-03 1.420406e-03
#> [645,] 0.037990216 -4.007935e-02 -2.492998e-02
#> [646,] 0.031168532 -4.892662e-02 -2.269665e-02
#> [647,] 0.009325839 1.917668e-02 -1.851480e-02
#> [648,] 0.017377477 2.801943e-02 -6.740873e-03
#> [649,] 0.021252980 -2.038733e-02 4.183566e-02
#> [650,] 0.023139896 4.078459e-02 6.059572e-02
#> [651,] 0.003218214 -7.392207e-03 2.021372e-02
#> [652,] 0.027236252 3.668616e-02 2.693351e-02
#> [653,] 0.028097673 2.651495e-02 2.832956e-02
#> [654,] 0.049491726 -1.091201e-02 -8.933115e-03
#> [655,] 0.034001165 2.224048e-02 1.656781e-02
#> [656,] 0.029264568 -2.137254e-02 -9.794751e-03
#> [657,] 0.020595691 2.062723e-02 1.347284e-02
#> [658,] 0.008175991 -2.166185e-02 -1.205244e-02
#> [659,] 0.028771682 -1.034625e-03 1.420406e-03
#> [660,] 0.028607280 1.964202e-02 -3.815757e-02
#> [661,] 0.042602460 3.403828e-02 2.525895e-02
#> [662,] 0.022499655 -6.926859e-03 5.709480e-04
#> [663,] 0.029814225 -1.841750e-02 -1.287754e-02
#> [664,] 0.034369699 3.240718e-02 2.917902e-02
#> [665,] 0.020227157 1.046053e-02 8.616356e-04
#> [666,] 0.033032439 -2.580971e-02 7.336175e-03
#> [667,] 0.047644540 -2.056394e-02 -9.423791e-02
#> [668,] 0.045475150 5.453438e-02 2.158869e-02
#> [669,] 0.040165887 -3.008868e-02 9.581685e-03
#> [670,] 0.036783271 -2.019829e-03 -5.021001e-02
#> [671,] 0.029757129 6.048055e-02 -4.461993e-02
#> [672,] 0.035780777 2.519101e-02 2.749228e-02
#> [673,] 0.014119532 -1.610835e-02 3.959015e-02
#> [674,] 0.032211076 -6.630950e-02 -3.699459e-02
#> [675,] 0.029100167 -6.958896e-04 -4.937273e-02
#> [676,] 0.026596011 -1.102529e-02 -3.309126e-02
#> [677,] 0.027196203 2.685820e-02 -3.647083e-02
#> [678,] 0.037604961 -6.371104e-02 1.773079e-02
#> [679,] 0.030675646 -2.858871e-02 -1.148149e-02
#> [680,] 0.028771682 -1.034625e-03 1.420406e-03
#> [681,] 0.035700997 -3.615695e-02 3.063268e-02
#> [682,] 0.022992542 -2.726477e-02 -1.064421e-02
#> [683,] 0.046823169 -5.647627e-04 -3.222962e-02
#> [684,] 0.033508279 4.257839e-02 2.778297e-02
#> [685,] 0.046970849 -3.470640e-02 6.262033e-02
#> [686,] 0.010736917 1.196050e-02 -2.020154e-02
#> [687,] 0.024182440 2.340172e-02 4.629777e-02
#> [688,] 0.024018038 4.407837e-02 6.719794e-03
#> [689,] 0.078796344 -2.245658e-02 4.467648e-02
#> [690,] 0.012912587 2.195117e-02 1.431013e-02
#> [691,] 0.017337428 1.819147e-02 -7.014521e-02
#> [692,] 0.040273192 2.813272e-02 1.741727e-02
#> [693,] 0.041808622 -9.588070e-03 -8.095834e-03
#> [694,] 0.009161438 3.985332e-02 -5.809278e-02
#> [695,] 0.043769356 -1.384920e-02 -1.286536e-02
#> [696,] 0.044466375 -3.343769e-03 -5.104729e-02
#> [697,] 0.055883582 6.615615e-02 5.218028e-02
#> [698,] 0.022006769 1.341105e-02 1.178611e-02
#> [699,] 0.023773856 3.407057e-03 -2.971778e-02
#> [700,] 0.017377477 2.801943e-02 -6.740873e-03
#> [701,] 0.029978627 -3.909415e-02 2.670043e-02
#> [702,] 0.033236572 5.033642e-03 -1.963059e-02
#> [703,] 0.009694373 2.934337e-02 -5.903592e-03
#> [704,] 0.036414737 -1.218653e-02 -6.282122e-02
#> [705,] 0.014612419 -3.644627e-02 2.837500e-02
#> [706,] 0.006272027 5.892234e-03 8.494582e-04
#> [707,] 0.028403148 -1.120132e-02 -1.119080e-02
#> [708,] 0.010901318 -8.716147e-03 1.937644e-02
#> [709,] 0.010736917 1.196050e-02 -2.020154e-02
#> [710,] 0.041684269 2.091654e-02 1.573053e-02
#> [711,] 0.045616549 -6.469624e-02 -3.389963e-02
#> [712,] 0.036930626 6.602953e-02 2.102992e-02
#> [713,] 0.026210756 -3.465698e-02 9.569508e-03
#> [714,] 0.006272027 5.892234e-03 8.494582e-04
#> [715,] 0.017501830 -2.485177e-03 -3.056724e-02
#> [716,] 0.014119532 -1.610835e-02 3.959015e-02
#> [717,] 0.053282607 2.270583e-02 -3.074957e-03
#> [718,] 0.034369699 3.240718e-02 2.917902e-02
#> [719,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [720,] 0.028607280 1.964202e-02 -3.815757e-02
#> [721,] 0.030578819 -1.210658e-03 2.332086e-02
#> [722,] 0.024306792 -7.102892e-03 2.247140e-02
#> [723,] 0.045820675 2.664607e-02 4.547267e-02
#> [724,] 0.036823320 7.808134e-03 1.319433e-02
#> [725,] 0.051067205 -3.880483e-02 2.895812e-02
#> [726,] 0.020227157 1.046053e-02 8.616356e-04
#> [727,] 0.042217205 1.040659e-02 6.791972e-02
#> [728,] 0.014612419 -3.644627e-02 2.837500e-02
#> [729,] 0.028114394 3.997994e-02 -2.694241e-02
#> [730,] 0.035208110 -1.581904e-02 4.184784e-02
#> [731,] 0.043939720 9.225517e-02 4.710179e-02
#> [732,] 0.009858775 8.666726e-03 3.367438e-02
#> [733,] 0.066211915 5.812199e-02 -4.403681e-02
#> [734,] 0.029978627 -3.909415e-02 2.670043e-02
#> [735,] 0.053027939 -4.306597e-02 2.418859e-02
#> [736,] 0.045763904 3.353121e-03 3.734030e-02
#> [737,] 0.010901318 -8.716147e-03 1.937644e-02
#> [738,] 0.013955131 4.568294e-03 1.217738e-05
#> [739,] 0.017337746 -2.350056e-02 5.980387e-02
#> [740,] 0.023649504 3.391167e-02 -5.891414e-03
#> [741,] 0.045475150 5.453438e-02 2.158869e-02
#> [742,] 0.009858775 8.666726e-03 3.367438e-02
#> [743,] 0.047577284 -6.895738e-02 -3.866916e-02
#> [744,] 0.046517693 3.715151e-02 7.290742e-03
#> [745,] 0.006640561 1.605893e-02 1.346067e-02
#> [746,] 0.037893389 -1.270130e-02 9.872373e-03
#> [747,] 0.014283616 4.907030e-03 -5.078096e-02
#> [748,] 0.010736917 1.196050e-02 -2.020154e-02
#> [749,] 0.046698816 2.993985e-02 -8.403257e-03
#> [750,] 0.014283616 4.907030e-03 -5.078096e-02
#> [751,] 0.033400974 -1.564301e-02 1.994738e-02
#> [752,] 0.024675326 3.063807e-03 3.508261e-02
#> [753,] 0.039780306 4.847063e-02 2.863243e-02
#> [754,] 0.020595691 2.062723e-02 1.347284e-02
#> [755,] 0.046041854 -3.123659e-02 -1.315605e-02
#> [756,] 0.046166206 -6.174120e-02 -3.698242e-02
#> [757,] 0.014283616 4.907030e-03 -5.078096e-02
#> [758,] 0.009694373 2.934337e-02 -5.903592e-03
#> [759,] 0.026267526 -1.136403e-02 1.770187e-02
#> [760,] 0.040148840 5.863733e-02 4.124364e-02
#> [761,] 0.022606961 5.129454e-02 8.406533e-03
#> [762,] 0.011394205 -2.905406e-02 8.161279e-03
#> [763,] 0.006436428 -1.478441e-02 4.042743e-02
#> [764,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [765,] 0.014323665 1.473499e-02 1.262339e-02
#> [766,] 0.052421186 3.287704e-02 -4.471008e-03
#> [767,] 0.021966720 3.583090e-03 -5.161824e-02
#> [768,] 0.014816551 -5.602919e-03 1.408229e-03
#> [769,] 0.018584422 -1.004009e-02 1.853916e-02
#> [770,] 0.006107625 2.656888e-02 -3.872852e-02
#> [771,] 0.030182759 -8.250799e-03 -2.663328e-04
#> [772,] 0.017541879 7.342786e-03 3.283710e-02
#> [773,] 0.018034765 -1.299513e-02 2.162195e-02
#> [774,] 0.038590408 -2.195863e-03 -2.830955e-02
#> [775,] 0.037990216 -4.007935e-02 -2.492998e-02
#> [776,] 0.050302611 -5.601167e-02 -7.240282e-03
#> [777,] 0.009694373 2.934337e-02 -5.903592e-03
#> [778,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [779,] 0.017830633 -4.383847e-02 4.858871e-02
#> [780,] 0.050409917 2.209729e-03 5.953028e-04
#> [781,] 0.019184614 2.784340e-02 1.515958e-02
#> [782,] 0.011394205 -2.905406e-02 8.161279e-03
#> [783,] 0.029264568 -2.137254e-02 -9.794751e-03
#> [784,] 0.019077309 -3.037800e-02 7.323998e-03
#> [785,] 0.014448017 -1.576962e-02 -1.120298e-02
#> [786,] 0.031701142 4.275443e-02 5.882513e-03
#> [787,] 0.027032120 5.842813e-03 5.390028e-02
#> [788,] 0.028403148 -1.120132e-02 -1.119080e-02
#> [789,] 0.038851636 -5.025056e-02 -2.353393e-02
#> [790,] 0.023938258 -1.726959e-02 9.860195e-03
#> [791,] 0.017377477 2.801943e-02 -6.740873e-03
#> [792,] 0.017008943 1.785274e-02 -1.935208e-02
#> [793,] 0.006272027 5.892234e-03 8.494582e-04
#> [794,] 0.053225510 1.016039e-01 -3.481735e-02
#> [795,] 0.009858775 8.666726e-03 3.367438e-02
#> [796,] 0.025456641 3.373564e-02 1.600904e-02
#> [797,] 0.039877133 2.109258e-02 -6.169925e-03
#> [798,] 0.003218214 -7.392207e-03 2.021372e-02
#> [799,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [800,] 0.041576964 -3.730486e-02 7.894946e-03
#> [801,] 0.036930626 6.602953e-02 2.102992e-02
#> [802,] 0.043112394 -7.502564e-02 -1.761816e-02
#> [803,] 0.035208110 -1.581904e-02 4.184784e-02
#> [804,] 0.042726813 3.533669e-03 1.432584e-03
#> [805,] 0.027893540 -4.328401e-03 5.529633e-02
#> [806,] 0.048546010 -2.090719e-02 -2.943752e-02
#> [807,] 0.010736917 1.196050e-02 -2.020154e-02
#> [808,] 0.030414417 1.946599e-02 -1.625711e-02
#> [809,] 0.014119532 -1.610835e-02 3.959015e-02
#> [810,] 0.036454786 -2.358565e-03 5.831254e-04
#> [811,] 0.039877133 2.109258e-02 -6.169925e-03
#> [812,] 0.032318381 -8.088097e-03 -2.915901e-02
#> [813,] 0.035412243 1.502431e-02 1.488107e-02
#> [814,] 0.017830633 -4.383847e-02 4.858871e-02
#> [815,] 0.027196203 2.685820e-02 -3.647083e-02
#> [816,] 0.025842222 -4.482368e-02 -3.041701e-03
#> [817,] 0.032743685 2.537155e-02 -8.415434e-03
#> [818,] 0.023542199 -2.430973e-02 -1.372700e-02
#> [819,] 0.035151014 6.307901e-02 1.010545e-02
#> [820,] 0.018034765 -1.299513e-02 2.162195e-02
#> [821,] 0.022499655 -6.926859e-03 5.709480e-04
#> [822,] 0.057707766 -2.274590e-02 4.241879e-02
#> [823,] 0.019553148 3.801010e-02 2.777079e-02
#> [824,] 0.003218214 -7.392207e-03 2.021372e-02
#> [825,] 0.014323665 1.473499e-02 1.262339e-02
#> [826,] 0.033893860 -3.598092e-02 8.732227e-03
#> [827,] 0.014119532 -1.610835e-02 3.959015e-02
#> [828,] 0.031989896 -8.426832e-03 2.163412e-02
#> [829,] 0.033689727 -6.682427e-02 3.569899e-02
#> [830,] 0.020431290 4.130388e-02 -2.610513e-02
#> [831,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [832,] 0.053571361 -2.847543e-02 1.267665e-02
#> [833,] 0.009694373 2.934337e-02 -5.903592e-03
#> [834,] 0.024510925 2.374045e-02 -4.495363e-03
#> [835,] 0.045123663 -4.435833e-02 -2.268447e-02
#> [836,] 0.058569186 -3.291711e-02 4.381484e-02
#> [837,] 0.028771682 -1.034625e-03 1.420406e-03
#> [838,] 0.028771682 -1.034625e-03 1.420406e-03
#> [839,] 0.072269331 -5.242858e-02 -5.885852e-02
#> [840,] 0.017377477 2.801943e-02 -6.740873e-03
#> [841,] 0.033400974 -1.564301e-02 1.994738e-02
#> [842,] 0.024018038 4.407837e-02 6.719794e-03
#> [843,] 0.008175991 -2.166185e-02 -1.205244e-02
#> [844,] 0.031168532 -4.892662e-02 -2.269665e-02
#> [845,] 0.019020212 4.852005e-02 -2.441839e-02
#> [846,] 0.056245835 -8.766141e-03 -8.554677e-02
#> [847,] 0.046602315 -4.487310e-02 5.000912e-02
#> [848,] 0.032647184 -4.944139e-02 4.999694e-02
#> [849,] 0.028771682 -1.034625e-03 1.420406e-03
#> [850,] 0.021473833 2.392100e-02 -4.040308e-02
#> [851,] 0.054365199 1.515092e-02 4.603144e-02
#> [852,] 0.031825495 1.224982e-02 -1.794385e-02
#> [853,] 0.055656447 -6.324118e-02 -1.591924e-02
#> [854,] 0.043973489 1.699414e-02 -3.983213e-02
#> [855,] 0.018034765 -1.299513e-02 2.162195e-02
#> [856,] 0.034329969 -1.911281e-02 9.572376e-02
#> [857,] 0.049038896 -4.124510e-02 -4.065268e-02
#> [858,] 0.047191703 9.601936e-03 -1.961841e-02
#> [859,] 0.016351981 -4.332370e-02 -2.410488e-02
#> [860,] 0.031151485 3.979939e-02 8.965304e-03
#> [861,] 0.041412562 -1.662821e-02 -3.168303e-02
#> [862,] 0.020760093 -4.942092e-05 5.305082e-02
#> [863,] 0.030454466 2.929395e-02 4.714723e-02
#> [864,] 0.027253299 -5.203985e-02 -4.728440e-03
#> [865,] 0.018912907 -9.701351e-03 -3.225398e-02
#> [866,] 0.033950630 -1.268797e-02 1.686459e-02
#> [867,] 0.027088898 -3.136320e-02 -4.430642e-02
#> [868,] 0.018420021 1.063656e-02 -2.103882e-02
#> [869,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [870,] 0.022992542 -2.726477e-02 -1.064421e-02
#> [871,] 0.030823000 3.946065e-02 5.975844e-02
#> [872,] 0.039123343 -1.270581e-02 2.387963e-02
#> [873,] 0.037973169 4.864666e-02 6.731972e-03
#> [874,] 0.012215250 5.313776e-02 -7.745703e-02
#> [875,] 0.020760093 -4.942092e-05 5.305082e-02
#> [876,] 0.038630457 7.632101e-03 3.509479e-02
#> [877,] 0.017377477 2.801943e-02 -6.740873e-03
#> [878,] 0.024306792 -7.102892e-03 2.247140e-02
#> [879,] 0.023813906 1.323502e-02 3.368656e-02
#> [880,] 0.017501830 -2.485177e-03 -3.056724e-02
#> [881,] 0.018584422 -1.004009e-02 1.853916e-02
#> [882,] 0.024142390 1.357376e-02 -1.710657e-02
#> [883,] 0.039673000 -9.750772e-03 2.079684e-02
#> [884,] 0.025717869 -1.431907e-02 2.078466e-02
#> [885,] 0.033893860 -3.598092e-02 8.732227e-03
#> [886,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [887,] 0.022131121 -1.709356e-02 -1.204026e-02
#> [888,] 0.041412562 -1.662821e-02 -3.168303e-02
#> [889,] 0.034879307 2.553426e-02 -3.730811e-02
#> [890,] 0.042726813 3.533669e-03 1.432584e-03
#> [891,] 0.035083758 1.468557e-02 6.567421e-02
#> [892,] 0.055203617 -9.357427e-02 -4.763880e-02
#> [893,] 0.037316207 -1.252978e-02 1.979177e-03
#> [894,] 0.051599822 -7.622749e-03 -4.880178e-02
#> [895,] 0.003053813 1.328444e-02 -1.936426e-02
#> [896,] 0.044590727 -3.384838e-02 -7.487365e-02
#> [897,] 0.038358750 -2.991265e-02 -1.231877e-02
#> [898,] 0.000000000 0.000000e+00 0.000000e+00
#> [899,] 0.045984758 4.766146e-02 -4.489844e-02
#> [900,] 0.003053813 1.328444e-02 -1.936426e-02
#> [901,] 0.031989896 -8.426832e-03 2.163412e-02
#> [902,] 0.014816551 -5.602919e-03 1.408229e-03
#> [903,] 0.030250334 -1.549394e-03 7.411399e-02
#> [904,] 0.044999311 -1.385372e-02 1.141896e-03
#> [905,] 0.045945027 -3.858538e-03 2.164630e-02
#> [906,] 0.040534421 -1.992199e-02 2.219289e-02
#> [907,] 0.017870364 7.681522e-03 -1.795603e-02
#> [908,] 0.014323665 1.473499e-02 1.262339e-02
#> [909,] 0.015859095 -2.298579e-02 -1.288972e-02
#> [910,] 0.009858775 8.666726e-03 3.367438e-02
#> [911,] 0.008175991 -2.166185e-02 -1.205244e-02
#> [912,] 0.035247841 3.570096e-02 -2.469690e-02
#> [913,] 0.018034765 -1.299513e-02 2.162195e-02
#> [914,] 0.024018038 4.407837e-02 6.719794e-03
#> [915,] 0.015762267 4.392261e-03 2.191263e-02
#> [916,] 0.045271018 2.369103e-02 4.855546e-02
#> [917,] 0.014323665 1.473499e-02 1.262339e-02
#> [918,] 0.039401293 -4.729552e-02 -2.661672e-02
#> [919,] 0.009858775 8.666726e-03 3.367438e-02
#> [920,] 0.045616224 3.749476e-02 -5.750965e-02
#> [921,] 0.030618868 8.617305e-03 8.672520e-02
#> [922,] 0.044755129 -5.452503e-02 -3.529568e-02
#> [923,] 0.037825814 -1.940270e-02 -6.450795e-02
#> [924,] 0.050393196 -1.125526e-02 5.586728e-02
#> [925,] 0.023542199 -2.430973e-02 -1.372700e-02
#> [926,] 0.007683104 -1.323940e-03 -8.372809e-04
#> [927,] 0.019921682 4.817680e-02 4.038200e-02
#> [928,] 0.018912907 -9.701351e-03 -3.225398e-02
#> [929,] 0.019388747 5.868675e-02 -1.180718e-02
#> [930,] 0.052115711 7.059331e-02 3.504936e-02
#> [931,] 0.027031801 4.753484e-02 -7.604881e-02
#> [932,] 0.030307112 -3.875541e-02 -2.409270e-02
#> [933,] 0.041412562 -1.662821e-02 -3.168303e-02
#> [934,] 0.036619188 -2.303521e-02 4.016110e-02
#> [935,] 0.038137570 2.797001e-02 4.630995e-02
#> [936,] 0.041026981 6.193110e-02 -1.263229e-02
#> [937,] 0.020062756 3.113718e-02 -3.871634e-02
#> [938,] 0.028181650 8.837337e-02 -8.251117e-02
#> [939,] 0.022499655 -6.926859e-03 5.709480e-04
#> [940,] 0.031225303 -2.563367e-02 -1.456428e-02
#> [941,] 0.028097673 2.651495e-02 2.832956e-02
#> [942,] 0.030618868 8.617305e-03 8.672520e-02
#> [943,] 0.028647330 2.946999e-02 2.524677e-02
#> [944,] 0.043095347 1.370037e-02 1.404379e-02
#> [945,] 0.036414737 -1.218653e-02 -6.282122e-02
#> [946,] 0.032743685 2.537155e-02 -8.415434e-03
#> [947,] 0.055169523 8.387775e-02 1.568510e-02
#> [948,] 0.006436428 -1.478441e-02 4.042743e-02
#> [949,] 0.025184934 -3.809117e-03 -3.140452e-02
#> [950,] 0.043463881 2.386707e-02 2.665500e-02
#> [951,] 0.020062756 3.113718e-02 -3.871634e-02
#> [952,] 0.028647330 2.946999e-02 2.524677e-02
#> [953,] 0.036947673 -2.269648e-02 -1.063203e-02
#> [954,] 0.003218214 -7.392207e-03 2.021372e-02
#> [955,] 0.028771682 -1.034625e-03 1.420406e-03
#> [956,] 0.033525326 -4.614762e-02 -3.878982e-03
#> [957,] 0.009694373 2.934337e-02 -5.903592e-03
#> [958,] 0.017870364 7.681522e-03 -1.795603e-02
#> [959,] 0.010736917 1.196050e-02 -2.020154e-02
#> [960,] 0.022295523 -3.777021e-02 2.753771e-02
#> [961,] 0.025717869 -1.431907e-02 2.078466e-02
#> [962,] 0.046001805 -4.106455e-02 -7.656039e-02
#> [963,] 0.047134932 -1.369102e-02 -2.775078e-02
#> [964,] 0.030947353 8.956041e-03 3.593207e-02
#> [965,] 0.019184614 2.784340e-02 1.515958e-02
#> [966,] 0.024510925 2.374045e-02 -4.495363e-03
#> [967,] 0.020431290 4.130388e-02 -2.610513e-02
#> [968,] 0.017541879 7.342786e-03 3.283710e-02
#> [969,] 0.022006769 1.341105e-02 1.178611e-02
#> [970,] 0.014448017 -1.576962e-02 -1.120298e-02
#> [971,] 0.019077309 -3.037800e-02 7.323998e-03
#> [972,] 0.043588233 -6.637545e-03 2.828635e-03
#> [973,] 0.041888402 5.175989e-02 -1.123624e-02
#> [974,] 0.013955131 4.568294e-03 1.217738e-05
#> [975,] 0.037933120 3.881870e-02 -5.667237e-02
#> [976,] 0.025224983 6.018846e-03 3.199982e-02
#> [977,] 0.053503779 2.532213e-02 4.463539e-02
#> [978,] 0.019553148 3.801010e-02 2.777079e-02
#> [979,] 0.003218214 -7.392207e-03 2.021372e-02
#> [980,] 0.023542199 -2.430973e-02 -1.372700e-02
#> [981,] 0.033950630 -1.268797e-02 1.686459e-02
#> [982,] 0.039015712 3.126379e-02 -7.565976e-03
#> [983,] 0.034919356 3.536222e-02 2.609623e-02
#> [984,] 0.024182440 2.340172e-02 4.629777e-02
#> [985,] 0.015966400 3.523561e-02 -5.054134e-03
#> [986,] 0.041044028 -2.679491e-02 -4.429424e-02
#> [987,] 0.014612419 -3.644627e-02 2.837500e-02
#> [988,] 0.031718189 -4.597158e-02 -2.577944e-02
#> [989,] 0.029978627 -3.909415e-02 2.670043e-02
#> [990,] 0.032743685 2.537155e-02 -8.415434e-03
#> [991,] 0.043752635 -2.731419e-02 4.240661e-02
#> [992,] 0.029083120 8.803012e-02 -1.771078e-02
#> [993,] 0.024182440 2.340172e-02 4.629777e-02
#> [994,] 0.033236572 5.033642e-03 -1.963059e-02
#> [995,] 0.017870364 7.681522e-03 -1.795603e-02
#> [996,] 0.014816551 -5.602919e-03 1.408229e-03
#> [997,] 0.029428970 -4.204919e-02 2.978322e-02
#> [998,] 0.021088578 2.893146e-04 2.257687e-03
#> [999,] 0.039837083 1.126461e-02 -6.957427e-02
#> [1000,] 0.026760413 -3.170194e-02 6.486717e-03
#>
#> $v
#> [,1] [,2] [,3]
#> [1,] 6.243477e-02 -4.791908e-02 -5.101317e-02
#> [2,] 1.121003e-01 1.476307e-01 5.546759e-03
#> [3,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [4,] 9.954402e-02 -1.504544e-01 1.230655e-01
#> [5,] 4.657971e-02 -1.435999e-02 8.842603e-02
#> [6,] -3.164840e-18 -2.029398e-17 5.103778e-16
#> [7,] 3.595261e-02 2.012813e-02 -6.833291e-02
#> [8,] 9.838738e-02 -2.779095e-02 -1.193461e-01
#> [9,] 1.059286e-01 -2.721889e-01 6.927897e-02
#> [10,] 1.745351e-01 9.971163e-02 -4.546641e-02
#> [11,] 5.296431e-02 -1.360944e-01 3.463949e-02
#> [12,] 1.586801e-01 1.332707e-01 9.397279e-02
#> [13,] 2.648215e-02 -6.804721e-02 1.731974e-02
#> [14,] 1.840056e-01 1.878870e-01 -1.311191e-01
#> [15,] 7.190523e-02 4.025626e-02 -1.366658e-01
#> [16,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [17,] 2.009756e-02 5.368723e-02 7.110629e-02
#> [18,] 1.639080e-01 1.341997e-01 -2.022254e-01
#> [19,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [20,] 5.296431e-02 -1.360944e-01 3.463949e-02
#> [21,] 4.019512e-02 1.073745e-01 1.422126e-01
#> [22,] 1.153991e-01 -1.840135e-01 -1.637368e-02
#> [23,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [24,] 1.927034e-01 -1.791744e-01 2.999176e-01
#> [25,] 6.243477e-02 -4.791908e-02 -5.101317e-02
#> [26,] 5.605017e-02 7.381535e-02 2.773379e-03
#> [27,] 1.248695e-01 -9.583817e-02 -1.020263e-01
#> [28,] 1.321979e-01 2.013179e-01 7.665305e-02
#> [29,] 2.009756e-02 5.368723e-02 7.110629e-02
#> [30,] 2.009756e-02 5.368723e-02 7.110629e-02
#> [31,] 9.315942e-02 -2.871998e-02 1.768521e-01
#> [32,] 2.648215e-02 -6.804721e-02 1.731974e-02
#> [33,] 2.648215e-02 -6.804721e-02 1.731974e-02
#> [34,] 1.153991e-01 -1.840135e-01 -1.637368e-02
#> [35,] 7.614773e-02 1.275026e-01 7.387967e-02
#> [36,] 4.657971e-02 -1.435999e-02 8.842603e-02
#> [37,] 9.838738e-02 -2.779095e-02 -1.193461e-01
#> [38,] 1.840056e-01 1.878870e-01 -1.311191e-01
#> [39,] 7.190523e-02 4.025626e-02 -1.366658e-01
#> [40,] 5.605017e-02 7.381535e-02 2.773379e-03
#> [41,] 1.090145e-01 -6.227907e-02 3.741286e-02
#> [42,] 1.555942e-01 -7.663906e-02 1.258389e-01
#> [43,] 1.163428e-01 2.348770e-01 2.160922e-01
#> [44,] 1.248695e-01 -9.583817e-02 -1.020263e-01
#> [45,] 4.838567e-19 1.335378e-18 -2.347467e-16
#> [46,] 6.243477e-02 -4.791908e-02 -5.101317e-02
#> [47,] 1.090145e-01 -6.227907e-02 3.741286e-02
#> [48,] 2.168723e-01 -1.894683e-03 -1.675859e-01
#> [49,] 7.190523e-02 4.025626e-02 -1.366658e-01
#> [50,] 9.954402e-02 -1.504544e-01 1.230655e-01
#> [51,] 1.354966e-01 -1.303263e-01 5.473261e-02
#> [52,] 3.595261e-02 2.012813e-02 -6.833291e-02
#> [53,] 6.243477e-02 -4.791908e-02 -5.101317e-02
#> [54,] 5.605017e-02 7.381535e-02 2.773379e-03
#> [55,] 1.248695e-01 -9.583817e-02 -1.020263e-01
#> [56,] 6.243477e-02 -4.791908e-02 -5.101317e-02
#> [57,] 4.019512e-02 1.073745e-01 1.422126e-01
#> [58,] 1.438105e-01 8.051252e-02 -2.733316e-01
#> [59,] 9.838738e-02 -2.779095e-02 -1.193461e-01
#> [60,] 9.315942e-02 -2.871998e-02 1.768521e-01
#> [61,] 1.265598e-18 -8.902129e-18 -5.988784e-16
#> [62,] 1.787776e-01 1.869579e-01 1.650791e-01
#> [63,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [64,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [65,] 8.891692e-02 -1.159663e-01 -3.369343e-02
#> [66,] 9.200278e-02 9.394348e-02 -6.555953e-02
#> [67,] 6.667727e-02 3.932724e-02 1.595323e-01
#> [68,] 5.605017e-02 7.381535e-02 2.773379e-03
#> [69,] 3.595261e-02 2.012813e-02 -6.833291e-02
#> [70,] 3.595261e-02 2.012813e-02 -6.833291e-02
#> [71,] 1.714492e-01 -1.101982e-01 -1.360030e-02
#> [72,] 2.648215e-02 -6.804721e-02 1.731974e-02
#> [73,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [74,] 7.944646e-02 -2.041416e-01 5.195923e-02
#> [75,] 1.714492e-01 -1.101982e-01 -1.360030e-02
#> [76,] 1.343400e-01 -7.662824e-03 -1.876790e-01
#> [77,] 7.306186e-02 -8.240720e-02 1.057458e-01
#> [78,] 1.163428e-01 2.348770e-01 2.160922e-01
#> [79,] 9.838738e-02 -2.779095e-02 -1.193461e-01
#> [80,] 1.090145e-01 -6.227907e-02 3.741286e-02
#> [81,] 2.074019e-01 -9.007003e-02 -8.193321e-02
#> [82,] -3.091541e-18 -6.384692e-18 5.962858e-16
#> [83,] 3.595261e-02 2.012813e-02 -6.833291e-02
#> [84,] 9.624529e-02 1.811898e-01 1.449860e-01
#> [85,] 3.910909e-18 1.252071e-17 -6.254434e-16
#> [86,] 7.614773e-02 1.275026e-01 7.387967e-02
#> [87,] 7.306186e-02 -8.240720e-02 1.057458e-01
#> [88,] 5.605017e-02 7.381535e-02 2.773379e-03
#> [89,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [90,] 5.296431e-02 -1.360944e-01 3.463949e-02
#> [91,] 7.190523e-02 4.025626e-02 -1.366658e-01
#> [92,] 1.851622e-01 6.522351e-02 1.112925e-01
#> [93,] 8.253232e-02 5.768142e-03 2.009312e-02
#> [94,] 1.026299e-01 5.945537e-02 9.119941e-02
#> [95,] 1.248695e-01 -9.583817e-02 -1.020263e-01
#> [96,] 5.296431e-02 -1.360944e-01 3.463949e-02
#> [97,] 1.090145e-01 -6.227907e-02 3.741286e-02
#> [98,] 4.657971e-02 -1.435999e-02 8.842603e-02
#> [99,] 3.595261e-02 2.012813e-02 -6.833291e-02
#> [100,] 1.279554e-01 1.140716e-01 -1.338924e-01
#>
#> $niter
#> [1] 1
#>
#> $nops
#> [1] 43
#>