These calculations are conditional on the latent factors
X and Y.
Usage
expected_edges(factor_model, ...)
expected_degree(factor_model, ...)
expected_in_degree(factor_model, ...)
expected_out_degree(factor_model, ...)
expected_density(factor_model, ...)
expected_degrees(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, k = 2, 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: 784
#> Expected degree: 7.8
#> Expected density: 0.15832
A <- sample_sparse(b_model)
# compare
mean(rowSums(triu(A)))
#> [1] 7.09
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] 1331491
expected_degree(ufm)
#> [1] 1331.491
eigs_sym(ufm)
#> $values
#> [1] 1609.08690 92.34439 30.58269 5.64930 -2.40076
#>
#> $vectors
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [2,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [3,] -1.682949e-02 2.488380e-02 4.073665e-03 8.319956e-03 2.395380e-02
#> [4,] -3.942610e-02 2.949963e-02 1.828943e-02 1.720409e-03 4.777137e-02
#> [5,] -3.871789e-02 -1.579049e-02 5.571673e-02 -3.687364e-02 1.831122e-02
#> [6,] -2.821121e-02 2.873021e-02 2.137375e-02 -2.219757e-02 -2.252127e-02
#> [7,] -4.163364e-02 -6.913170e-03 -6.844007e-03 -2.792694e-02 1.176408e-02
#> [8,] -3.240854e-02 1.140251e-02 -5.850636e-02 -5.001863e-02 1.256180e-02
#> [9,] -1.035419e-02 -1.383598e-04 3.135886e-02 -1.535459e-02 -5.370120e-03
#> [10,] -4.061345e-02 -5.283944e-02 2.826610e-02 -6.217491e-03 -3.721235e-02
#> [11,] -2.131502e-02 3.082086e-02 3.153514e-02 3.016821e-02 -1.781264e-02
#> [12,] -1.235130e-02 -2.299476e-02 -2.336479e-03 -6.981781e-03 -2.436114e-02
#> [13,] -5.980299e-02 -1.087508e-01 1.019044e-02 -2.686637e-02 -3.063240e-03
#> [14,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [15,] -3.004882e-02 -3.914468e-02 -1.165467e-02 4.715726e-02 -1.482596e-02
#> [16,] 2.047533e-20 -1.318593e-20 4.511014e-19 8.654023e-19 -3.564017e-18
#> [17,] -2.918079e-02 1.889040e-03 1.737186e-03 1.338174e-03 -4.073346e-04
#> [18,] -3.209654e-02 1.076636e-02 -6.082355e-02 1.028487e-02 -6.954474e-03
#> [19,] -3.025926e-02 -5.270108e-02 -3.092761e-03 9.137097e-03 -3.184223e-02
#> [20,] -2.611254e-02 3.739406e-02 6.131381e-02 -8.287040e-03 -4.006280e-02
#> [21,] -3.612792e-02 -5.877650e-02 8.046250e-04 -2.806574e-02 4.554087e-03
#> [22,] -3.046237e-02 -2.431598e-02 -1.558219e-02 -3.542958e-02 4.122287e-02
#> [23,] -3.694501e-02 -4.123533e-02 -2.181605e-02 -5.208520e-03 -1.953459e-02
#> [24,] -4.957717e-02 9.761714e-04 6.213772e-02 3.093250e-02 -3.066385e-02
#> [25,] -4.245073e-02 1.062800e-02 -2.946469e-02 -5.069723e-03 -1.232459e-02
#> [26,] -2.826215e-02 -2.984468e-02 3.060258e-02 7.642905e-04 -1.285121e-02
#> [27,] -3.689406e-02 1.733957e-02 -3.104488e-02 -2.817038e-02 -2.920464e-02
#> [28,] -2.049794e-02 1.327968e-02 5.415582e-02 7.310985e-03 6.276037e-03
#> [29,] -3.360838e-02 -2.299985e-02 2.362087e-02 6.188511e-02 2.104511e-02
#> [30,] -3.230698e-02 -2.790039e-03 -5.226164e-02 -2.773530e-02 -2.397075e-02
#> [31,] -3.662569e-02 7.002804e-05 -4.518458e-02 4.854846e-02 5.103052e-02
#> [32,] -2.254566e-02 6.319073e-02 4.986936e-03 -2.956141e-02 1.414752e-02
#> [33,] -4.719031e-02 -1.362473e-02 -5.263811e-03 -4.826285e-03 2.864412e-02
#> [34,] -1.014375e-02 1.341804e-02 2.279696e-02 2.266557e-02 1.164616e-02
#> [35,] -3.392037e-02 -2.236370e-02 2.593806e-02 1.581612e-03 4.056138e-02
#> [36,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [37,] -2.729257e-02 -3.003513e-03 5.023914e-02 -2.277146e-02 -3.496515e-02
#> [38,] -4.019257e-02 -2.572664e-02 1.114229e-02 6.982283e-02 -3.179799e-03
#> [39,] -3.725700e-02 -4.059918e-02 -1.949886e-02 -6.551202e-02 -1.831057e-05
#> [40,] -5.274698e-02 -2.033630e-02 -3.683615e-03 1.827437e-02 4.552417e-02
#> [41,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [42,] -3.067281e-02 -3.787238e-02 -7.020285e-03 -7.344974e-02 2.420660e-02
#> [43,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [44,] -1.326994e-02 8.738964e-03 -3.120187e-02 -6.407897e-03 -1.191726e-02
#> [45,] -1.570042e-02 6.706478e-03 2.437715e-02 4.576623e-02 2.852620e-02
#> [46,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [47,] -1.811840e-02 -4.326273e-02 7.805622e-03 -2.190128e-02 -2.449737e-02
#> [48,] -3.963653e-02 1.594323e-02 2.685133e-02 -3.629975e-02 3.075510e-02
#> [49,] -3.365899e-02 4.976760e-02 8.147329e-03 1.663991e-02 4.790761e-02
#> [50,] -1.913860e-02 2.663548e-03 -2.730449e-02 -4.361074e-02 2.447906e-02
#> [51,] -5.890384e-02 -3.146959e-03 1.075554e-01 3.074085e-02 5.070980e-03
#> [52,] -3.974542e-02 -1.180572e-02 4.165795e-02 -5.203657e-02 -2.279373e-02
#> [53,] -2.815327e-02 -2.095731e-03 1.579596e-02 1.650111e-02 4.069762e-02
#> [54,] -2.541080e-02 -6.993939e-04 -4.210026e-02 2.463048e-02 -1.926212e-02
#> [55,] -3.279129e-02 -4.054102e-02 4.624155e-02 3.902789e-02 4.513378e-02
#> [56,] -3.538826e-02 9.184582e-02 9.750261e-02 -3.144055e-02 -1.399802e-02
#> [57,] -3.499884e-02 -7.695382e-02 2.110811e-02 9.380535e-03 9.126484e-03
#> [58,] -2.377662e-02 -3.578174e-02 3.141104e-03 -2.108396e-02 2.891523e-02
#> [59,] -2.341369e-02 2.215701e-02 -8.404915e-03 1.625768e-02 -2.711017e-04
#> [60,] -4.163364e-02 -6.913170e-03 -6.844007e-03 -2.792694e-02 1.176408e-02
#> [61,] -2.146752e-02 -1.356149e-02 3.451925e-02 3.084673e-02 2.838997e-02
#> [62,] -3.392037e-02 -2.236370e-02 2.593806e-02 1.581612e-03 4.056138e-02
#> [63,] -2.367507e-02 -4.997429e-02 9.385818e-03 1.199377e-03 -7.617327e-03
#> [64,] -3.781270e-02 4.907329e-02 -5.991028e-02 -2.759650e-02 -1.676076e-02
#> [65,] -2.949278e-02 2.525188e-03 4.054376e-03 -5.896533e-02 1.910894e-02
#> [66,] -2.562123e-02 -1.425580e-02 -3.353835e-02 -1.338968e-02 -3.627840e-02
#> [67,] -3.448340e-02 2.536727e-02 6.577982e-03 4.604365e-02 -6.626245e-02
#> [68,] -3.020832e-02 5.873811e-03 -1.232159e-02 -1.382476e-02 -4.151228e-02
#> [69,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [70,] -2.897035e-02 1.544544e-02 -6.824718e-03 3.935834e-02 1.660894e-02
#> [71,] -4.465828e-02 -2.578480e-02 -5.459812e-02 -3.471708e-02 -4.833189e-02
#> [72,] -1.575835e-02 3.753242e-02 2.995494e-02 7.067548e-03 -3.469268e-02
#> [73,] -1.326994e-02 8.738964e-03 -3.120187e-02 -6.407897e-03 -1.191726e-02
#> [74,] -3.701544e-02 3.752733e-02 5.591229e-02 7.593444e-02 1.071357e-02
#> [75,] -5.113359e-02 -7.626394e-04 -8.188332e-02 -1.104253e-02 -1.900797e-02
#> [76,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [77,] -4.386068e-02 9.401158e-02 3.652208e-02 6.067995e-04 -3.665116e-03
#> [78,] -1.127283e-02 3.159536e-02 2.493468e-03 -1.478070e-02 7.073760e-03
#> [79,] -2.643832e-02 3.285377e-03 -5.615903e-02 9.467544e-03 -6.036707e-02
#> [80,] -3.565610e-02 2.691120e-02 -2.554801e-02 2.501272e-02 2.891659e-02
#> [81,] -2.508502e-02 3.340929e-02 7.537258e-02 6.875899e-03 1.042150e-03
#> [82,] -2.049794e-02 1.327968e-02 5.415582e-02 7.310985e-03 6.276037e-03
#> [83,] -1.790796e-02 -2.970632e-02 -7.562825e-04 1.611888e-02 -7.481094e-03
#> [84,] -1.872505e-02 -1.216515e-02 -2.337696e-02 3.897610e-02 -3.156977e-02
#> [85,] -4.704514e-02 -1.118389e-02 1.280341e-02 1.041706e-03 -1.076399e-01
#> [86,] -2.847259e-02 -4.340109e-02 3.916448e-02 -3.725587e-02 -2.986749e-02
#> [87,] -3.596809e-02 2.754735e-02 -2.323082e-02 -3.529078e-02 4.843286e-02
#> [88,] -2.459371e-02 -1.824057e-02 -1.947958e-02 1.773261e-03 4.826552e-03
#> [89,] -2.146752e-02 -1.356149e-02 3.451925e-02 3.084673e-02 2.838997e-02
#> [90,] -2.907924e-02 -1.230351e-02 7.981900e-03 2.362151e-02 -3.693989e-02
#> [91,] -2.718368e-02 2.474544e-02 3.543253e-02 -7.034632e-03 1.858368e-02
#> [92,] -3.830401e-02 1.007231e-01 3.494188e-02 -2.249386e-02 -2.054516e-02
#> [93,] -2.912985e-02 6.046393e-02 -7.491643e-03 -2.162369e-02 -1.007739e-02
#> [94,] -2.270548e-02 -2.313312e-02 2.902238e-02 -2.233637e-02 -2.973126e-02
#> [95,] -4.703781e-02 3.075761e-02 -8.247925e-03 -5.504809e-03 -1.755848e-02
#> [96,] -4.679410e-02 -5.827871e-02 3.448068e-02 -1.037238e-01 1.870024e-02
#> [97,] -2.469527e-02 -4.048016e-03 -2.572429e-02 -2.051008e-02 4.135910e-02
#> [98,] -1.337149e-02 2.293151e-02 -3.744659e-02 -2.869124e-02 2.461529e-02
#> [99,] -3.658207e-02 1.670342e-02 -3.336207e-02 3.213312e-02 -4.872091e-02
#> [100,] -4.194564e-02 -6.277021e-03 -4.526817e-03 -8.823044e-02 3.128035e-02
#> [101,] -1.682949e-02 2.488380e-02 4.073665e-03 8.319956e-03 2.395380e-02
#> [102,] -3.381882e-02 -3.655625e-02 3.218278e-02 2.386495e-02 4.028830e-03
#> [103,] -3.463590e-02 -1.901508e-02 9.562096e-03 4.672217e-02 -2.005984e-02
#> [104,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [105,] -1.577148e-19 2.176418e-19 -4.664374e-18 -1.038860e-17 4.273099e-17
#> [106,] -3.601904e-02 -3.102755e-02 -1.400199e-02 -1.232892e-02 5.810292e-02
#> [107,] -3.413081e-02 -3.592010e-02 3.449997e-02 -3.643855e-02 2.354511e-02
#> [108,] -3.209654e-02 1.076636e-02 -6.082355e-02 1.028487e-02 -6.954474e-03
#> [109,] -2.729257e-02 -3.003513e-03 5.023914e-02 -2.277146e-02 -3.496515e-02
#> [110,] -3.122851e-02 5.180008e-02 -4.743170e-02 -3.553422e-02 7.464148e-03
#> [111,] -4.255961e-02 -1.712095e-02 -1.465807e-02 -2.080655e-02 -6.587342e-02
#> [112,] -6.685746e-03 1.146576e-02 -1.872329e-02 -1.434562e-02 1.230765e-02
#> [113,] -1.872505e-02 -1.216515e-02 -2.337696e-02 3.897610e-02 -3.156977e-02
#> [114,] -1.769753e-02 -1.614992e-02 -9.318186e-03 5.413904e-02 9.535183e-03
#> [115,] -1.682949e-02 2.488380e-02 4.073665e-03 8.319956e-03 2.395380e-02
#> [116,] -4.839715e-02 4.137374e-02 7.321238e-02 4.541691e-02 -3.576150e-02
#> [117,] -2.449216e-02 -3.243312e-02 -1.323486e-02 2.405660e-02 -3.170600e-02
#> [118,] -1.672794e-02 1.069125e-02 1.031838e-02 3.060329e-02 -1.257875e-02
#> [119,] -5.767105e-03 -2.026797e-02 1.014210e-02 -1.491950e-02 -1.362328e-04
#> [120,] -3.117790e-02 -2.096736e-02 -3.195815e-02 9.710981e-03 -1.939835e-02
#> [121,] -1.995568e-02 2.020472e-02 -4.992517e-02 -2.075351e-02 3.903879e-04
#> [122,] -2.249505e-02 -9.576718e-03 2.046048e-02 1.568379e-02 -1.271498e-02
#> [123,] -2.826215e-02 -2.984468e-02 3.060258e-02 7.642905e-04 -1.285121e-02
#> [124,] -2.821121e-02 2.873021e-02 2.137375e-02 -2.219757e-02 -2.252127e-02
#> [125,] -2.949278e-02 2.525188e-03 4.054376e-03 -5.896533e-02 1.910894e-02
#> [126,] -3.699562e-02 3.153212e-02 -3.728960e-02 -5.045372e-02 7.327915e-03
#> [127,] -5.123514e-02 1.342991e-02 -8.812803e-02 -3.332587e-02 1.752459e-02
#> [128,] -3.030987e-02 2.006636e-02 -1.856630e-02 -3.610810e-02 -4.979732e-03
#> [129,] -2.049794e-02 1.327968e-02 5.415582e-02 7.310985e-03 6.276037e-03
#> [130,] -1.014375e-02 1.341804e-02 2.279696e-02 2.266557e-02 1.164616e-02
#> [131,] -2.954373e-02 -5.604971e-02 1.328320e-02 -3.600346e-02 2.877899e-02
#> [132,] -6.685746e-03 1.146576e-02 -1.872329e-02 -1.434562e-02 1.230765e-02
#> [133,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [134,] -1.672794e-02 1.069125e-02 1.031838e-02 3.060329e-02 -1.257875e-02
#> [135,] -2.664143e-02 3.167048e-02 -6.864846e-02 -3.509913e-02 1.269803e-02
#> [136,] -2.928235e-02 1.608159e-02 -4.507528e-03 -2.094516e-02 3.612522e-02
#> [137,] -3.036082e-02 -3.850853e-02 -9.337475e-03 -1.314624e-02 4.690320e-03
#> [138,] -2.341369e-02 2.215701e-02 -8.404915e-03 1.625768e-02 -2.711017e-04
#> [139,] -2.999788e-02 1.943021e-02 -2.088349e-02 2.419540e-02 -2.449601e-02
#> [140,] -4.168459e-02 -6.548806e-02 2.384821e-03 -4.965083e-03 2.143413e-02
#> [141,] -4.137959e-02 2.327662e-02 -3.583408e-03 -6.322130e-03 -7.097108e-02
#> [142,] -2.944218e-02 -7.024226e-02 1.952792e-02 -1.372012e-02 -7.753560e-03
#> [143,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [144,] -3.607698e-02 -2.016053e-04 -8.424204e-03 -5.102760e-02 -5.115965e-03
#> [145,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [146,] -4.137959e-02 2.327662e-02 -3.583408e-03 -6.322130e-03 -7.097108e-02
#> [147,] -2.398706e-02 -4.933814e-02 1.170301e-02 -5.910412e-02 1.189895e-02
#> [148,] -1.132377e-02 -2.697953e-02 1.172230e-02 8.181158e-03 1.674381e-02
#> [149,] -4.213874e-02 9.991855e-03 -3.178188e-02 5.523378e-02 -3.184087e-02
#> [150,] -6.214537e-02 -2.837832e-02 -7.247821e-02 5.744212e-02 -2.178043e-02
#> [151,] -3.057125e-02 -5.206494e-02 -7.755714e-04 -5.116640e-02 -1.232596e-02
#> [152,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [153,] -2.933329e-02 -4.249330e-02 4.721300e-03 2.016698e-03 4.579527e-02
#> [154,] -2.388551e-02 -6.353069e-02 1.794772e-02 -3.682078e-02 -2.463360e-02
#> [155,] -2.346463e-02 -3.641789e-02 8.239139e-04 3.921954e-02 9.398950e-03
#> [156,] -3.561248e-02 4.354459e-02 -1.372551e-02 8.597371e-03 -7.083484e-02
#> [157,] -2.228461e-02 3.979685e-03 1.189857e-02 5.370395e-02 4.301296e-03
#> [158,] -2.572279e-02 -6.324545e-05 -3.978307e-02 -3.567302e-02 2.541551e-04
#> [159,] -5.657491e-02 1.307808e-02 4.573162e-02 -4.371662e-02 1.160072e-03
#> [160,] -2.188840e-02 -4.067429e-02 5.164306e-02 -4.519359e-02 -5.642586e-03
#> [161,] -6.685746e-03 1.146576e-02 -1.872329e-02 -1.434562e-02 1.230765e-02
#> [162,] -2.044699e-02 7.185458e-02 4.492699e-02 -1.565088e-02 -3.394014e-03
#> [163,] -1.730132e-02 -6.080390e-02 3.042630e-02 -4.475850e-02 -4.086985e-04
#> [164,] -4.342032e-02 -1.621317e-02 -4.910125e-02 1.846602e-02 9.789338e-03
#> [165,] -3.366632e-02 7.826096e-03 2.919866e-02 2.318643e-02 -4.217377e-02
#> [166,] -5.199516e-02 -4.899303e-02 4.556619e-02 -3.673502e-02 -8.368742e-02
#> [167,] -4.606123e-02 -3.180206e-02 1.503968e-02 3.261999e-02 3.321652e-02
#> [168,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [169,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [170,] -2.713274e-02 8.332033e-02 2.620370e-02 -2.999649e-02 8.913632e-03
#> [171,] -2.836371e-02 -1.565213e-02 2.435787e-02 -2.151905e-02 2.368134e-02
#> [172,] -2.480415e-02 -3.179697e-02 -1.091767e-02 -3.624690e-02 -1.218972e-02
#> [173,] -3.407987e-02 2.265479e-02 2.527114e-02 -5.940041e-02 1.387505e-02
#> [174,] -2.152546e-02 1.726445e-02 4.009704e-02 -7.851954e-03 -3.482891e-02
#> [175,] -4.060612e-02 -1.089794e-02 7.214768e-03 -1.276401e-02 5.286903e-02
#> [176,] -2.490570e-02 -1.760442e-02 -1.716239e-02 -5.853024e-02 2.434283e-02
#> [177,] -5.571334e-02 6.130847e-02 -8.171789e-02 -1.802414e-02 6.583953e-02
#> [178,] -3.413081e-02 -3.592010e-02 3.449997e-02 -3.643855e-02 2.354511e-02
#> [179,] -2.470259e-02 -4.598952e-02 -4.672958e-03 -1.396356e-02 -4.872228e-02
#> [180,] -4.417301e-02 -3.669461e-02 6.354164e-02 8.510362e-03 -1.341290e-03
#> [181,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [182,] -4.132165e-02 -7.549318e-03 -9.161197e-03 3.237655e-02 -7.752196e-03
#> [183,] -2.965261e-02 -8.379866e-02 2.808982e-02 -5.174029e-02 -2.476984e-02
#> [184,] -4.519320e-02 9.231666e-03 2.843153e-02 -1.319909e-02 4.763514e-02
#> [185,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [186,] -2.470259e-02 -4.598952e-02 -4.672958e-03 -1.396356e-02 -4.872228e-02
#> [187,] -3.242836e-02 1.739773e-02 3.469553e-02 7.636953e-02 1.594745e-02
#> [188,] -4.336937e-02 4.236173e-02 -5.833008e-02 -4.495839e-03 1.192862e-04
#> [189,] -2.367507e-02 -4.997429e-02 9.385818e-03 1.199377e-03 -7.617327e-03
#> [190,] -2.826215e-02 -2.984468e-02 3.060258e-02 7.642905e-04 -1.285121e-02
#> [191,] -3.117790e-02 -2.096736e-02 -3.195815e-02 9.710981e-03 -1.939835e-02
#> [192,] -3.576498e-02 -8.377538e-04 -1.074139e-02 9.275895e-03 -2.463224e-02
#> [193,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [194,] -3.868806e-02 -3.390193e-02 -5.225080e-02 2.476910e-02 -1.212608e-01
#> [195,] -3.494790e-02 -1.837893e-02 1.187929e-02 -1.358133e-02 -5.435674e-04
#> [196,] -1.127283e-02 3.159536e-02 2.493468e-03 -1.478070e-02 7.073760e-03
#> [197,] -1.153421e-02 -4.053593e-02 2.028420e-02 -2.983900e-02 -2.724657e-04
#> [198,] -2.341369e-02 2.215701e-02 -8.404915e-03 1.625768e-02 -2.711017e-04
#> [199,] -3.938248e-02 4.613302e-02 3.011193e-02 -1.469494e-02 -5.198006e-02
#> [200,] -4.363075e-02 -2.976957e-02 -4.053935e-02 -1.955414e-02 -7.226939e-03
#> [201,] -5.403589e-02 -8.848282e-02 4.834251e-05 -1.194686e-02 -2.927007e-03
#> [202,] -2.912285e-02 -2.893690e-02 -3.840604e-03 4.003686e-02 6.281155e-02
#> [203,] -4.729919e-02 -4.137369e-02 9.542807e-03 -2.056311e-02 -2.490471e-02
#> [204,] -2.928968e-02 -2.585991e-02 1.654380e-02 -1.439865e-02 -5.395616e-02
#> [205,] -1.682949e-02 2.488380e-02 4.073665e-03 8.319956e-03 2.395380e-02
#> [206,] -2.459371e-02 -1.824057e-02 -1.947958e-02 1.773261e-03 4.826552e-03
#> [207,] -4.587081e-03 2.012961e-02 2.121676e-02 -4.350863e-04 -5.233887e-03
#> [208,] -4.454939e-02 1.964154e-03 -6.940474e-02 -1.898025e-02 5.216940e-03
#> [209,] -4.071500e-02 -3.864689e-02 2.202139e-02 -2.850083e-02 -6.798002e-04
#> [210,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [211,] -1.117127e-02 1.740281e-02 8.738182e-03 7.502634e-03 -2.945879e-02
#> [212,] -3.673457e-02 -2.767892e-02 -3.037796e-02 3.281164e-02 -2.518309e-03
#> [213,] -3.355743e-02 3.557505e-02 1.439204e-02 3.892325e-02 1.137506e-02
#> [214,] -3.036082e-02 -3.850853e-02 -9.337475e-03 -1.314624e-02 4.690320e-03
#> [215,] -1.811840e-02 -4.326273e-02 7.805622e-03 -2.190128e-02 -2.449737e-02
#> [216,] -4.071500e-02 -3.864689e-02 2.202139e-02 -2.850083e-02 -6.798002e-04
#> [217,] -4.245806e-02 -3.131350e-02 -8.413355e-03 1.476793e-03 -1.024060e-01
#> [218,] -4.779696e-02 1.747284e-02 -3.644639e-02 5.605110e-02 2.157173e-02
#> [219,] -2.836371e-02 -1.565213e-02 2.435787e-02 -2.151905e-02 2.368134e-02
#> [220,] -5.760889e-02 2.425952e-02 -1.091685e-01 1.263201e-02 1.031596e-02
#> [221,] -1.132377e-02 -2.697953e-02 1.172230e-02 8.181158e-03 1.674381e-02
#> [222,] -1.585991e-02 5.172497e-02 2.371023e-02 -1.521579e-02 1.839873e-03
#> [223,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [224,] -1.494127e-02 1.999125e-02 5.257562e-02 -1.578967e-02 -1.060401e-02
#> [225,] -2.765550e-02 -6.094226e-02 6.178516e-02 -6.011309e-02 -5.778818e-03
#> [226,] -2.125708e-02 -5.086355e-06 2.595735e-02 6.886689e-02 4.540625e-02
#> [227,] -1.682949e-02 2.488380e-02 4.073665e-03 8.319956e-03 2.395380e-02
#> [228,] -3.117790e-02 -2.096736e-02 -3.195815e-02 9.710981e-03 -1.939835e-02
#> [229,] -1.775546e-02 1.467602e-02 -3.740397e-03 1.544035e-02 -5.368370e-02
#> [230,] -3.791426e-02 6.326584e-02 -6.615499e-02 -4.987984e-02 1.977179e-02
#> [231,] -4.273160e-02 7.583426e-02 5.682557e-02 3.805308e-02 9.072813e-04
#> [232,] -2.944218e-02 -7.024226e-02 1.952792e-02 -1.372012e-02 -7.753560e-03
#> [233,] -3.991137e-02 4.040944e-02 -9.985033e-02 -4.150703e-02 7.807759e-04
#> [234,] -1.769753e-02 -1.614992e-02 -9.318186e-03 5.413904e-02 9.535183e-03
#> [235,] -3.442547e-02 -5.458673e-03 1.000192e-03 8.474233e-02 -3.043566e-03
#> [236,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [237,] -1.693838e-02 -2.865153e-03 1.888028e-02 -7.416867e-03 -2.959503e-02
#> [238,] -2.131502e-02 3.082086e-02 3.153514e-02 3.016821e-02 -1.781264e-02
#> [239,] -5.594360e-02 5.374728e-02 2.004590e-02 7.034386e-02 5.220890e-02
#> [240,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [241,] -1.494127e-02 1.999125e-02 5.257562e-02 -1.578967e-02 -1.060401e-02
#> [242,] -2.259660e-02 4.615833e-03 1.421576e-02 -6.599546e-03 2.381757e-02
#> [243,] -5.662552e-02 8.584552e-02 3.025807e-02 -8.896182e-02 2.802257e-02
#> [244,] -2.238616e-02 1.817224e-02 5.653861e-03 3.142062e-02 4.083385e-02
#> [245,] -1.821996e-02 -2.907018e-02 1.560907e-03 -4.418462e-02 1.203518e-02
#> [246,] -1.808982e-19 1.390881e-19 -4.044693e-18 -8.487204e-18 3.409298e-17
#> [247,] -2.398706e-02 -4.933814e-02 1.170301e-02 -5.910412e-02 1.189895e-02
#> [248,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [249,] -3.240854e-02 1.140251e-02 -5.850636e-02 -5.001863e-02 1.256180e-02
#> [250,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [251,] -2.912985e-02 6.046393e-02 -7.491643e-03 -2.162369e-02 -1.007739e-02
#> [252,] -2.398706e-02 -4.933814e-02 1.170301e-02 -5.910412e-02 1.189895e-02
#> [253,] -2.800077e-02 4.228661e-02 1.281185e-02 1.582259e-02 -5.504989e-03
#> [254,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [255,] -2.249505e-02 -9.576718e-03 2.046048e-02 1.568379e-02 -1.271498e-02
#> [256,] -3.295079e-02 4.477473e-03 4.557463e-02 -2.195413e-02 1.844745e-02
#> [257,] -5.474409e-02 -4.319270e-02 -3.737896e-02 2.664718e-02 2.653315e-02
#> [258,] -2.744507e-02 -4.738586e-02 5.322326e-02 -2.209293e-02 1.123746e-02
#> [259,] -1.893549e-02 -2.572155e-02 -1.481506e-02 9.559395e-04 -4.858604e-02
#> [260,] -2.162701e-02 3.145700e-02 3.385233e-02 -3.013529e-02 1.703640e-03
#> [261,] -3.112696e-02 3.760753e-02 -4.118698e-02 -1.325088e-02 -2.906840e-02
#> [262,] -2.131502e-02 3.082086e-02 3.153514e-02 3.016821e-02 -1.781264e-02
#> [263,] -2.356619e-02 -2.222534e-02 -5.420800e-03 1.693620e-02 4.593150e-02
#> [264,] -4.872293e-02 7.265061e-03 -4.426046e-02 6.317150e-02 -5.606577e-02
#> [265,] -4.173520e-02 7.279381e-03 -1.308872e-02 -5.021028e-02 4.829663e-02
#> [266,] -3.565610e-02 2.691120e-02 -2.554801e-02 2.501272e-02 2.891659e-02
#> [267,] -2.572279e-02 -6.324545e-05 -3.978307e-02 -3.567302e-02 2.541551e-04
#> [268,] -5.048882e-02 -5.669094e-02 3.692336e-02 9.316693e-02 5.466896e-02
#> [269,] -4.224029e-02 2.418441e-02 -3.802659e-02 3.295044e-02 4.691684e-03
#> [270,] -2.821121e-02 2.873021e-02 2.137375e-02 -2.219757e-02 -2.252127e-02
#> [271,] -3.871789e-02 -1.579049e-02 5.571673e-02 -3.687364e-02 1.831122e-02
#> [272,] -3.020832e-02 5.873811e-03 -1.232159e-02 -1.382476e-02 -4.151228e-02
#> [273,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [274,] -1.821996e-02 -2.907018e-02 1.560907e-03 -4.418462e-02 1.203518e-02
#> [275,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [276,] -2.469527e-02 -4.048016e-03 -2.572429e-02 -2.051008e-02 4.135910e-02
#> [277,] -2.562123e-02 -1.425580e-02 -3.353835e-02 -1.338968e-02 -3.627840e-02
#> [278,] -2.826215e-02 -2.984468e-02 3.060258e-02 7.642905e-04 -1.285121e-02
#> [279,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [280,] -1.132377e-02 -2.697953e-02 1.172230e-02 8.181158e-03 1.674381e-02
#> [281,] -2.146752e-02 -1.356149e-02 3.451925e-02 3.084673e-02 2.838997e-02
#> [282,] -3.494790e-02 -1.837893e-02 1.187929e-02 -1.358133e-02 -5.435674e-04
#> [283,] -3.355743e-02 3.557505e-02 1.439204e-02 3.892325e-02 1.137506e-02
#> [284,] 3.102990e-19 -2.206061e-19 6.494227e-18 1.420699e-17 -5.971298e-17
#> [285,] -2.551968e-02 -2.844835e-02 -2.729364e-02 8.893660e-03 -7.281095e-02
#> [286,] -2.718368e-02 2.474544e-02 3.543253e-02 -7.034632e-03 1.858368e-02
#> [287,] -2.331213e-02 7.964455e-03 -2.160201e-03 3.854101e-02 -3.680365e-02
#> [288,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [289,] -3.376787e-02 2.201865e-02 2.295395e-02 9.030881e-04 -5.641222e-03
#> [290,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [291,] -9.174163e-03 4.025921e-02 4.243352e-02 -8.701726e-04 -1.046777e-02
#> [292,] -2.886880e-02 1.252891e-03 -5.800043e-04 6.164167e-02 -1.992361e-02
#> [293,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [294,] -5.135652e-02 3.361768e-02 -1.170857e-03 7.077895e-02 5.744279e-02
#> [295,] -3.086591e-02 -2.160351e-02 -3.427534e-02 7.001448e-02 -3.891463e-02
#> [296,] -3.835495e-02 4.214825e-02 4.417071e-02 4.680018e-04 -1.087511e-02
#> [297,] -4.821783e-02 -9.639963e-03 -1.932259e-02 -1.998922e-02 -1.246083e-02
#> [298,] -1.730132e-02 -6.080390e-02 3.042630e-02 -4.475850e-02 -4.086985e-04
#> [299,] -2.933329e-02 -4.249330e-02 4.721300e-03 2.016698e-03 4.579527e-02
#> [300,] -2.346463e-02 -3.641789e-02 8.239139e-04 3.921954e-02 9.398950e-03
#> [301,] -2.352257e-02 -5.591947e-03 6.401703e-03 5.208532e-04 -5.381993e-02
#> [302,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [303,] -5.254387e-02 -4.872140e-02 8.805814e-03 6.284105e-02 -2.754094e-02
#> [304,] -2.918079e-02 1.889040e-03 1.737186e-03 1.338174e-03 -4.073346e-04
#> [305,] -4.148114e-02 3.746917e-02 -9.828122e-03 -2.860547e-02 -3.443852e-02
#> [306,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [307,] -3.684345e-02 -5.542788e-02 -1.557134e-02 1.707482e-02 -5.606714e-02
#> [308,] -2.989632e-02 5.237662e-03 -1.463878e-02 4.647873e-02 -6.102856e-02
#> [309,] -4.234917e-02 -3.564547e-03 -2.321997e-02 1.721362e-02 -4.885715e-02
#> [310,] -2.480415e-02 -3.179697e-02 -1.091767e-02 -3.624690e-02 -1.218972e-02
#> [311,] -2.372568e-02 2.279315e-02 -6.087725e-03 -4.404582e-02 1.924517e-02
#> [312,] -3.274035e-02 1.803388e-02 3.701272e-02 1.606603e-02 3.546373e-02
#> [313,] -3.279829e-02 4.885982e-02 4.259051e-02 -2.263266e-02 -2.775515e-02
#> [314,] -3.219810e-02 2.495891e-02 -6.706826e-02 -1.199847e-02 2.957808e-02
#> [315,] -5.124247e-02 -2.851159e-02 -6.707670e-02 -2.677936e-02 -7.255679e-02
#> [316,] -5.767105e-03 -2.026797e-02 1.014210e-02 -1.491950e-02 -1.362328e-04
#> [317,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [318,] -4.729919e-02 -4.137369e-02 9.542807e-03 -2.056311e-02 -2.490471e-02
#> [319,] -1.775546e-02 1.467602e-02 -3.740397e-03 1.544035e-02 -5.368370e-02
#> [320,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [321,] -5.749355e-02 4.481180e-02 1.686622e-02 -4.314274e-02 1.360395e-02
#> [322,] -1.872505e-02 -1.216515e-02 -2.337696e-02 3.897610e-02 -3.156977e-02
#> [323,] -3.030987e-02 2.006636e-02 -1.856630e-02 -3.610810e-02 -4.979732e-03
#> [324,] -4.606123e-02 -3.180206e-02 1.503968e-02 3.261999e-02 3.321652e-02
#> [325,] -4.132165e-02 -7.549318e-03 -9.161197e-03 3.237655e-02 -7.752196e-03
#> [326,] -2.341369e-02 2.215701e-02 -8.404915e-03 1.625768e-02 -2.711017e-04
#> [327,] -3.020832e-02 5.873811e-03 -1.232159e-02 -1.382476e-02 -4.151228e-02
#> [328,] -1.703993e-02 1.132740e-02 1.263557e-02 -2.970021e-02 6.937527e-03
#> [329,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [330,] -1.672794e-02 1.069125e-02 1.031838e-02 3.060329e-02 -1.257875e-02
#> [331,] -3.623680e-02 -8.652545e-02 1.561124e-02 -4.380257e-02 -4.899474e-02
#> [332,] -1.913860e-02 2.663548e-03 -2.730449e-02 -4.361074e-02 2.447906e-02
#> [333,] -4.148114e-02 3.746917e-02 -9.828122e-03 -2.860547e-02 -3.443852e-02
#> [334,] -2.228461e-02 3.979685e-03 1.189857e-02 5.370395e-02 4.301296e-03
#> [335,] -1.326994e-02 8.738964e-03 -3.120187e-02 -6.407897e-03 -1.191726e-02
#> [336,] -3.469384e-02 1.181087e-02 1.513989e-02 8.023487e-03 -8.327872e-02
#> [337,] -1.892816e-02 1.621995e-02 -3.586639e-02 -5.590576e-03 4.149534e-02
#> [338,] -3.771115e-02 3.488074e-02 -5.366556e-02 -5.313160e-03 -5.329331e-02
#> [339,] -5.657491e-02 1.307808e-02 4.573162e-02 -4.371662e-02 1.160072e-03
#> [340,] -1.785702e-02 2.886857e-02 -9.985111e-03 -6.842983e-03 -1.715115e-02
#> [341,] -4.687832e-02 -1.426088e-02 -7.581001e-03 5.547721e-02 9.127848e-03
#> [342,] 8.542648e-20 -8.771792e-20 2.500985e-18 5.140922e-18 -2.200381e-17
#> [343,] -3.300173e-02 -5.409742e-02 5.480346e-02 1.007728e-03 2.811750e-02
#> [344,] -4.924536e-02 -5.655192e-03 -3.338136e-02 -3.515216e-02 -5.356578e-02
#> [345,] -2.264755e-02 -5.395906e-02 2.344459e-02 1.636232e-02 3.348762e-02
#> [346,] -4.677676e-02 -2.845343e-02 -1.336287e-03 7.776055e-02 -2.740470e-02
#> [347,] -4.535303e-02 -7.709218e-02 5.246698e-02 -5.974053e-03 3.756364e-03
#> [348,] -3.295079e-02 4.477473e-03 4.557463e-02 -2.195413e-02 1.844745e-02
#> [349,] -1.326994e-02 8.738964e-03 -3.120187e-02 -6.407897e-03 -1.191726e-02
#> [350,] -1.014375e-02 1.341804e-02 2.279696e-02 2.266557e-02 1.164616e-02
#> [351,] -2.800077e-02 4.228661e-02 1.281185e-02 1.582259e-02 -5.504989e-03
#> [352,] -1.612129e-02 -2.040633e-02 4.150096e-02 -3.027409e-02 -5.506353e-03
#> [353,] -5.193722e-02 -7.981897e-02 3.998840e-02 1.963667e-03 -2.046854e-02
#> [354,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [355,] -2.459371e-02 -1.824057e-02 -1.947958e-02 1.773261e-03 4.826552e-03
#> [356,] -1.790796e-02 -2.970632e-02 -7.562825e-04 1.611888e-02 -7.481094e-03
#> [357,] -2.438327e-02 -4.684165e-03 -2.804148e-02 3.979342e-02 2.184283e-02
#> [358,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [359,] -1.316838e-02 -5.453587e-03 -2.495716e-02 1.587544e-02 -4.844981e-02
#> [360,] -2.541080e-02 -6.993939e-04 -4.210026e-02 2.463048e-02 -1.926212e-02
#> [361,] -1.132377e-02 -2.697953e-02 1.172230e-02 8.181158e-03 1.674381e-02
#> [362,] -3.182171e-02 -1.369985e-02 6.587812e-02 1.549214e-02 2.301985e-02
#> [363,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [364,] -2.789921e-02 2.809406e-02 1.905656e-02 3.810593e-02 -4.203754e-02
#> [365,] -4.498276e-02 2.278807e-02 1.986963e-02 2.482107e-02 6.465142e-02
#> [366,] -3.102540e-02 2.341498e-02 -3.494227e-02 9.032458e-03 -6.560096e-02
#> [367,] -1.117127e-02 1.740281e-02 8.738182e-03 7.502634e-03 -2.945879e-02
#> [368,] -3.494790e-02 -1.837893e-02 1.187929e-02 -1.358133e-02 -5.435674e-04
#> [369,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [370,] -3.361537e-02 6.640099e-02 1.996983e-02 2.245645e-04 -5.184383e-02
#> [371,] -3.289984e-02 6.305237e-02 3.634580e-02 -4.491600e-02 8.777400e-03
#> [372,] -2.356619e-02 -2.222534e-02 -5.420800e-03 1.693620e-02 4.593150e-02
#> [373,] -3.489695e-02 4.019597e-02 2.650457e-03 -3.654319e-02 -1.021362e-02
#> [374,] -1.382356e-19 2.343260e-19 -6.650884e-18 -1.351813e-17 5.857991e-17
#> [375,] -3.899273e-02 8.675718e-03 -7.098494e-02 -4.208091e-02 -1.166310e-02
#> [376,] -2.259660e-02 4.615833e-03 1.421576e-02 -6.599546e-03 2.381757e-02
#> [377,] -3.360838e-02 -2.299985e-02 2.362087e-02 6.188511e-02 2.104511e-02
#> [378,] -3.658207e-02 1.670342e-02 -3.336207e-02 3.213312e-02 -4.872091e-02
#> [379,] -5.767105e-03 -2.026797e-02 1.014210e-02 -1.491950e-02 -1.362328e-04
#> [380,] -2.718368e-02 2.474544e-02 3.543253e-02 -7.034632e-03 1.858368e-02
#> [381,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [382,] -4.359963e-02 3.480054e-02 4.343371e-02 8.387216e-02 -1.351134e-02
#> [383,] -4.946829e-02 2.872512e-02 4.733110e-02 4.666932e-02 2.288498e-02
#> [384,] -2.438327e-02 -4.684165e-03 -2.804148e-02 3.979342e-02 2.184283e-02
#> [385,] -3.570705e-02 -3.166370e-02 -1.631918e-02 4.797458e-02 3.858664e-02
#> [386,] -2.367507e-02 -4.997429e-02 9.385818e-03 1.199377e-03 -7.617327e-03
#> [387,] -3.673457e-02 -2.767892e-02 -3.037796e-02 3.281164e-02 -2.518309e-03
#> [388,] -2.228461e-02 3.979685e-03 1.189857e-02 5.370395e-02 4.301296e-03
#> [389,] -2.551968e-02 -2.844835e-02 -2.729364e-02 8.893660e-03 -7.281095e-02
#> [390,] -2.999788e-02 1.943021e-02 -2.088349e-02 2.419540e-02 -2.449601e-02
#> [391,] -4.384119e-02 -4.332597e-02 -3.197744e-02 -5.757430e-02 -2.424322e-02
#> [392,] -3.166921e-02 3.068250e-02 6.289400e-02 1.481362e-02 -2.318276e-02
#> [393,] -4.234917e-02 -3.564547e-03 -2.321997e-02 1.721362e-02 -4.885715e-02
#> [394,] -2.702419e-02 -2.027305e-02 3.609945e-02 5.394739e-02 4.527001e-02
#> [395,] -3.525989e-02 -1.774278e-02 1.419648e-02 -7.388483e-02 1.897271e-02
#> [396,] -2.162701e-02 3.145700e-02 3.385233e-02 -3.013529e-02 1.703640e-03
#> [397,] -4.627167e-02 -4.535846e-02 2.360158e-02 -5.400169e-03 1.620024e-02
#> [398,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [399,] -2.826215e-02 -2.984468e-02 3.060258e-02 7.642905e-04 -1.285121e-02
#> [400,] -5.616136e-02 -1.750622e-03 4.965914e-02 3.887022e-02 -5.488876e-02
#> [401,] -4.988917e-02 1.612320e-03 6.445491e-02 -2.937100e-02 -1.114757e-02
#> [402,] -2.367507e-02 -4.997429e-02 9.385818e-03 1.199377e-03 -7.617327e-03
#> [403,] -3.376787e-02 2.201865e-02 2.295395e-02 9.030881e-04 -5.641222e-03
#> [404,] -4.050456e-02 -2.509049e-02 1.345948e-02 9.519332e-03 1.633648e-02
#> [405,] -2.836371e-02 -1.565213e-02 2.435787e-02 -2.151905e-02 2.368134e-02
#> [406,] -6.685746e-03 1.146576e-02 -1.872329e-02 -1.434562e-02 1.230765e-02
#> [407,] -1.892816e-02 1.621995e-02 -3.586639e-02 -5.590576e-03 4.149534e-02
#> [408,] -1.892816e-02 1.621995e-02 -3.586639e-02 -5.590576e-03 4.149534e-02
#> [409,] -4.870914e-02 4.200989e-02 7.552957e-02 -1.488659e-02 -1.624523e-02
#> [410,] -4.611917e-02 -9.761136e-04 2.061747e-02 -6.078693e-03 -3.000236e-02
#> [411,] -5.448270e-02 2.893860e-02 -5.516969e-02 4.170548e-02 3.387937e-02
#> [412,] -2.249505e-02 -9.576718e-03 2.046048e-02 1.568379e-02 -1.271498e-02
#> [413,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [414,] -4.412206e-02 2.188029e-02 5.431281e-02 -1.445150e-02 -1.101134e-02
#> [415,] -2.949278e-02 2.525188e-03 4.054376e-03 -5.896533e-02 1.910894e-02
#> [416,] -2.167796e-02 -2.711789e-02 4.308116e-02 -7.173430e-03 1.137369e-02
#> [417,] -3.361537e-02 6.640099e-02 1.996983e-02 2.245645e-04 -5.184383e-02
#> [418,] -2.800077e-02 4.228661e-02 1.281185e-02 1.582259e-02 -5.504989e-03
#> [419,] -4.509165e-02 -4.960885e-03 3.467624e-02 9.084246e-03 1.110259e-02
#> [420,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [421,] -4.988917e-02 1.612320e-03 6.445491e-02 -2.937100e-02 -1.114757e-02
#> [422,] -3.041143e-02 3.425891e-02 -2.481102e-02 -5.839144e-02 3.155282e-02
#> [423,] -2.367507e-02 -4.997429e-02 9.385818e-03 1.199377e-03 -7.617327e-03
#> [424,] -3.617853e-02 1.399095e-02 -1.466892e-02 -7.331094e-02 3.141659e-02
#> [425,] -2.815327e-02 -2.095731e-03 1.579596e-02 1.650111e-02 4.069762e-02
#> [426,] -2.653988e-02 1.747793e-02 -6.240374e-02 -1.281579e-02 -2.383452e-02
#> [427,] -2.999788e-02 1.943021e-02 -2.088349e-02 2.419540e-02 -2.449601e-02
#> [428,] -3.678518e-02 4.508852e-02 -4.585150e-02 -1.243356e-02 2.434419e-02
#> [429,] -2.367507e-02 -4.997429e-02 9.385818e-03 1.199377e-03 -7.617327e-03
#> [430,] -3.355743e-02 3.557505e-02 1.439204e-02 3.892325e-02 1.137506e-02
#> [431,] -2.356619e-02 -2.222534e-02 -5.420800e-03 1.693620e-02 4.593150e-02
#> [432,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [433,] -2.912985e-02 6.046393e-02 -7.491643e-03 -2.162369e-02 -1.007739e-02
#> [434,] -2.664143e-02 3.167048e-02 -6.864846e-02 -3.509913e-02 1.269803e-02
#> [435,] -1.790796e-02 -2.970632e-02 -7.562825e-04 1.611888e-02 -7.481094e-03
#> [436,] -4.196546e-02 -2.818060e-04 8.867507e-02 3.815772e-02 3.466601e-02
#> [437,] -3.279129e-02 -4.054102e-02 4.624155e-02 3.902789e-02 4.513378e-02
#> [438,] -4.892604e-02 3.565016e-02 -5.674988e-02 1.860482e-02 1.699933e-02
#> [439,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [440,] -3.658207e-02 1.670342e-02 -3.336207e-02 3.213312e-02 -4.872091e-02
#> [441,] -2.325419e-02 -2.286149e-02 -7.737990e-03 7.723970e-02 2.641523e-02
#> [442,] -3.025926e-02 -5.270108e-02 -3.092761e-03 9.137097e-03 -3.184223e-02
#> [443,] -2.459371e-02 -1.824057e-02 -1.947958e-02 1.773261e-03 4.826552e-03
#> [444,] -2.626504e-02 -6.988284e-03 6.429792e-02 -7.608516e-03 6.139804e-03
#> [445,] -4.587081e-03 2.012961e-02 2.121676e-02 -4.350863e-04 -5.233887e-03
#> [446,] -3.932454e-02 1.530708e-02 2.453414e-02 2.400375e-02 1.123882e-02
#> [447,] -4.394275e-02 -2.913342e-02 -3.822216e-02 -7.985764e-02 1.228934e-02
#> [448,] -1.111333e-02 -1.342313e-02 3.160393e-03 4.620132e-02 3.376009e-02
#> [449,] -9.174163e-03 4.025921e-02 4.243352e-02 -8.701726e-04 -1.046777e-02
#> [450,] -4.587081e-03 2.012961e-02 2.121676e-02 -4.350863e-04 -5.233887e-03
#> [451,] -3.658207e-02 1.670342e-02 -3.336207e-02 3.213312e-02 -4.872091e-02
#> [452,] -1.769753e-02 -1.614992e-02 -9.318186e-03 5.413904e-02 9.535183e-03
#> [453,] -5.021494e-02 -3.249636e-02 -5.301793e-02 -1.161642e-02 -3.145184e-02
#> [454,] -2.653988e-02 1.747793e-02 -6.240374e-02 -1.281579e-02 -2.383452e-02
#> [455,] -1.494127e-02 1.999125e-02 5.257562e-02 -1.578967e-02 -1.060401e-02
#> [456,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [457,] -4.942467e-02 4.535852e-02 5.915360e-02 3.025397e-02 -7.686645e-02
#> [458,] -2.907924e-02 -1.230351e-02 7.981900e-03 2.362151e-02 -3.693989e-02
#> [459,] -2.152546e-02 1.726445e-02 4.009704e-02 -7.851954e-03 -3.482891e-02
#> [460,] -4.342764e-02 -5.815467e-02 -2.804992e-02 2.501254e-02 -8.029204e-02
#> [461,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [462,] -6.278917e-02 -2.111081e-02 2.535806e-02 6.322329e-02 2.063777e-02
#> [463,] -1.682949e-02 2.488380e-02 4.073665e-03 8.319956e-03 2.395380e-02
#> [464,] -4.245073e-02 1.062800e-02 -2.946469e-02 -5.069723e-03 -1.232459e-02
#> [465,] -2.259660e-02 4.615833e-03 1.421576e-02 -6.599546e-03 2.381757e-02
#> [466,] -5.366562e-02 1.139743e-02 -3.254901e-02 1.884826e-02 5.796805e-02
#> [467,] -7.116703e-02 5.626324e-02 -3.302881e-02 5.589343e-02 -7.845081e-02
#> [468,] -5.398494e-02 -2.990793e-02 -9.180486e-03 -3.490873e-02 -1.259706e-02
#> [469,] -1.893549e-02 -2.572155e-02 -1.481506e-02 9.559395e-04 -4.858604e-02
#> [470,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [471,] -3.448340e-02 2.536727e-02 6.577982e-03 4.604365e-02 -6.626245e-02
#> [472,] -2.912285e-02 -2.893690e-02 -3.840604e-03 4.003686e-02 6.281155e-02
#> [473,] -1.775546e-02 1.467602e-02 -3.740397e-03 1.544035e-02 -5.368370e-02
#> [474,] -2.049794e-02 1.327968e-02 5.415582e-02 7.310985e-03 6.276037e-03
#> [475,] -4.978761e-02 -1.258023e-02 7.069962e-02 -7.087663e-03 -4.768013e-02
#> [476,] -3.679251e-02 3.147017e-03 -2.480017e-02 -5.887044e-03 -6.573719e-02
#> [477,] -1.775546e-02 1.467602e-02 -3.740397e-03 1.544035e-02 -5.368370e-02
#> [478,] -1.127283e-02 3.159536e-02 2.493468e-03 -1.478070e-02 7.073760e-03
#> [479,] -6.040964e-02 -7.765322e-02 -2.099214e-02 3.401102e-02 -1.013564e-02
#> [480,] -2.244410e-02 4.899818e-02 1.123165e-02 -7.278070e-03 -2.238503e-02
#> [481,] -2.351524e-02 3.634956e-02 -1.464963e-02 -6.025662e-03 3.626145e-02
#> [482,] -1.821996e-02 -2.907018e-02 1.560907e-03 -4.418462e-02 1.203518e-02
#> [483,] -1.672794e-02 1.069125e-02 1.031838e-02 3.060329e-02 -1.257875e-02
#> [484,] -5.556667e-03 -6.711564e-03 1.580196e-03 2.310066e-02 1.688004e-02
#> [485,] -2.480415e-02 -3.179697e-02 -1.091767e-02 -3.624690e-02 -1.218972e-02
#> [486,] -1.790796e-02 -2.970632e-02 -7.562825e-04 1.611888e-02 -7.481094e-03
#> [487,] -5.438115e-02 1.474605e-02 -4.892497e-02 6.398882e-02 -2.653178e-03
#> [488,] -3.586654e-02 1.335480e-02 -1.698611e-02 -1.300744e-02 1.190031e-02
#> [489,] -2.459371e-02 -1.824057e-02 -1.947958e-02 1.773261e-03 4.826552e-03
#> [490,] -2.459371e-02 -1.824057e-02 -1.947958e-02 1.773261e-03 4.826552e-03
#> [491,] -3.596809e-02 2.754735e-02 -2.323082e-02 -3.529078e-02 4.843286e-02
#> [492,] -2.367507e-02 -4.997429e-02 9.385818e-03 1.199377e-03 -7.617327e-03
#> [493,] -2.259660e-02 4.615833e-03 1.421576e-02 -6.599546e-03 2.381757e-02
#> [494,] -9.174163e-03 4.025921e-02 4.243352e-02 -8.701726e-04 -1.046777e-02
#> [495,] -4.040301e-02 -3.928304e-02 1.970420e-02 3.180267e-02 -2.019608e-02
#> [496,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [497,] -2.270548e-02 -2.313312e-02 2.902238e-02 -2.233637e-02 -2.973126e-02
#> [498,] -3.030987e-02 2.006636e-02 -1.856630e-02 -3.610810e-02 -4.979732e-03
#> [499,] -2.541080e-02 -6.993939e-04 -4.210026e-02 2.463048e-02 -1.926212e-02
#> [500,] -5.479470e-02 2.957475e-02 -5.285250e-02 -1.859802e-02 5.339565e-02
#> [501,] -2.449216e-02 -3.243312e-02 -1.323486e-02 2.405660e-02 -3.170600e-02
#> [502,] -5.275431e-02 -6.227780e-02 1.736772e-02 2.482089e-02 -4.455721e-02
#> [503,] -3.694501e-02 -4.123533e-02 -2.181605e-02 -5.208520e-03 -1.953459e-02
#> [504,] -3.030987e-02 2.006636e-02 -1.856630e-02 -3.610810e-02 -4.979732e-03
#> [505,] -3.302251e-02 5.585835e-04 -6.863761e-02 1.740526e-02 -8.459198e-02
#> [506,] -3.658207e-02 1.670342e-02 -3.336207e-02 3.213312e-02 -4.872091e-02
#> [507,] -2.244410e-02 4.899818e-02 1.123165e-02 -7.278070e-03 -2.238503e-02
#> [508,] -4.331876e-02 -3.040572e-02 -4.285654e-02 4.074936e-02 -2.674321e-02
#> [509,] -2.647548e-02 -2.054469e-02 7.285982e-02 -4.562868e-02 -1.087647e-02
#> [510,] -1.811840e-02 -4.326273e-02 7.805622e-03 -2.190128e-02 -2.449737e-02
#> [511,] -3.355743e-02 3.557505e-02 1.439204e-02 3.892325e-02 1.137506e-02
#> [512,] -1.834833e-02 8.051843e-02 8.486705e-02 -1.740345e-03 -2.093555e-02
#> [513,] -3.252991e-02 3.159028e-02 2.845082e-02 5.408619e-02 5.248001e-02
#> [514,] -1.795857e-02 4.306112e-02 -1.622983e-02 -2.912632e-02 1.938141e-02
#> [515,] -2.249505e-02 -9.576718e-03 2.046048e-02 1.568379e-02 -1.271498e-02
#> [516,] -5.767105e-03 -2.026797e-02 1.014210e-02 -1.491950e-02 -1.362328e-04
#> [517,] -3.371693e-02 8.059354e-02 1.372512e-02 -2.205877e-02 -1.531127e-02
#> [518,] -3.483901e-02 9.370026e-03 -2.927332e-03 2.155496e-03 5.300526e-02
#> [519,] -1.035419e-02 -1.383598e-04 3.135886e-02 -1.535459e-02 -5.370120e-03
#> [520,] -1.235130e-02 -2.299476e-02 -2.336479e-03 -6.981781e-03 -2.436114e-02
#> [521,] -2.162701e-02 3.145700e-02 3.385233e-02 -3.013529e-02 1.703640e-03
#> [522,] -3.693768e-02 7.061765e-04 -4.286739e-02 -1.175504e-02 7.054680e-02
#> [523,] -3.252991e-02 3.159028e-02 2.845082e-02 5.408619e-02 5.248001e-02
#> [524,] -3.036082e-02 -3.850853e-02 -9.337475e-03 -1.314624e-02 4.690320e-03
#> [525,] -4.587081e-03 2.012961e-02 2.121676e-02 -4.350863e-04 -5.233887e-03
#> [526,] -2.789921e-02 2.809406e-02 1.905656e-02 3.810593e-02 -4.203754e-02
#> [527,] -2.708213e-02 1.055289e-02 4.167724e-02 1.524871e-02 -1.794887e-02
#> [528,] -5.012588e-02 1.247805e-03 2.537735e-02 1.305086e-01 2.548264e-02
#> [529,] -5.767105e-03 -2.026797e-02 1.014210e-02 -1.491950e-02 -1.362328e-04
#> [530,] -3.112696e-02 3.760753e-02 -4.118698e-02 -1.325088e-02 -2.906840e-02
#> [531,] -2.928235e-02 1.608159e-02 -4.507528e-03 -2.094516e-02 3.612522e-02
#> [532,] -2.238616e-02 1.817224e-02 5.653861e-03 3.142062e-02 4.083385e-02
#> [533,] -3.635784e-02 6.500465e-02 7.786605e-02 -7.904805e-03 8.115910e-03
#> [534,] -4.102700e-02 -3.801074e-02 2.433858e-02 -8.880433e-02 1.883648e-02
#> [535,] -1.132377e-02 -2.697953e-02 1.172230e-02 8.181158e-03 1.674381e-02
#> [536,] -1.235130e-02 -2.299476e-02 -2.336479e-03 -6.981781e-03 -2.436114e-02
#> [537,] -1.709088e-02 -4.724750e-02 2.186440e-02 -6.738344e-03 1.660758e-02
#> [538,] -5.082159e-02 -1.398788e-03 -8.420051e-02 4.926097e-02 -3.852424e-02
#> [539,] -2.729257e-02 -3.003513e-03 5.023914e-02 -2.277146e-02 -3.496515e-02
#> [540,] -1.821996e-02 -2.907018e-02 1.560907e-03 -4.418462e-02 1.203518e-02
#> [541,] -2.836371e-02 -1.565213e-02 2.435787e-02 -2.151905e-02 2.368134e-02
#> [542,] -2.131502e-02 3.082086e-02 3.153514e-02 3.016821e-02 -1.781264e-02
#> [543,] -2.480415e-02 -3.179697e-02 -1.091767e-02 -3.624690e-02 -1.218972e-02
#> [544,] -4.587081e-03 2.012961e-02 2.121676e-02 -4.350863e-04 -5.233887e-03
#> [545,] -3.468651e-02 5.375237e-02 -5.911447e-03 1.476972e-03 6.802658e-03
#> [546,] -1.882660e-02 2.027399e-03 -2.962168e-02 1.669276e-02 4.962785e-03
#> [547,] -5.280492e-02 1.048964e-02 1.894175e-03 -2.042431e-02 -1.769471e-02
#> [548,] -1.575835e-02 3.753242e-02 2.995494e-02 7.067548e-03 -3.469268e-02
#> [549,] -3.117057e-02 2.097414e-02 -5.300949e-02 3.164466e-03 7.068303e-02
#> [550,] -3.199499e-02 -3.426187e-03 -5.457883e-02 3.256820e-02 -4.348703e-02
#> [551,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [552,] -2.028750e-02 2.683608e-02 4.559392e-02 4.533115e-02 2.329231e-02
#> [553,] -2.254566e-02 6.319073e-02 4.986936e-03 -2.956141e-02 1.414752e-02
#> [554,] -6.310116e-02 -2.047466e-02 2.767525e-02 2.919786e-03 4.015405e-02
#> [555,] -3.662569e-02 7.002804e-05 -4.518458e-02 4.854846e-02 5.103052e-02
#> [556,] -3.020832e-02 5.873811e-03 -1.232159e-02 -1.382476e-02 -4.151228e-02
#> [557,] -2.356619e-02 -2.222534e-02 -5.420800e-03 1.693620e-02 4.593150e-02
#> [558,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [559,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [560,] -3.478807e-02 6.794492e-02 -1.215616e-02 -2.080637e-02 4.333521e-02
#> [561,] -1.931791e-02 5.367726e-02 6.523048e-02 2.179540e-02 1.178383e-03
#> [562,] -3.020099e-02 4.781531e-02 -3.337292e-02 -2.037128e-02 4.856910e-02
#> [563,] -2.918079e-02 1.889040e-03 1.737186e-03 1.338174e-03 -4.073346e-04
#> [564,] -3.268940e-02 7.660877e-02 2.778389e-02 -6.895835e-03 2.579368e-02
#> [565,] -3.159145e-02 -6.138661e-03 -3.588568e-02 -7.287586e-02 3.665047e-02
#> [566,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [567,] -2.541080e-02 -6.993939e-04 -4.210026e-02 2.463048e-02 -1.926212e-02
#> [568,] -2.562123e-02 -1.425580e-02 -3.353835e-02 -1.338968e-02 -3.627840e-02
#> [569,] -4.703781e-02 3.075761e-02 -8.247925e-03 -5.504809e-03 -1.755848e-02
#> [570,] -3.220543e-02 -1.698259e-02 -4.601693e-02 -5.451958e-03 -6.050330e-02
#> [571,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [572,] -1.821996e-02 -2.907018e-02 1.560907e-03 -4.418462e-02 1.203518e-02
#> [573,] -1.709088e-02 -4.724750e-02 2.186440e-02 -6.738344e-03 1.660758e-02
#> [574,] -9.174163e-03 4.025921e-02 4.243352e-02 -8.701726e-04 -1.046777e-02
#> [575,] -1.127283e-02 3.159536e-02 2.493468e-03 -1.478070e-02 7.073760e-03
#> [576,] -1.779908e-02 -1.957371e-03 -1.556290e-02 3.185570e-02 4.606774e-02
#> [577,] -4.595235e-02 -4.053103e-03 2.330607e-04 4.835681e-02 8.676535e-02
#> [578,] -1.872505e-02 -1.216515e-02 -2.337696e-02 3.897610e-02 -3.156977e-02
#> [579,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [580,] -1.612129e-02 -2.040633e-02 4.150096e-02 -3.027409e-02 -5.506353e-03
#> [581,] -4.587081e-03 2.012961e-02 2.121676e-02 -4.350863e-04 -5.233887e-03
#> [582,] -4.960830e-02 -6.359394e-02 -2.183534e-02 -7.249380e-02 -2.437945e-02
#> [583,] -2.368610e-20 4.707672e-20 -1.065098e-18 -2.255541e-18 8.897606e-18
#> [584,] -3.371693e-02 8.059354e-02 1.372512e-02 -2.205877e-02 -1.531127e-02
#> [585,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [586,] -2.341369e-02 2.215701e-02 -8.404915e-03 1.625768e-02 -2.711017e-04
#> [587,] -1.111333e-02 -1.342313e-02 3.160393e-03 4.620132e-02 3.376009e-02
#> [588,] -4.025051e-02 5.099302e-03 1.672008e-02 3.112415e-02 -6.639868e-02
#> [589,] -1.882660e-02 2.027399e-03 -2.962168e-02 1.669276e-02 4.962785e-03
#> [590,] -4.622072e-02 1.321644e-02 1.437275e-02 -2.836203e-02 6.530192e-03
#> [591,] -3.209654e-02 1.076636e-02 -6.082355e-02 1.028487e-02 -6.954474e-03
#> [592,] -1.703993e-02 1.132740e-02 1.263557e-02 -2.970021e-02 6.937527e-03
#> [593,] -2.444121e-02 2.614178e-02 -2.246369e-02 1.094737e-03 -4.137605e-02
#> [594,] -4.483759e-02 2.522891e-02 3.793684e-02 3.068906e-02 -7.163257e-02
#> [595,] -2.249505e-02 -9.576718e-03 2.046048e-02 1.568379e-02 -1.271498e-02
#> [596,] -2.341369e-02 2.215701e-02 -8.404915e-03 1.625768e-02 -2.711017e-04
#> [597,] -2.815327e-02 -2.095731e-03 1.579596e-02 1.650111e-02 4.069762e-02
#> [598,] -5.831797e-02 2.041147e-02 1.529687e-02 -1.373900e-02 -1.005661e-01
#> [599,] -3.458496e-02 3.955982e-02 3.332675e-04 2.376031e-02 -2.972989e-02
#> [600,] -1.035419e-02 -1.383598e-04 3.135886e-02 -1.535459e-02 -5.370120e-03
#> [601,] -3.117790e-02 -2.096736e-02 -3.195815e-02 9.710981e-03 -1.939835e-02
#> [602,] -4.703781e-02 3.075761e-02 -8.247925e-03 -5.504809e-03 -1.755848e-02
#> [603,] -4.692926e-02 -7.283578e-02 1.647828e-03 7.843908e-02 1.879790e-02
#> [604,] -1.688044e-02 -3.369110e-02 1.330249e-02 3.128182e-02 3.362386e-02
#> [605,] -5.037994e-02 -2.894199e-02 2.211675e-02 1.089038e-01 1.082178e-01
#> [606,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [607,] -3.030987e-02 2.006636e-02 -1.856630e-02 -3.610810e-02 -4.979732e-03
#> [608,] -3.365899e-02 4.976760e-02 8.147329e-03 1.663991e-02 4.790761e-02
#> [609,] -2.249505e-02 -9.576718e-03 2.046048e-02 1.568379e-02 -1.271498e-02
#> [610,] -5.463520e-02 -1.544375e-02 -5.218557e-02 4.238400e-02 8.008198e-02
#> [611,] -1.111333e-02 -1.342313e-02 3.160393e-03 4.620132e-02 3.376009e-02
#> [612,] -3.107635e-02 -3.515991e-02 -2.571344e-02 3.199432e-02 -5.593091e-02
#> [613,] -2.815327e-02 -2.095731e-03 1.579596e-02 1.650111e-02 4.069762e-02
#> [614,] -4.029413e-02 -1.153409e-02 4.897578e-03 4.753949e-02 3.335275e-02
#> [615,] -1.337149e-02 2.293151e-02 -3.744659e-02 -2.869124e-02 2.461529e-02
#> [616,] -2.377662e-02 -3.578174e-02 3.141104e-03 -2.108396e-02 2.891523e-02
#> [617,] -5.556667e-03 -6.711564e-03 1.580196e-03 2.310066e-02 1.688004e-02
#> [618,] -2.351524e-02 3.634956e-02 -1.464963e-02 -6.025662e-03 3.626145e-02
#> [619,] -2.480415e-02 -3.179697e-02 -1.091767e-02 -3.624690e-02 -1.218972e-02
#> [620,] -5.178472e-02 -3.543663e-02 3.700428e-02 1.285144e-03 -6.667115e-02
#> [621,] -3.775476e-02 1.824735e-02 -6.548807e-02 1.110219e-02 4.645812e-02
#> [622,] -1.570042e-02 6.706478e-03 2.437715e-02 4.576623e-02 2.852620e-02
#> [623,] -1.132377e-02 -2.697953e-02 1.172230e-02 8.181158e-03 1.674381e-02
#> [624,] -3.295079e-02 4.477473e-03 4.557463e-02 -2.195413e-02 1.844745e-02
#> [625,] -2.270548e-02 -2.313312e-02 2.902238e-02 -2.233637e-02 -2.973126e-02
#> [626,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [627,] -3.560549e-02 -4.585625e-02 -1.007447e-02 7.025792e-02 2.054088e-03
#> [628,] -2.490570e-02 -1.760442e-02 -1.716239e-02 -5.853024e-02 2.434283e-02
#> [629,] -2.815327e-02 -2.095731e-03 1.579596e-02 1.650111e-02 4.069762e-02
#> [630,] -2.351524e-02 3.634956e-02 -1.464963e-02 -6.025662e-03 3.626145e-02
#> [631,] -4.336937e-02 4.236173e-02 -5.833008e-02 -4.495839e-03 1.192862e-04
#> [632,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [633,] -3.009943e-02 3.362276e-02 -2.712821e-02 1.912058e-03 1.203655e-02
#> [634,] -2.280704e-02 -8.940569e-03 2.277767e-02 -4.461971e-02 6.801294e-03
#> [635,] -4.384119e-02 -4.332597e-02 -3.197744e-02 -5.757430e-02 -2.424322e-02
#> [636,] -5.090936e-02 4.753859e-02 2.934480e-02 -5.108046e-02 3.782886e-02
#> [637,] -4.887543e-02 -3.711728e-02 -4.127634e-02 6.385002e-02 -9.863170e-03
#> [638,] -3.878229e-02 2.223212e-02 -7.954684e-02 -4.060752e-03 5.353173e-03
#> [639,] -4.373231e-02 -1.557702e-02 -4.678406e-02 -4.183748e-02 2.930561e-02
#> [640,] -5.775494e-02 -2.731950e-02 3.465695e-02 -5.820103e-02 6.257727e-03
#> [641,] -1.326994e-02 8.738964e-03 -3.120187e-02 -6.407897e-03 -1.191726e-02
#> [642,] -5.350613e-02 -3.362107e-02 -3.188208e-02 7.983028e-02 8.465438e-02
#> [643,] -3.284923e-02 -9.715077e-03 5.181934e-02 3.292042e-04 -1.808510e-02
#> [644,] -7.201394e-02 9.191585e-02 5.231804e-02 1.710791e-02 3.703250e-02
#> [645,] -5.263809e-02 7.412654e-03 -1.849023e-02 3.401120e-02 9.907300e-02
#> [646,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [647,] 2.285861e-20 -2.261506e-20 5.624077e-19 1.208790e-18 -5.248100e-18
#> [648,] -1.111333e-02 -1.342313e-02 3.160393e-03 4.620132e-02 3.376009e-02
#> [649,] -3.483901e-02 9.370026e-03 -2.927332e-03 2.155496e-03 5.300526e-02
#> [650,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [651,] -4.359963e-02 3.480054e-02 4.343371e-02 8.387216e-02 -1.351134e-02
#> [652,] -2.815327e-02 -2.095731e-03 1.579596e-02 1.650111e-02 4.069762e-02
#> [653,] -3.494790e-02 -1.837893e-02 1.187929e-02 -1.358133e-02 -5.435674e-04
#> [654,] -2.070837e-02 -2.767197e-04 6.271772e-02 -3.070918e-02 -1.074024e-02
#> [655,] -5.237705e-02 -5.179839e-02 -1.157859e-02 1.172766e-01 8.922677e-02
#> [656,] -1.672794e-02 1.069125e-02 1.031838e-02 3.060329e-02 -1.257875e-02
#> [657,] -1.111333e-02 -1.342313e-02 3.160393e-03 4.620132e-02 3.376009e-02
#> [658,] -4.530208e-02 -1.851729e-02 4.323815e-02 -2.893592e-02 -5.913687e-03
#> [659,] -1.575835e-02 3.753242e-02 2.995494e-02 7.067548e-03 -3.469268e-02
#> [660,] -1.337149e-02 2.293151e-02 -3.744659e-02 -2.869124e-02 2.461529e-02
#> [661,] -3.381882e-02 -3.655625e-02 3.218278e-02 2.386495e-02 4.028830e-03
#> [662,] -4.142321e-02 6.643233e-03 -1.540591e-02 1.009322e-02 2.878036e-02
#> [663,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [664,] -2.541080e-02 -6.993939e-04 -4.210026e-02 2.463048e-02 -1.926212e-02
#> [665,] -2.928235e-02 1.608159e-02 -4.507528e-03 -2.094516e-02 3.612522e-02
#> [666,] -3.850745e-02 -2.234091e-03 4.715482e-02 1.146525e-03 3.532750e-02
#> [667,] -2.590210e-02 5.095046e-02 5.275190e-02 2.973312e-02 -2.304652e-02
#> [668,] -3.376787e-02 2.201865e-02 2.295395e-02 9.030881e-04 -5.641222e-03
#> [669,] -5.653775e-02 3.690814e-02 -8.328724e-02 1.137960e-02 -4.833053e-02
#> [670,] -1.014375e-02 1.341804e-02 2.279696e-02 2.266557e-02 1.164616e-02
#> [671,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [672,] -6.284711e-02 9.715135e-03 3.093585e-02 2.452460e-02 -4.258111e-02
#> [673,] -3.555455e-02 1.271865e-02 -1.930330e-02 4.729606e-02 -7.615963e-03
#> [674,] -9.174163e-03 4.025921e-02 4.243352e-02 -8.701726e-04 -1.046777e-02
#> [675,] -1.872505e-02 -1.216515e-02 -2.337696e-02 3.897610e-02 -3.156977e-02
#> [676,] -1.779908e-02 -1.957371e-03 -1.556290e-02 3.185570e-02 4.606774e-02
#> [677,] -2.918079e-02 1.889040e-03 1.737186e-03 1.338174e-03 -4.073346e-04
#> [678,] -2.708213e-02 1.055289e-02 4.167724e-02 1.524871e-02 -1.794887e-02
#> [679,] -1.985413e-02 6.012170e-03 -4.368045e-02 1.529823e-03 -3.614216e-02
#> [680,] -5.679914e-02 -3.522316e-02 -6.549651e-02 -3.678697e-03 -5.567675e-02
#> [681,] -4.504070e-02 5.361401e-02 2.544742e-02 -1.387762e-02 1.432538e-03
#> [682,] -3.360838e-02 -2.299985e-02 2.362087e-02 6.188511e-02 2.104511e-02
#> [683,] -3.494790e-02 -1.837893e-02 1.187929e-02 -1.358133e-02 -5.435674e-04
#> [684,] -3.488996e-02 -4.920487e-02 6.301497e-03 2.511736e-02 6.267531e-02
#> [685,] -4.294204e-02 6.227786e-02 6.538747e-02 3.291552e-05 -1.610900e-02
#> [686,] -5.361467e-02 6.997232e-02 -4.177784e-02 -4.113604e-03 4.829800e-02
#> [687,] -3.268940e-02 7.660877e-02 2.778389e-02 -6.895835e-03 2.579368e-02
#> [688,] -1.913860e-02 2.663548e-03 -2.730449e-02 -4.361074e-02 2.447906e-02
#> [689,] -3.504945e-02 -4.186376e-03 5.634572e-03 -3.586467e-02 3.598899e-02
#> [690,] -4.692893e-02 5.850656e-02 -2.305454e-02 1.023201e-02 3.599035e-02
#> [691,] -4.089398e-02 1.437092e-01 8.985398e-02 -3.130175e-02 -6.788029e-03
#> [692,] -1.872505e-02 -1.216515e-02 -2.337696e-02 3.897610e-02 -3.156977e-02
#> [693,] -2.438327e-02 -4.684165e-03 -2.804148e-02 3.979342e-02 2.184283e-02
#> [694,] -4.320988e-02 -2.656765e-03 -5.766316e-02 5.648618e-02 2.680561e-02
#> [695,] -3.015038e-02 -2.495213e-02 -1.789938e-02 2.487392e-02 2.170660e-02
#> [696,] -2.551235e-02 1.349316e-02 -4.834497e-02 2.347145e-03 1.727043e-02
#> [697,] -2.146752e-02 -1.356149e-02 3.451925e-02 3.084673e-02 2.838997e-02
#> [698,] -4.331143e-02 1.153579e-02 -6.390787e-02 3.420285e-02 6.333817e-02
#> [699,] -2.146752e-02 -1.356149e-02 3.451925e-02 3.084673e-02 2.838997e-02
#> [700,] -1.693838e-02 -2.865153e-03 1.888028e-02 -7.416867e-03 -2.959503e-02
#> [701,] -1.117127e-02 1.740281e-02 8.738182e-03 7.502634e-03 -2.945879e-02
#> [702,] -4.606822e-02 5.759878e-02 1.138864e-02 -2.904055e-02 -3.967241e-02
#> [703,] -5.026555e-02 4.027108e-02 -6.849147e-02 -5.686162e-02 -4.589344e-03
#> [704,] -3.413081e-02 -3.592010e-02 3.449997e-02 -3.643855e-02 2.354511e-02
#> [705,] -2.049794e-02 1.327968e-02 5.415582e-02 7.310985e-03 6.276037e-03
#> [706,] -2.584416e-02 2.012452e-02 4.717411e-02 6.843181e-02 4.017236e-02
#> [707,] -1.709088e-02 -4.724750e-02 2.186440e-02 -6.738344e-03 1.660758e-02
#> [708,] -4.805834e-02 -5.465846e-02 -1.865566e-02 4.099280e-02 1.422550e-02
#> [709,] -2.718368e-02 2.474544e-02 3.543253e-02 -7.034632e-03 1.858368e-02
#> [710,] -3.994886e-02 -1.147630e-01 5.387089e-02 -2.839619e-02 3.307892e-02
#> [711,] -2.541080e-02 -6.993939e-04 -4.210026e-02 2.463048e-02 -1.926212e-02
#> [712,] -1.127283e-02 3.159536e-02 2.493468e-03 -1.478070e-02 7.073760e-03
#> [713,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [714,] -1.201655e-19 2.643329e-19 -6.703612e-18 -1.314320e-17 5.922849e-17
#> [715,] -2.469527e-02 -4.048016e-03 -2.572429e-02 -2.051008e-02 4.135910e-02
#> [716,] -2.954373e-02 -5.604971e-02 1.328320e-02 -3.600346e-02 2.877899e-02
#> [717,] -1.235130e-02 -2.299476e-02 -2.336479e-03 -6.981781e-03 -2.436114e-02
#> [718,] -2.999788e-02 1.943021e-02 -2.088349e-02 2.419540e-02 -2.449601e-02
#> [719,] -5.734139e-02 -4.214819e-02 3.858448e-02 2.438580e-02 -4.979110e-02
#> [720,] -6.320272e-02 -6.282107e-03 2.143053e-02 -1.936355e-02 7.668660e-02
#> [721,] -2.372568e-02 2.279315e-02 -6.087725e-03 -4.404582e-02 1.924517e-02
#> [722,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [723,] -2.912285e-02 -2.893690e-02 -3.840604e-03 4.003686e-02 6.281155e-02
#> [724,] -4.579985e-02 4.032924e-02 -2.751054e-03 4.767829e-02 4.056275e-02
#> [725,] -3.596809e-02 2.754735e-02 -2.323082e-02 -3.529078e-02 4.843286e-02
#> [726,] -4.209512e-02 2.662525e-02 -1.995937e-02 3.881843e-02 -1.315923e-01
#> [727,] -3.046237e-02 -2.431598e-02 -1.558219e-02 -3.542958e-02 4.122287e-02
#> [728,] -1.672794e-02 1.069125e-02 1.031838e-02 3.060329e-02 -1.257875e-02
#> [729,] -3.009943e-02 3.362276e-02 -2.712821e-02 1.912058e-03 1.203655e-02
#> [730,] -3.458496e-02 3.955982e-02 3.332675e-04 2.376031e-02 -2.972989e-02
#> [731,] -1.893549e-02 -2.572155e-02 -1.481506e-02 9.559395e-04 -4.858604e-02
#> [732,] -2.470259e-02 -4.598952e-02 -4.672958e-03 -1.396356e-02 -4.872228e-02
#> [733,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [734,] -3.199499e-02 -3.426187e-03 -5.457883e-02 3.256820e-02 -4.348703e-02
#> [735,] -5.096031e-02 -1.103630e-02 3.857363e-02 -2.811859e-02 4.749891e-02
#> [736,] -2.907924e-02 -1.230351e-02 7.981900e-03 2.362151e-02 -3.693989e-02
#> [737,] -2.228461e-02 3.979685e-03 1.189857e-02 5.370395e-02 4.301296e-03
#> [738,] -5.301535e-02 -3.066759e-03 1.045608e-02 -5.844447e-02 -3.471099e-02
#> [739,] -3.964386e-02 -2.599827e-02 4.790267e-02 -2.975324e-02 -5.932628e-02
#> [740,] -3.683612e-02 -1.348637e-02 -3.662267e-02 1.052830e-02 3.401424e-02
#> [741,] -3.974542e-02 -1.180572e-02 4.165795e-02 -5.203657e-02 -2.279373e-02
#> [742,] -5.172645e-02 6.507977e-02 6.724122e-03 -2.822323e-02 1.374018e-02
#> [743,] -3.478807e-02 6.794492e-02 -1.215616e-02 -2.080637e-02 4.333521e-02
#> [744,] -5.754450e-02 -1.376309e-02 2.609505e-02 -2.018087e-02 2.327400e-02
#> [745,] -3.117790e-02 -2.096736e-02 -3.195815e-02 9.710981e-03 -1.939835e-02
#> [746,] -1.575835e-02 3.753242e-02 2.995494e-02 7.067548e-03 -3.469268e-02
#> [747,] -5.259448e-02 2.404605e-02 -6.667729e-03 1.759585e-02 -6.784363e-04
#> [748,] -3.080118e-02 7.171622e-02 7.628585e-02 -3.100546e-02 -8.764134e-03
#> [749,] -3.199499e-02 -3.426187e-03 -5.457883e-02 3.256820e-02 -4.348703e-02
#> [750,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [751,] -4.163364e-02 -6.913170e-03 -6.844007e-03 -2.792694e-02 1.176408e-02
#> [752,] -2.508502e-02 3.340929e-02 7.537258e-02 6.875899e-03 1.042150e-03
#> [753,] -4.066406e-02 1.992800e-02 1.279256e-02 -5.146269e-02 -1.034985e-02
#> [754,] -3.743631e-02 1.041453e-02 7.303610e-02 -1.058821e-04 -2.331899e-02
#> [755,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [756,] -3.321217e-02 -6.765382e-02 6.336536e-02 -3.701243e-02 1.110123e-02
#> [757,] -3.284923e-02 -9.715077e-03 5.181934e-02 3.292042e-04 -1.808510e-02
#> [758,] -3.932454e-02 1.530708e-02 2.453414e-02 2.400375e-02 1.123882e-02
#> [759,] -3.458496e-02 3.955982e-02 3.332675e-04 2.376031e-02 -2.972989e-02
#> [760,] -3.468651e-02 5.375237e-02 -5.911447e-03 1.476972e-03 6.802658e-03
#> [761,] -3.355743e-02 3.557505e-02 1.439204e-02 3.892325e-02 1.137506e-02
#> [762,] -2.503407e-02 9.198418e-02 6.614375e-02 -1.608596e-02 -8.627901e-03
#> [763,] -1.127283e-02 3.159536e-02 2.493468e-03 -1.478070e-02 7.073760e-03
#> [764,] -1.570042e-02 6.706478e-03 2.437715e-02 4.576623e-02 2.852620e-02
#> [765,] -3.189343e-02 -1.761874e-02 -4.833412e-02 5.485154e-02 -8.001958e-02
#> [766,] -3.122851e-02 5.180008e-02 -4.743170e-02 -3.553422e-02 7.464148e-03
#> [767,] -2.744507e-02 -4.738586e-02 5.322326e-02 -2.209293e-02 1.123746e-02
#> [768,] -4.116915e-02 3.683303e-02 -1.214531e-02 3.169803e-02 -5.395480e-02
#> [769,] -5.954161e-02 -3.661949e-02 -7.600290e-03 -1.180807e-02 4.282985e-03
#> [770,] -2.331213e-02 7.964455e-03 -2.160201e-03 3.854101e-02 -3.680365e-02
#> [771,] -4.384119e-02 -4.332597e-02 -3.197744e-02 -5.757430e-02 -2.424322e-02
#> [772,] -3.030987e-02 2.006636e-02 -1.856630e-02 -3.610810e-02 -4.979732e-03
#> [773,] -4.892604e-02 3.565016e-02 -5.674988e-02 1.860482e-02 1.699933e-02
#> [774,] -4.174253e-02 -3.466212e-02 7.962611e-03 -4.366377e-02 -4.178475e-02
#> [775,] -5.295742e-02 -3.389270e-02 4.878289e-03 -1.974579e-02 2.850789e-02
#> [776,] -2.561391e-02 2.768571e-02 -5.458968e-02 -1.993619e-02 5.380298e-02
#> [777,] -3.750804e-02 6.495640e-03 -4.117613e-02 3.925352e-02 -1.263584e-01
#> [778,] -3.138101e-02 7.417741e-03 -4.444758e-02 -3.485570e-02 5.366675e-02
#> [779,] -2.582434e-02 1.412931e-02 -4.602778e-02 -5.795635e-02 3.678671e-02
#> [780,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [781,] -4.271211e-02 -6.150329e-02 -1.167395e-02 -2.012802e-02 -1.967082e-02
#> [782,] -5.327674e-02 -7.519806e-02 2.824681e-02 -7.350277e-02 -4.205722e-02
#> [783,] -2.815327e-02 -2.095731e-03 1.579596e-02 1.650111e-02 4.069762e-02
#> [784,] -3.342873e-02 5.732879e-02 -9.361647e-02 -7.172809e-02 6.153823e-02
#> [785,] -1.214086e-02 -9.438358e-03 -1.089838e-02 3.103838e-02 -7.344861e-03
#> [786,] -3.704656e-02 -2.704278e-02 -2.806077e-02 -2.749186e-02 1.699797e-02
#> [787,] -1.785702e-02 2.886857e-02 -9.985111e-03 -6.842983e-03 -1.715115e-02
#> [788,] -3.240854e-02 1.140251e-02 -5.850636e-02 -5.001863e-02 1.256180e-02
#> [789,] -2.826215e-02 -2.984468e-02 3.060258e-02 7.642905e-04 -1.285121e-02
#> [790,] -6.417231e-02 -3.312328e-02 1.793968e-03 4.172194e-03 9.880053e-02
#> [791,] -1.337149e-02 2.293151e-02 -3.744659e-02 -2.869124e-02 2.461529e-02
#> [792,] -3.714812e-02 -1.285023e-02 -3.430548e-02 -4.977520e-02 5.353052e-02
#> [793,] -2.341369e-02 2.215701e-02 -8.404915e-03 1.625768e-02 -2.711017e-04
#> [794,] -2.356619e-02 -2.222534e-02 -5.420800e-03 1.693620e-02 4.593150e-02
#> [795,] -1.111333e-02 -1.342313e-02 3.160393e-03 4.620132e-02 3.376009e-02
#> [796,] -2.912985e-02 6.046393e-02 -7.491643e-03 -2.162369e-02 -1.007739e-02
#> [797,] -3.850745e-02 -2.234091e-03 4.715482e-02 1.146525e-03 3.532750e-02
#> [798,] -3.555455e-02 1.271865e-02 -1.930330e-02 4.729606e-02 -7.615963e-03
#> [799,] -2.162701e-02 3.145700e-02 3.385233e-02 -3.013529e-02 1.703640e-03
#> [800,] -2.928235e-02 1.608159e-02 -4.507528e-03 -2.094516e-02 3.612522e-02
#> [801,] -2.647548e-02 -2.054469e-02 7.285982e-02 -4.562868e-02 -1.087647e-02
#> [802,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [803,] -2.270548e-02 -2.313312e-02 2.902238e-02 -2.233637e-02 -2.973126e-02
#> [804,] -3.381882e-02 -3.655625e-02 3.218278e-02 2.386495e-02 4.028830e-03
#> [805,] 2.083130e-19 -1.707031e-19 5.414670e-18 1.103219e-17 -4.394434e-17
#> [806,] -1.494127e-02 1.999125e-02 5.257562e-02 -1.578967e-02 -1.060401e-02
#> [807,] -4.617012e-02 -5.955101e-02 2.984630e-02 1.688317e-02 -2.033231e-02
#> [808,] -3.020832e-02 5.873811e-03 -1.232159e-02 -1.382476e-02 -4.151228e-02
#> [809,] -4.611917e-02 -9.761136e-04 2.061747e-02 -6.078693e-03 -3.000236e-02
#> [810,] -2.438327e-02 -4.684165e-03 -2.804148e-02 3.979342e-02 2.184283e-02
#> [811,] -1.585991e-02 5.172497e-02 2.371023e-02 -1.521579e-02 1.839873e-03
#> [812,] -1.775546e-02 1.467602e-02 -3.740397e-03 1.544035e-02 -5.368370e-02
#> [813,] -4.008369e-02 2.022313e-03 -3.664326e-03 8.555965e-02 5.036903e-02
#> [814,] -3.452702e-02 8.733877e-03 -5.244522e-03 6.245900e-02 3.348899e-02
#> [815,] -3.861634e-02 -2.998304e-02 6.196144e-02 -1.459030e-02 -1.822133e-02
#> [816,] -4.811628e-02 -2.383251e-02 -1.307787e-02 2.294114e-03 -4.899338e-02
#> [817,] -1.892816e-02 1.621995e-02 -3.586639e-02 -5.590576e-03 4.149534e-02
#> [818,] -2.259660e-02 4.615833e-03 1.421576e-02 -6.599546e-03 2.381757e-02
#> [819,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [820,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [821,] -5.033632e-02 -1.230860e-02 3.393925e-02 9.248840e-02 8.466358e-03
#> [822,] -6.584191e-03 -2.726793e-03 -1.247858e-02 7.937721e-03 -2.422491e-02
#> [823,] -2.821121e-02 2.873021e-02 2.137375e-02 -2.219757e-02 -2.252127e-02
#> [824,] -5.269603e-02 3.823860e-02 -1.291244e-02 -4.687488e-03 3.585412e-02
#> [825,] -2.438327e-02 -4.684165e-03 -2.804148e-02 3.979342e-02 2.184283e-02
#> [826,] -1.591085e-02 -6.849924e-03 3.293906e-02 7.746072e-03 1.150992e-02
#> [827,] -3.434125e-02 -4.947650e-02 4.306187e-02 -7.445871e-02 6.528828e-03
#> [828,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [829,] -1.785702e-02 2.886857e-02 -9.985111e-03 -6.842983e-03 -1.715115e-02
#> [830,] -6.685746e-03 1.146576e-02 -1.872329e-02 -1.434562e-02 1.230765e-02
#> [831,] -3.171982e-02 1.034499e-01 4.742046e-02 -3.043158e-02 3.679745e-03
#> [832,] -2.907924e-02 -1.230351e-02 7.981900e-03 2.362151e-02 -3.693989e-02
#> [833,] -2.028750e-02 2.683608e-02 4.559392e-02 4.533115e-02 2.329231e-02
#> [834,] -1.575835e-02 3.753242e-02 2.995494e-02 7.067548e-03 -3.469268e-02
#> [835,] -4.132165e-02 -7.549318e-03 -9.161197e-03 3.237655e-02 -7.752196e-03
#> [836,] -5.780555e-02 4.544795e-02 1.918341e-02 -1.034462e-01 3.312023e-02
#> [837,] -2.562123e-02 -1.425580e-02 -3.353835e-02 -1.338968e-02 -3.627840e-02
#> [838,] -5.767105e-03 -2.026797e-02 1.014210e-02 -1.491950e-02 -1.362328e-04
#> [839,] -3.361537e-02 6.640099e-02 1.996983e-02 2.245645e-04 -5.184383e-02
#> [840,] -3.601904e-02 -3.102755e-02 -1.400199e-02 -1.232892e-02 5.810292e-02
#> [841,] -2.857414e-02 -2.920854e-02 3.291977e-02 -5.953921e-02 6.665061e-03
#> [842,] -3.302251e-02 5.585835e-04 -6.863761e-02 1.740526e-02 -8.459198e-02
#> [843,] -3.565610e-02 2.691120e-02 -2.554801e-02 2.501272e-02 2.891659e-02
#> [844,] -2.167796e-02 -2.711789e-02 4.308116e-02 -7.173430e-03 1.137369e-02
#> [845,] -3.295079e-02 4.477473e-03 4.557463e-02 -2.195413e-02 1.844745e-02
#> [846,] -2.238616e-02 1.817224e-02 5.653861e-03 3.142062e-02 4.083385e-02
#> [847,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [848,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [849,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [850,] -2.167796e-02 -2.711789e-02 4.308116e-02 -7.173430e-03 1.137369e-02
#> [851,] -1.795857e-02 4.306112e-02 -1.622983e-02 -2.912632e-02 1.938141e-02
#> [852,] -3.009943e-02 3.362276e-02 -2.712821e-02 1.912058e-03 1.203655e-02
#> [853,] -2.703118e-02 6.912778e-02 3.244841e-02 -7.713156e-03 -2.761892e-02
#> [854,] -2.070837e-02 -2.767197e-04 6.271772e-02 -3.070918e-02 -1.074024e-02
#> [855,] -3.819546e-02 -2.870240e-03 4.483763e-02 6.145002e-02 1.581122e-02
#> [856,] -3.845651e-02 5.634080e-02 3.792599e-02 -2.181534e-02 2.565744e-02
#> [857,] -1.821996e-02 -2.907018e-02 1.560907e-03 -4.418462e-02 1.203518e-02
#> [858,] -5.556667e-03 -6.711564e-03 1.580196e-03 2.310066e-02 1.688004e-02
#> [859,] -1.882660e-02 2.027399e-03 -2.962168e-02 1.669276e-02 4.962785e-03
#> [860,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [861,] -3.963653e-02 1.594323e-02 2.685133e-02 -3.629975e-02 3.075510e-02
#> [862,] -2.162701e-02 3.145700e-02 3.385233e-02 -3.013529e-02 1.703640e-03
#> [863,] -3.607698e-02 -2.016053e-04 -8.424204e-03 -5.102760e-02 -5.115965e-03
#> [864,] -7.096694e-02 -4.940647e-02 -2.122707e-03 -2.591025e-02 5.755935e-02
#> [865,] -3.743631e-02 1.041453e-02 7.303610e-02 -1.058821e-04 -2.331899e-02
#> [866,] -2.259660e-02 4.615833e-03 1.421576e-02 -6.599546e-03 2.381757e-02
#> [867,] -3.025193e-02 -1.075958e-02 -2.414409e-02 2.590582e-03 5.823915e-02
#> [868,] -1.769753e-02 -1.614992e-02 -9.318186e-03 5.413904e-02 9.535183e-03
#> [869,] -2.243711e-02 -4.040266e-02 1.488269e-02 5.438248e-02 5.050390e-02
#> [870,] -2.923174e-02 -5.668585e-02 1.096601e-02 2.430004e-02 9.262717e-03
#> [871,] -3.483901e-02 9.370026e-03 -2.927332e-03 2.155496e-03 5.300526e-02
#> [872,] -3.468651e-02 5.375237e-02 -5.911447e-03 1.476972e-03 6.802658e-03
#> [873,] -4.693626e-02 1.656506e-02 -2.003211e-03 1.677853e-02 -5.409103e-02
#> [874,] -4.164097e-02 -4.885467e-02 1.420732e-02 -2.138043e-02 -7.831730e-02
#> [875,] -2.438327e-02 -4.684165e-03 -2.804148e-02 3.979342e-02 2.184283e-02
#> [876,] -4.713937e-02 4.495016e-02 -1.449264e-02 -2.778815e-02 1.897407e-02
#> [877,] -3.942610e-02 2.949963e-02 1.828943e-02 1.720409e-03 4.777137e-02
#> [878,] -4.606123e-02 -3.180206e-02 1.503968e-02 3.261999e-02 3.321652e-02
#> [879,] -4.260574e-20 3.642984e-20 -9.695994e-19 -2.040006e-18 7.930394e-18
#> [880,] -2.821121e-02 2.873021e-02 2.137375e-02 -2.219757e-02 -2.252127e-02
#> [881,] -1.892816e-02 1.621995e-02 -3.586639e-02 -5.590576e-03 4.149534e-02
#> [882,] -2.794283e-02 1.146067e-02 7.234057e-03 5.452127e-02 5.771389e-02
#> [883,] -3.009943e-02 3.362276e-02 -2.712821e-02 1.912058e-03 1.203655e-02
#> [884,] -2.541080e-02 -6.993939e-04 -4.210026e-02 2.463048e-02 -1.926212e-02
#> [885,] -1.591085e-02 -6.849924e-03 3.293906e-02 7.746072e-03 1.150992e-02
#> [886,] -3.166921e-02 3.068250e-02 6.289400e-02 1.481362e-02 -2.318276e-02
#> [887,] -2.918079e-02 1.889040e-03 1.737186e-03 1.338174e-03 -4.073346e-04
#> [888,] -4.014163e-02 3.284825e-02 1.913464e-03 4.686097e-02 -1.284985e-02
#> [889,] -2.815327e-02 -2.095731e-03 1.579596e-02 1.650111e-02 4.069762e-02
#> [890,] -1.153421e-02 -4.053593e-02 2.028420e-02 -2.983900e-02 -2.724657e-04
#> [891,] -2.562123e-02 -1.425580e-02 -3.353835e-02 -1.338968e-02 -3.627840e-02
#> [892,] -1.882660e-02 2.027399e-03 -2.962168e-02 1.669276e-02 4.962785e-03
#> [893,] -2.259660e-02 4.615833e-03 1.421576e-02 -6.599546e-03 2.381757e-02
#> [894,] -1.111333e-02 -1.342313e-02 3.160393e-03 4.620132e-02 3.376009e-02
#> [895,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [896,] -1.790796e-02 -2.970632e-02 -7.562825e-04 1.611888e-02 -7.481094e-03
#> [897,] -1.903704e-02 -1.152900e-02 -2.105977e-02 -2.132740e-02 -1.205349e-02
#> [898,] -2.264755e-02 -5.395906e-02 2.344459e-02 1.636232e-02 3.348762e-02
#> [899,] -2.708213e-02 1.055289e-02 4.167724e-02 1.524871e-02 -1.794887e-02
#> [900,] -2.918079e-02 1.889040e-03 1.737186e-03 1.338174e-03 -4.073346e-04
#> [901,] -4.081656e-02 -2.445434e-02 1.577667e-02 -5.078417e-02 3.585275e-02
#> [902,] -3.943342e-02 -1.244187e-02 3.934076e-02 8.266925e-03 -4.231001e-02
#> [903,] -4.137959e-02 2.327662e-02 -3.583408e-03 -6.322130e-03 -7.097108e-02
#> [904,] -2.480415e-02 -3.179697e-02 -1.091767e-02 -3.624690e-02 -1.218972e-02
#> [905,] -1.790796e-02 -2.970632e-02 -7.562825e-04 1.611888e-02 -7.481094e-03
#> [906,] -1.790796e-02 -2.970632e-02 -7.562825e-04 1.611888e-02 -7.481094e-03
#> [907,] -3.807409e-02 -2.305801e-02 -4.211954e-02 -4.265480e-02 -2.410698e-02
#> [908,] -3.722588e-02 2.397093e-02 6.447420e-02 3.791428e-02 -6.302711e-03
#> [909,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [910,] -2.356619e-02 -2.222534e-02 -5.420800e-03 1.693620e-02 4.593150e-02
#> [911,] -4.417301e-02 -3.669461e-02 6.354164e-02 8.510362e-03 -1.341290e-03
#> [912,] -1.693838e-02 -2.865153e-03 1.888028e-02 -7.416867e-03 -2.959503e-02
#> [913,] -7.173308e-02 2.670959e-02 -3.397222e-02 -2.601489e-02 2.380062e-02
#> [914,] -2.918079e-02 1.889040e-03 1.737186e-03 1.338174e-03 -4.073346e-04
#> [915,] -3.658207e-02 1.670342e-02 -3.336207e-02 3.213312e-02 -4.872091e-02
#> [916,] -3.694501e-02 -4.123533e-02 -2.181605e-02 -5.208520e-03 -1.953459e-02
#> [917,] -2.765550e-02 -6.094226e-02 6.178516e-02 -6.011309e-02 -5.778818e-03
#> [918,] -2.438327e-02 -4.684165e-03 -2.804148e-02 3.979342e-02 2.184283e-02
#> [919,] -2.249505e-02 -9.576718e-03 2.046048e-02 1.568379e-02 -1.271498e-02
#> [920,] -4.847189e-02 -3.982976e-02 -2.258319e-02 -4.159404e-02 7.027433e-02
#> [921,] -1.585991e-02 5.172497e-02 2.371023e-02 -1.521579e-02 1.839873e-03
#> [922,] -2.702419e-02 -2.027305e-02 3.609945e-02 5.394739e-02 4.527001e-02
#> [923,] -7.394062e-02 -9.703208e-03 -5.910565e-02 -5.566224e-02 -1.220667e-02
#> [924,] -2.372568e-02 2.279315e-02 -6.087725e-03 -4.404582e-02 1.924517e-02
#> [925,] -2.810965e-02 1.453766e-02 2.761846e-02 8.576687e-05 -5.905382e-02
#> [926,] -1.117127e-02 1.740281e-02 8.738182e-03 7.502634e-03 -2.945879e-02
#> [927,] -2.800077e-02 4.228661e-02 1.281185e-02 1.582259e-02 -5.504989e-03
#> [928,] -5.767105e-03 -2.026797e-02 1.014210e-02 -1.491950e-02 -1.362328e-04
#> [929,] -2.907924e-02 -1.230351e-02 7.981900e-03 2.362151e-02 -3.693989e-02
#> [930,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [931,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [932,] -1.245285e-02 -8.802209e-03 -8.581193e-03 -2.926512e-02 1.217141e-02
#> [933,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [934,] -4.740075e-02 -2.718114e-02 3.298093e-03 -4.284645e-02 1.162785e-02
#> [935,] -5.516496e-02 -7.030550e-02 -2.025515e-02 -4.939314e-02 -7.499405e-03
#> [936,] -2.718368e-02 2.474544e-02 3.543253e-02 -7.034632e-03 1.858368e-02
#> [937,] -1.800952e-02 -1.551377e-02 -7.000997e-03 -6.164460e-03 2.905146e-02
#> [938,] -2.341369e-02 2.215701e-02 -8.404915e-03 1.625768e-02 -2.711017e-04
#> [939,] -3.570705e-02 -3.166370e-02 -1.631918e-02 4.797458e-02 3.858664e-02
#> [940,] -2.907191e-02 2.963799e-02 -1.306943e-02 1.707500e-02 5.314149e-02
#> [941,] -2.821121e-02 2.873021e-02 2.137375e-02 -2.219757e-02 -2.252127e-02
#> [942,] -2.362412e-02 8.600604e-03 1.569893e-04 -2.176249e-02 -1.728738e-02
#> [943,] -1.872505e-02 -1.216515e-02 -2.337696e-02 3.897610e-02 -3.156977e-02
#> [944,] -3.755166e-02 -1.013775e-02 -5.299864e-02 5.566886e-02 -2.660698e-02
#> [945,] -2.351524e-02 3.634956e-02 -1.464963e-02 -6.025662e-03 3.626145e-02
#> [946,] -4.239279e-02 -2.019794e-02 -3.504248e-02 3.362896e-02 5.089429e-02
#> [947,] -3.591748e-02 -4.522010e-02 -7.757279e-03 9.954419e-03 2.157036e-02
#> [948,] -1.775546e-02 1.467602e-02 -3.740397e-03 1.544035e-02 -5.368370e-02
#> [949,] -2.049794e-02 1.327968e-02 5.415582e-02 7.310985e-03 6.276037e-03
#> [950,] -1.591085e-02 -6.849924e-03 3.293906e-02 7.746072e-03 1.150992e-02
#> [951,] -1.153421e-02 -4.053593e-02 2.028420e-02 -2.983900e-02 -2.724657e-04
#> [952,] -2.611254e-02 3.739406e-02 6.131381e-02 -8.287040e-03 -4.006280e-02
#> [953,] -1.117127e-02 1.740281e-02 8.738182e-03 7.502634e-03 -2.945879e-02
#> [954,] -2.826215e-02 -2.984468e-02 3.060258e-02 7.642905e-04 -1.285121e-02
#> [955,] -2.718368e-02 2.474544e-02 3.543253e-02 -7.034632e-03 1.858368e-02
#> [956,] -1.893549e-02 -2.572155e-02 -1.481506e-02 9.559395e-04 -4.858604e-02
#> [957,] -4.795645e-02 6.249133e-02 -3.711332e-02 -4.930925e-03 -5.114601e-03
#> [958,] -6.685746e-03 1.146576e-02 -1.872329e-02 -1.434562e-02 1.230765e-02
#> [959,] -3.355743e-02 3.557505e-02 1.439204e-02 3.892325e-02 1.137506e-02
#> [960,] -2.490570e-02 -1.760442e-02 -1.716239e-02 -5.853024e-02 2.434283e-02
#> [961,] -1.782202e-19 1.803009e-19 -5.035280e-18 -1.090887e-17 4.485406e-17
#> [962,] -4.929630e-02 -6.423009e-02 -2.415253e-02 -1.219030e-02 -4.389572e-02
#> [963,] -3.086591e-02 -2.160351e-02 -3.427534e-02 7.001448e-02 -3.891463e-02
#> [964,] -2.765550e-02 -6.094226e-02 6.178516e-02 -6.011309e-02 -5.778818e-03
#> [965,] -1.612129e-02 -2.040633e-02 4.150096e-02 -3.027409e-02 -5.506353e-03
#> [966,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [967,] -1.127283e-02 3.159536e-02 2.493468e-03 -1.478070e-02 7.073760e-03
#> [968,] -3.020832e-02 5.873811e-03 -1.232159e-02 -1.382476e-02 -4.151228e-02
#> [969,] -1.035419e-02 -1.383598e-04 3.135886e-02 -1.535459e-02 -5.370120e-03
#> [970,] -5.031650e-02 -1.830381e-02 -5.926264e-02 -3.389976e-02 5.080708e-03
#> [971,] -1.326994e-02 8.738964e-03 -3.120187e-02 -6.407897e-03 -1.191726e-02
#> [972,] -2.469527e-02 -4.048016e-03 -2.572429e-02 -2.051008e-02 4.135910e-02
#> [973,] -2.454277e-02 4.033433e-02 -2.870840e-02 -2.118860e-02 -4.843499e-03
#> [974,] -1.693838e-02 -2.865153e-03 1.888028e-02 -7.416867e-03 -2.959503e-02
#> [975,] -1.892816e-02 1.621995e-02 -3.586639e-02 -5.590576e-03 4.149534e-02
#> [976,] 1.707563e-19 -2.183368e-19 4.712280e-18 9.904904e-18 -4.194298e-17
#> [977,] -5.556667e-03 -6.711564e-03 1.580196e-03 2.310066e-02 1.688004e-02
#> [978,] -1.892816e-02 1.621995e-02 -3.586639e-02 -5.590576e-03 4.149534e-02
#> [979,] -2.902130e-02 -4.312945e-02 2.404110e-03 6.232020e-02 2.627899e-02
#> [980,] -1.224241e-02 4.754193e-03 -1.714310e-02 8.755042e-03 2.918769e-02
#> [981,] -2.356619e-02 -2.222534e-02 -5.420800e-03 1.693620e-02 4.593150e-02
#> [982,] -1.795857e-02 4.306112e-02 -1.622983e-02 -2.912632e-02 1.938141e-02
#> [983,] -4.045362e-02 3.348440e-02 4.230654e-03 -1.344253e-02 6.666425e-03
#> [984,] -4.816723e-02 -8.240741e-02 -3.849044e-03 2.525598e-02 -3.932333e-02
#> [985,] -2.259660e-02 4.615833e-03 1.421576e-02 -6.599546e-03 2.381757e-02
#> [986,] -3.963653e-02 1.594323e-02 2.685133e-02 -3.629975e-02 3.075510e-02
#> [987,] -2.049794e-02 1.327968e-02 5.415582e-02 7.310985e-03 6.276037e-03
#> [988,] -3.209654e-02 1.076636e-02 -6.082355e-02 1.028487e-02 -6.954474e-03
#> [989,] -3.127946e-02 -6.774810e-03 -3.820287e-02 -1.257236e-02 1.713420e-02
#> [990,] -3.714812e-02 -1.285023e-02 -3.430548e-02 -4.977520e-02 5.353052e-02
#> [991,] -2.708213e-02 1.055289e-02 4.167724e-02 1.524871e-02 -1.794887e-02
#> [992,] -3.622948e-02 -4.458395e-02 -5.440089e-03 -5.034908e-02 4.108664e-02
#> [993,] -3.597542e-02 -1.439416e-02 -2.179490e-03 -2.874427e-02 -4.164852e-02
#> [994,] -3.591748e-02 -4.522010e-02 -7.757279e-03 9.954419e-03 2.157036e-02
#> [995,] -2.444121e-02 2.614178e-02 -2.246369e-02 1.094737e-03 -4.137605e-02
#> [996,] 1.182149e-20 -2.138658e-20 4.957266e-19 1.043617e-18 -4.438631e-18
#> [997,] -1.882660e-02 2.027399e-03 -2.962168e-02 1.669276e-02 4.962785e-03
#> [998,] -2.331213e-02 7.964455e-03 -2.160201e-03 3.854101e-02 -3.680365e-02
#> [999,] -2.234255e-02 3.480563e-02 1.747636e-02 1.500527e-02 -5.891759e-02
#> [1000,] -4.076561e-02 3.412055e-02 6.547844e-03 -7.374603e-02 2.618270e-02
#>
#> $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] 104573.9
expected_in_degree(dfm)
#> [1] 1045.739
expected_out_degree(dfm)
#> [1] 104.5739
svds(dfm)
#> $d
#> [1] 416.897984 19.594926 5.682794
#>
#> $u
#> [,1] [,2] [,3]
#> [1,] 0.011026736 0.0254565020 -1.835390e-02
#> [2,] 0.008659212 0.0190745244 2.679943e-02
#> [3,] 0.046527618 -0.0182010900 -5.499932e-03
#> [4,] 0.044848168 -0.0453580251 -4.548423e-03
#> [5,] 0.039395637 -0.0171499361 1.553488e-02
#> [6,] 0.026844828 -0.0235263934 -2.622465e-02
#> [7,] 0.011314532 -0.0119942425 -3.021903e-03
#> [8,] 0.022552954 -0.0275041134 1.834907e-02
#> [9,] 0.017867764 0.0226503695 -4.244151e-02
#> [10,] 0.052925473 -0.0297934577 1.614539e-02
#> [11,] 0.037501343 -0.0425462212 -1.095930e-02
#> [12,] 0.010950626 0.0219408736 6.038974e-03
#> [13,] 0.026371598 -0.0045120858 4.542285e-02
#> [14,] 0.042708973 -0.0411931176 -3.257371e-02
#> [15,] 0.031394442 -0.0291988751 -2.955181e-02
#> [16,] 0.043660613 0.0538340497 -1.540347e-02
#> [17,] 0.028084263 0.0340500295 6.277590e-03
#> [18,] 0.053371804 0.0181985005 -4.186673e-02
#> [19,] 0.026814772 0.0042741494 -3.100888e-04
#> [20,] 0.044054575 -0.0079016092 -5.037891e-02
#> [21,] 0.020446974 -0.0119340257 -4.786997e-02
#> [22,] 0.023792389 0.0300723094 5.085131e-02
#> [23,] 0.042421178 -0.0037423731 -4.790571e-02
#> [24,] 0.041029034 -0.0213091721 1.306168e-02
#> [25,] 0.013314992 -0.0108828718 -2.683516e-02
#> [26,] 0.068319547 0.0107598486 6.916464e-02
#> [27,] 0.028818390 0.0445912431 -3.640254e-02
#> [28,] 0.041375515 0.1293791464 -1.920139e-02
#> [29,] 0.051107288 -0.0516741145 -3.474165e-02
#> [30,] 0.011026736 0.0254565020 -1.835390e-02
#> [31,] 0.015500240 0.0162683919 2.711814e-03
#> [32,] 0.024708792 0.0198442371 -6.652913e-02
#> [33,] 0.026447708 -0.0009964575 2.102998e-02
#> [34,] 0.041319988 -0.0195541936 1.611449e-02
#> [35,] 0.013314992 -0.0108828718 -2.683516e-02
#> [36,] 0.032851879 0.0658226208 1.811692e-02
#> [37,] 0.039031732 0.0167851801 2.459575e-02
#> [38,] 0.006473964 -0.0080767393 -2.747550e-03
#> [39,] 0.051735249 -0.0168479864 -2.711435e-02
#> [40,] 0.015711926 -0.0246979810 4.243668e-02
#> [41,] 0.008659212 0.0190745244 2.679943e-02
#> [42,] 0.039004833 0.0837914458 3.823112e-02
#> [43,] 0.015711926 -0.0246979810 4.243668e-02
#> [44,] 0.028451327 0.0393206363 -1.506247e-02
#> [45,] 0.026553874 -0.0252813719 -2.927746e-02
#> [46,] 0.051077232 -0.0238735718 -8.827092e-03
#> [47,] 0.021974204 0.0081916526 -3.573635e-05
#> [48,] 0.032560925 0.0640676424 1.506411e-02
#> [49,] 0.039980702 0.0255657439 9.361303e-03
#> [50,] 0.015711926 -0.0246979810 4.243668e-02
#> [51,] 0.010947468 -0.0172648494 1.831816e-02
#> [52,] 0.019398153 0.0819817708 -6.886465e-03
#> [53,] 0.046236665 -0.0199560685 -8.552739e-03
#> [54,] 0.028735964 -0.0373358312 1.254871e-02
#> [55,] 0.013605946 -0.0091278933 -2.378236e-02
#> [56,] 0.013682056 -0.0056122649 -4.817523e-02
#> [57,] 0.004185708 0.0282626344 5.733716e-03
#> [58,] 0.010659673 0.0201858951 2.986166e-03
#> [59,] 0.055186831 0.0008734343 2.129950e-02
#> [60,] 0.019897634 0.0035646535 4.817040e-02
#> [61,] 0.013238882 -0.0143985001 -2.442293e-03
#> [62,] 0.015212444 0.0537191364 -1.262018e-02
#> [63,] 0.008947008 -0.0183762201 4.213142e-02
#> [64,] 0.021610299 0.0421267688 9.025140e-03
#> [65,] 0.017500700 0.0173797627 -2.110145e-02
#> [66,] 0.020079910 -0.0172046326 -2.652991e-02
#> [67,] 0.047106368 -0.0538968561 1.288487e-02
#> [68,] 0.033215784 0.0318875047 9.056045e-03
#> [69,] 0.037113697 0.0976008836 -5.422339e-04
#> [70,] 0.010947468 -0.0172648494 1.831816e-02
#> [71,] 0.010950626 0.0219408736 6.038974e-03
#> [72,] 0.027288001 -0.0147401582 -7.195759e-02
#> [73,] 0.048425071 0.0464009181 8.715051e-03
#> [74,] 0.029103028 -0.0320652244 -8.791355e-03
#> [75,] 0.013605946 -0.0091278933 -2.378236e-02
#> [76,] 0.031318332 -0.0327145035 -5.158938e-03
#> [77,] 0.017791654 0.0191347412 -1.804864e-02
#> [78,] 0.018079450 -0.0183160033 -2.716645e-03
#> [79,] 0.025792849 0.0311836802 2.703804e-02
#> [80,] 0.035656260 0.0025793877 -4.821097e-02
#> [81,] 0.033579690 -0.0020476114 -4.831265e-06
#> [82,] 0.030954427 0.0012206127 3.901939e-03
#> [83,] 0.036235009 -0.0331163783 -2.982616e-02
#> [84,] 0.015133177 0.0109977851 2.405188e-02
#> [85,] 0.019973744 0.0070802818 2.377753e-02
#> [86,] 0.011314532 -0.0119942425 -3.021903e-03
#> [87,] 0.061869323 -0.0873754008 7.055600e-02
#> [88,] 0.013314992 -0.0108828718 -2.683516e-02
#> [89,] 0.040417559 -0.0440594669 -1.181326e-02
#> [90,] 0.032557767 0.0248619194 2.734330e-02
#> [91,] 0.006841028 -0.0028061325 -2.408761e-02
#> [92,] 0.004185708 0.0282626344 5.733716e-03
#> [93,] 0.035216245 0.0329988755 -1.475722e-02
#> [94,] 0.039395637 -0.0171499361 1.553488e-02
#> [95,] 0.035507198 0.0347538540 -1.170441e-02
#> [96,] 0.042421178 -0.0037423731 -4.790571e-02
#> [97,] 0.044239362 0.0181382837 2.981335e-03
#> [98,] 0.033394902 -0.0280875043 -5.336507e-02
#> [99,] 0.041901895 -0.0160442367 2.222010e-02
#> [100,] 0.008659212 0.0190745244 2.679943e-02
#> [101,] 0.040341450 -0.0475750952 1.257961e-02
#> [102,] 0.017867764 0.0226503695 -4.244151e-02
#> [103,] 0.032924831 0.0301325262 6.003238e-03
#> [104,] 0.032557767 0.0248619194 2.734330e-02
#> [105,] 0.035791836 -0.0419026135 1.590677e-02
#> [106,] 0.035213087 -0.0062068475 -2.478029e-03
#> [107,] 0.027288001 -0.0147401582 -7.195759e-02
#> [108,] 0.033500422 -0.0447689628 3.666723e-02
#> [109,] 0.031685395 -0.0274438966 -2.649900e-02
#> [110,] 0.023504593 0.0675230539 3.551931e-02
#> [111,] 0.015136335 0.0502035080 1.177269e-02
#> [112,] 0.051365028 -0.0613243163 6.504904e-03
#> [113,] 0.020079910 -0.0172046326 -2.652991e-02
#> [114,] 0.017424591 0.0138641343 3.291424e-03
#> [115,] 0.059845769 0.0101217612 -4.461428e-02
#> [116,] 0.024262460 -0.0281477211 -8.517003e-03
#> [117,] 0.006841028 -0.0028061325 -2.408761e-02
#> [118,] 0.010659673 0.0201858951 2.986166e-03
#> [119,] 0.031030536 0.0047362410 -2.049093e-02
#> [120,] 0.017867764 0.0226503695 -4.244151e-02
#> [121,] 0.035580150 -0.0009362407 -2.381809e-02
#> [122,] 0.038238628 0.0072007154 -6.591861e-02
#> [123,] 0.019606680 0.0018096750 4.511759e-02
#> [124,] 0.010950626 0.0219408736 6.038974e-03
#> [125,] 0.062712774 -0.0619133786 -3.471075e-02
#> [126,] 0.010947468 -0.0172648494 1.831816e-02
#> [127,] 0.024186351 -0.0316633495 1.587587e-02
#> [128,] 0.042268958 -0.0107736298 8.800361e-04
#> [129,] 0.057584411 -0.0205451308 -4.976839e-02
#> [130,] 0.028739122 0.0018698918 2.695211e-04
#> [131,] 0.028739122 0.0018698918 2.695211e-04
#> [132,] 0.057011331 0.1011655371 4.762816e-02
#> [133,] 0.015133177 0.0109977851 2.405188e-02
#> [134,] 0.028451327 0.0393206363 -1.506247e-02
#> [135,] 0.021607141 0.0029210458 2.130433e-02
#> [136,] 0.006764918 -0.0063217608 3.052575e-04
#> [137,] 0.026768718 -0.0270420217 -1.831778e-03
#> [138,] 0.026735504 -0.0384472020 3.636197e-02
#> [139,] 0.043693181 0.0728426859 8.674252e-02
#> [140,] 0.056027124 -0.0128702664 -7.168806e-02
#> [141,] 0.040526884 -0.0291386583 -7.439988e-02
#> [142,] 0.028739122 0.0018698918 2.695211e-04
#> [143,] 0.017318424 0.0381490487 5.359886e-02
#> [144,] 0.045584964 0.0514297921 -1.482386e-02
#> [145,] 0.033212626 -0.0073182183 2.133523e-02
#> [146,] 0.058136262 0.0107653689 -1.774821e-02
#> [147,] 0.034743015 0.0520131830 5.689028e-02
#> [148,] 0.020079910 -0.0172046326 -2.652991e-02
#> [149,] 0.047076958 -0.0336997692 -1.015403e-01
#> [150,] 0.044481105 -0.0506286319 1.679164e-02
#> [151,] 0.041584043 0.0492070506 3.280267e-02
#> [152,] 0.013529836 -0.0126435216 6.105150e-04
#> [153,] 0.030660315 -0.0397400888 1.312832e-02
#> [154,] 0.032848721 0.0266168979 3.039611e-02
#> [155,] 0.024341728 0.0145736302 -4.518906e-02
#> [156,] 0.035289196 -0.0026912191 -2.687090e-02
#> [157,] 0.024556572 0.0128129803 -1.774338e-02
#> [158,] 0.015424130 0.0127527635 2.710469e-02
#> [159,] 0.023583861 0.1102444053 -1.152749e-03
#> [160,] 0.022189048 0.0064310027 2.740994e-02
#> [161,] 0.012844921 0.0473371588 3.253314e-02
#> [162,] 0.004185708 0.0282626344 5.733716e-03
#> [163,] 0.020003800 -0.0207202609 -2.137035e-03
#> [164,] 0.030448629 0.0012262841 -2.659655e-02
#> [165,] 0.044633324 -0.0435973752 -3.199410e-02
#> [166,] 0.037107381 0.0191894377 2.401614e-02
#> [167,] 0.017894016 -0.0367524403 8.426285e-02
#> [168,] 0.024341728 0.0145736302 -4.518906e-02
#> [169,] 0.042054114 -0.0090129800 -2.656564e-02
#> [170,] 0.015133177 0.0109977851 2.405188e-02
#> [171,] 0.031394442 -0.0291988751 -2.955181e-02
#> [172,] 0.028815232 0.0053855201 -2.412335e-02
#> [173,] 0.022552954 -0.0275041134 1.834907e-02
#> [174,] 0.015212444 0.0537191364 -1.262018e-02
#> [175,] 0.029026918 -0.0355808527 1.560152e-02
#> [176,] 0.039765858 0.0273263938 -1.808438e-02
#> [177,] 0.024265618 0.0110580019 -2.079619e-02
#> [178,] 0.031030536 0.0047362410 -2.049093e-02
#> [179,] 0.010950626 0.0219408736 6.038974e-03
#> [180,] 0.022265158 0.0099466311 3.017071e-03
#> [181,] 0.032848721 0.0266168979 3.039611e-02
#> [182,] 0.037686130 -0.0165063284 4.240094e-02
#> [183,] 0.044239362 0.0181382837 2.981335e-03
#> [184,] 0.035001401 0.0347595254 -4.220290e-02
#> [185,] 0.044484263 -0.0114229090 4.512454e-03
#> [186,] 0.030663473 -0.0005343658 8.491311e-04
#> [187,] 0.046375399 -0.0252323468 4.328581e-02
#> [188,] 0.004473504 -0.0091881101 2.106571e-02
#> [189,] 0.044742002 -0.0210731107 4.575901e-02
#> [190,] 0.028375217 0.0358050079 9.330398e-03
#> [191,] 0.000000000 0.0000000000 0.000000e+00
#> [192,] 0.041504775 0.0064856992 6.947473e-02
#> [193,] 0.004473504 -0.0091881101 2.106571e-02
#> [194,] 0.035580150 -0.0009362407 -2.381809e-02
#> [195,] 0.013238882 -0.0143985001 -2.442293e-03
#> [196,] 0.042497288 -0.0002267448 -7.229858e-02
#> [197,] 0.034849181 0.0277282686 6.582847e-03
#> [198,] 0.051080390 0.0153321512 -2.110628e-02
#> [199,] 0.037504501 -0.0033404983 -2.323848e-02
#> [200,] 0.017712386 -0.0235866102 1.862342e-02
#> [201,] 0.010659673 0.0201858951 2.986166e-03
#> [202,] 0.010950626 0.0219408736 6.038974e-03
#> [203,] 0.013314992 -0.0108828718 -2.683516e-02
#> [204,] 0.006764918 -0.0063217608 3.052575e-04
#> [205,] 0.032845563 -0.0125888251 4.267530e-02
#> [206,] 0.020079910 -0.0172046326 -2.652991e-02
#> [207,] 0.021607141 0.0029210458 2.130433e-02
#> [208,] 0.029470091 -0.0267946175 -3.013142e-02
#> [209,] 0.048528079 -0.0170897193 -2.931319e-02
#> [210,] 0.010659673 0.0201858951 2.986166e-03
#> [211,] 0.026086961 0.0721443817 1.781166e-02
#> [212,] 0.013314992 -0.0108828718 -2.683516e-02
#> [213,] 0.046345342 0.0025681960 6.920037e-02
#> [214,] 0.037656720 0.0036907585 -7.202423e-02
#> [215,] 0.047109526 -0.0146911331 6.056837e-04
#> [216,] 0.030848260 0.0255055271 5.420937e-02
#> [217,] 0.050819493 -0.0142233700 -5.007365e-02
#> [218,] 0.015136335 0.0502035080 1.177269e-02
#> [219,] 0.004185708 0.0282626344 5.733716e-03
#> [220,] 0.019421893 -0.0242302179 -8.242650e-03
#> [221,] 0.015424130 0.0127527635 2.710469e-02
#> [222,] 0.021894936 -0.0345296987 3.663632e-02
#> [223,] 0.047793952 -0.0276309329 1.336693e-02
#> [224,] 0.031132898 -0.0511509404 8.182055e-02
#> [225,] 0.029030076 0.0036248703 3.322329e-03
#> [226,] 0.032848721 0.0266168979 3.039611e-02
#> [227,] 0.035292355 0.0365145038 -3.915009e-02
#> [228,] 0.039474905 0.0255714153 -2.113718e-02
#> [229,] 0.041580885 0.0100013276 4.508185e-02
#> [230,] 0.024447248 -0.0021078282 4.484324e-02
#> [231,] 0.040156015 -0.0660115322 9.955911e-02
#> [232,] 0.017424591 0.0138641343 3.291424e-03
#> [233,] 0.019322043 0.0784661425 1.750641e-02
#> [234,] 0.026186811 -0.0305519787 -7.937393e-03
#> [235,] 0.037656720 0.0036907585 -7.202423e-02
#> [236,] 0.021319345 0.0403717903 5.972332e-03
#> [237,] 0.039398795 0.0220557869 3.255687e-03
#> [238,] 0.037977084 -0.0147513499 4.545375e-02
#> [239,] 0.023504593 0.0675230539 3.551931e-02
#> [240,] 0.052267456 -0.0368190430 3.443265e-02
#> [241,] 0.013682056 -0.0056122649 -4.817523e-02
#> [242,] 0.026738662 0.0007585210 2.408278e-02
#> [243,] 0.034558228 0.0259732902 3.530040e-03
#> [244,] 0.024447248 -0.0021078282 4.484324e-02
#> [245,] 0.021319345 0.0403717903 5.972332e-03
#> [246,] 0.035504040 -0.0044518690 5.747786e-04
#> [247,] 0.006841028 -0.0028061325 -2.408761e-02
#> [248,] 0.028739122 0.0018698918 2.695211e-04
#> [249,] 0.035871104 0.0008187378 -2.076529e-02
#> [250,] 0.010947468 -0.0172648494 1.831816e-02
#> [251,] 0.017712386 -0.0235866102 1.862342e-02
#> [252,] 0.008659212 0.0190745244 2.679943e-02
#> [253,] 0.024632682 0.0163286087 -4.213625e-02
#> [254,] 0.024265618 0.0110580019 -2.079619e-02
#> [255,] 0.037613178 0.0191837663 5.451463e-02
#> [256,] 0.049030718 -0.0563011136 1.346448e-02
#> [257,] 0.037868406 -0.0372756144 -3.229936e-02
#> [258,] 0.029103028 -0.0320652244 -8.791355e-03
#> [259,] 0.024186351 -0.0316633495 1.587587e-02
#> [260,] 0.019606680 0.0018096750 4.511759e-02
#> [261,] 0.017500700 0.0173797627 -2.110145e-02
#> [262,] 0.014845381 0.0484485296 8.719883e-03
#> [263,] 0.018079450 -0.0183160033 -2.716645e-03
#> [264,] 0.017791654 0.0191347412 -1.804864e-02
#> [265,] 0.041978005 -0.0125286083 -2.172772e-03
#> [266,] 0.039319527 -0.0206655644 3.992775e-02
#> [267,] 0.015500240 0.0162683919 2.711814e-03
#> [268,] 0.042159634 -0.0256944384 6.346666e-02
#> [269,] 0.021686409 0.0456423971 -1.536773e-02
#> [270,] 0.047846322 0.0820966841 -9.669752e-03
#> [271,] 0.024262460 -0.0281477211 -8.517003e-03
#> [272,] 0.006841028 -0.0028061325 -2.408761e-02
#> [273,] 0.015136335 0.0502035080 1.177269e-02
#> [274,] 0.023583861 0.1102444053 -1.152749e-03
#> [275,] 0.034819125 0.0555288114 3.249741e-02
#> [276,] 0.032633877 0.0283775477 2.950430e-03
#> [277,] 0.023974665 0.0093030234 -2.384900e-02
#> [278,] 0.022262000 -0.0292590919 1.529626e-02
#> [279,] 0.037689288 0.0226993946 3.012176e-02
#> [280,] 0.020446974 -0.0119340257 -4.786997e-02
#> [281,] 0.021901253 0.0438817472 1.207795e-02
#> [282,] 0.028818390 0.0445912431 -3.640254e-02
#> [283,] 0.023504593 0.0675230539 3.551931e-02
#> [284,] 0.044345529 -0.0061466307 -4.732610e-02
#> [285,] 0.032842405 -0.0517945481 5.495448e-02
#> [286,] 0.023974665 0.0093030234 -2.384900e-02
#> [287,] 0.026083803 0.0329386587 3.009085e-02
#> [288,] 0.017712386 -0.0235866102 1.862342e-02
#> [289,] 0.013238882 -0.0143985001 -2.442293e-03
#> [290,] 0.033685856 -0.0263325258 -5.031226e-02
#> [291,] 0.024553414 -0.0263927426 -5.464195e-03
#> [292,] 0.037610020 -0.0200219567 6.679382e-02
#> [293,] 0.021977362 0.0473973756 -1.231492e-02
#> [294,] 0.042268958 -0.0107736298 8.800361e-04
#> [295,] 0.028659854 -0.0408514596 3.694158e-02
#> [296,] 0.028663013 -0.0016457366 2.466239e-02
#> [297,] 0.006841028 -0.0028061325 -2.408761e-02
#> [298,] 0.018003340 -0.0218316317 2.167623e-02
#> [299,] 0.024708792 0.0198442371 -6.652913e-02
#> [300,] 0.035867946 -0.0383869852 -8.486098e-03
#> [301,] 0.026477765 -0.0287970002 -4.884585e-03
#> [302,] 0.015500240 0.0162683919 2.711814e-03
#> [303,] 0.048739765 -0.0580560921 1.041167e-02
#> [304,] 0.004185708 0.0282626344 5.733716e-03
#> [305,] 0.047000848 -0.0372153976 -7.714743e-02
#> [306,] 0.019973744 0.0070802818 2.377753e-02
#> [307,] 0.067770854 0.0186550719 2.486527e-02
#> [308,] 0.059769659 0.0066061328 -2.022141e-02
#> [309,] 0.021974204 0.0081916526 -3.573635e-05
#> [310,] 0.011238422 -0.0155098709 2.137097e-02
#> [311,] 0.081605129 0.0200740637 -7.209570e-02
#> [312,] 0.035580150 -0.0009362407 -2.381809e-02
#> [313,] 0.018155559 -0.0148003750 -2.710952e-02
#> [314,] 0.019685948 0.0445310263 8.445530e-03
#> [315,] 0.038023784 0.0089613653 -9.336429e-02
#> [316,] 0.024189509 0.0075423735 3.596681e-03
#> [317,] 0.004473504 -0.0091881101 2.106571e-02
#> [318,] 0.042268958 -0.0107736298 8.800361e-04
#> [319,] 0.017712386 -0.0235866102 1.862342e-02
#> [320,] 0.037031271 0.0156738093 4.840901e-02
#> [321,] 0.031103488 -0.0309538536 -3.260462e-02
#> [322,] 0.019973744 0.0070802818 2.377753e-02
#> [323,] 0.019973744 0.0070802818 2.377753e-02
#> [324,] 0.000000000 0.0000000000 0.000000e+00
#> [325,] 0.026450866 0.0382092655 8.750788e-03
#> [326,] 0.038298094 -0.0407969142 2.259200e-02
#> [327,] 0.010659673 0.0201858951 2.986166e-03
#> [328,] 0.062352027 0.0112274606 -3.792906e-02
#> [329,] 0.006841028 -0.0028061325 -2.408761e-02
#> [330,] 0.028448169 0.0001149133 -2.783286e-03
#> [331,] 0.030081566 -0.0040443228 -5.256484e-03
#> [332,] 0.050925012 -0.0309048285 3.995865e-02
#> [333,] 0.028815232 0.0053855201 -2.412335e-02
#> [334,] 0.048425071 0.0464009181 8.715051e-03
#> [335,] 0.020079910 -0.0172046326 -2.652991e-02
#> [336,] 0.048425071 0.0464009181 8.715051e-03
#> [337,] 0.031103488 -0.0309538536 -3.260462e-02
#> [338,] 0.035583308 0.0382694823 -3.609728e-02
#> [339,] 0.015133177 0.0109977851 2.405188e-02
#> [340,] 0.031394442 -0.0291988751 -2.955181e-02
#> [341,] 0.048161015 -0.0223603261 -7.973129e-03
#> [342,] 0.031103488 -0.0309538536 -3.260462e-02
#> [343,] 0.037900974 -0.0182669782 6.984662e-02
#> [344,] 0.024265618 0.0110580019 -2.079619e-02
#> [345,] 0.021686409 0.0456423971 -1.536773e-02
#> [346,] 0.021974204 0.0081916526 -3.573635e-05
#> [347,] 0.038083250 -0.0390362643 -4.853680e-03
#> [348,] 0.017421433 -0.0253415887 1.557061e-02
#> [349,] 0.035656260 0.0025793877 -4.821097e-02
#> [350,] 0.030560465 0.0629562716 3.887738e-02
#> [351,] 0.036922594 -0.0068504552 -2.934410e-02
#> [352,] 0.026629984 -0.0217657435 -5.367033e-02
#> [353,] 0.011026736 0.0254565020 -1.835390e-02
#> [354,] 0.022341268 0.0134622594 -2.137580e-02
#> [355,] 0.043584503 0.0503184214 8.989404e-03
#> [356,] 0.052822465 0.0336971797 5.417363e-02
#> [357,] 0.022262000 -0.0292590919 1.529626e-02
#> [358,] 0.024477304 -0.0299083710 1.892868e-02
#> [359,] 0.023898555 0.0057873950 5.438736e-04
#> [360,] 0.033503580 -0.0055632398 2.438804e-02
#> [361,] 0.035504040 -0.0044518690 5.747786e-04
#> [362,] 0.026768718 -0.0270420217 -1.831778e-03
#> [363,] 0.017788496 -0.0200709818 -5.769453e-03
#> [364,] 0.024262460 -0.0281477211 -8.517003e-03
#> [365,] 0.022189048 0.0064310027 2.740994e-02
#> [366,] 0.030345621 0.0647169215 1.143170e-02
#> [367,] 0.015711926 -0.0246979810 4.243668e-02
#> [368,] 0.031103488 -0.0309538536 -3.260462e-02
#> [369,] 0.041399255 0.0231671577 -2.055757e-02
#> [370,] 0.018079450 -0.0183160033 -2.716645e-03
#> [371,] 0.042133382 0.0337083714 -6.323770e-02
#> [372,] 0.023898555 0.0057873950 5.438736e-04
#> [373,] 0.023792389 0.0300723094 5.085131e-02
#> [374,] 0.030448629 0.0012262841 -2.659655e-02
#> [375,] 0.020370864 -0.0154496541 -2.347710e-02
#> [376,] 0.021610299 0.0421267688 9.025140e-03
#> [377,] 0.057769198 0.0054947621 3.591850e-03
#> [378,] 0.008947008 -0.0183762201 4.213142e-02
#> [379,] 0.019894476 -0.0356410695 6.044959e-02
#> [380,] 0.028556846 0.0226391778 7.496983e-02
#> [381,] 0.035791836 -0.0419026135 1.590677e-02
#> [382,] 0.049186096 -0.0100641339 -4.760045e-02
#> [383,] 0.011238422 -0.0155098709 2.137097e-02
#> [384,] 0.028735964 -0.0373358312 1.254871e-02
#> [385,] 0.032633877 0.0283775477 2.950430e-03
#> [386,] 0.026371598 -0.0045120858 4.542285e-02
#> [387,] 0.024080184 -0.0073784351 6.618330e-02
#> [388,] 0.033318792 -0.0316031327 -2.897220e-02
#> [389,] 0.024844368 -0.0246377642 -2.411388e-03
#> [390,] 0.015133177 0.0109977851 2.405188e-02
#> [391,] 0.004185708 0.0282626344 5.733716e-03
#> [392,] 0.031030536 0.0047362410 -2.049093e-02
#> [393,] 0.034846023 -0.0114774543 1.886204e-02
#> [394,] 0.029026918 -0.0355808527 1.560152e-02
#> [395,] 0.027026457 -0.0366922235 3.941478e-02
#> [396,] 0.031318332 -0.0327145035 -5.158938e-03
#> [397,] 0.044266261 -0.0488679821 -1.065404e-02
#> [398,] 0.024189509 0.0075423735 3.596681e-03
#> [399,] 0.011238422 -0.0155098709 2.137097e-02
#> [400,] 0.038053194 -0.0112357215 2.106088e-02
#> [401,] 0.033838076 -0.0193012691 -9.909801e-02
#> [402,] 0.039501803 -0.0414348505 -3.477256e-02
#> [403,] 0.038235470 -0.0320050076 -5.363942e-02
#> [404,] 0.026553874 -0.0252813719 -2.927746e-02
#> [405,] 0.017424591 0.0138641343 3.291424e-03
#> [406,] 0.026083803 0.0329386587 3.009085e-02
#> [407,] 0.031533176 -0.0344751533 2.228674e-02
#> [408,] 0.037477602 0.0636657675 -9.603110e-03
#> [409,] 0.024265618 0.0110580019 -2.079619e-02
#> [410,] 0.029182296 0.0106561270 -4.546341e-02
#> [411,] 0.004473504 -0.0091881101 2.106571e-02
#> [412,] 0.029026918 -0.0355808527 1.560152e-02
#> [413,] 0.021607141 0.0029210458 2.130433e-02
#> [414,] 0.017867764 0.0226503695 -4.244151e-02
#> [415,] 0.037501343 -0.0425462212 -1.095930e-02
#> [416,] 0.032848721 0.0266168979 3.039611e-02
#> [417,] 0.043684353 -0.0523779390 -1.675965e-02
#> [418,] 0.030633417 0.0272661770 2.676369e-02
#> [419,] 0.012844921 0.0473371588 3.253314e-02
#> [420,] 0.053004741 0.0129278936 -2.052667e-02
#> [421,] 0.017791654 0.0191347412 -1.804864e-02
#> [422,] 0.011314532 -0.0119942425 -3.021903e-03
#> [423,] 0.011026736 0.0254565020 -1.835390e-02
#> [424,] 0.030951269 -0.0379851103 1.618113e-02
#> [425,] 0.021898095 0.0046760242 2.435714e-02
#> [426,] 0.020079910 -0.0172046326 -2.652991e-02
#> [427,] 0.039107841 0.0203008084 2.028797e-04
#> [428,] 0.033579690 -0.0020476114 -4.831265e-06
#> [429,] 0.031470552 -0.0256832467 -5.394468e-02
#> [430,] 0.041905053 0.0231614863 9.940913e-03
#> [431,] 0.000000000 0.0000000000 0.000000e+00
#> [432,] 0.029208547 -0.0487466828 8.124094e-02
#> [433,] 0.024920477 -0.0211221358 -2.680426e-02
#> [434,] 0.047981897 0.0376146829 5.444799e-02
#> [435,] 0.057948316 -0.0544802470 -5.882927e-02
#> [436,] 0.018003340 -0.0218316317 2.167623e-02
#> [437,] 0.049030718 -0.0563011136 1.346448e-02
#> [438,] 0.019973744 0.0070802818 2.377753e-02
#> [439,] 0.030345621 0.0647169215 1.143170e-02
#> [440,] 0.028735964 -0.0373358312 1.254871e-02
#> [441,] 0.037319067 -0.0217769352 6.374101e-02
#> [442,] 0.004185708 0.0282626344 5.733716e-03
#> [443,] 0.034634338 0.0294889185 -2.086283e-02
#> [444,] 0.023895397 -0.0334183280 1.282306e-02
#> [445,] 0.027135782 -0.0217714149 -2.317184e-02
#> [446,] 0.017424591 0.0138641343 3.291424e-03
#> [447,] 0.022053472 0.0509130040 -3.670780e-02
#> [448,] 0.035500882 -0.0436575920 1.285397e-02
#> [449,] 0.039901434 -0.0171556075 4.603336e-02
#> [450,] 0.022341268 0.0134622594 -2.137580e-02
#> [451,] 0.015424130 0.0127527635 2.710469e-02
#> [452,] 0.060348408 -0.0290896332 -1.836609e-03
#> [453,] 0.017421433 -0.0253415887 1.557061e-02
#> [454,] 0.037765398 0.0262150230 5.728885e-03
#> [455,] 0.042268958 -0.0107736298 8.800361e-04
#> [456,] 0.044924278 -0.0418423967 -2.894129e-02
#> [457,] 0.013314992 -0.0108828718 -2.683516e-02
#> [458,] 0.037580611 0.0001751301 -4.763136e-02
#> [459,] 0.040420717 -0.0048537439 -2.409245e-02
#> [460,] 0.020079910 -0.0172046326 -2.652991e-02
#> [461,] 0.022341268 0.0134622594 -2.137580e-02
#> [462,] 0.006841028 -0.0028061325 -2.408761e-02
#> [463,] 0.026086961 0.0721443817 1.781166e-02
#> [464,] 0.041898737 -0.0552499597 3.449929e-02
#> [465,] 0.021898095 0.0046760242 2.435714e-02
#> [466,] 0.031318332 -0.0327145035 -5.158938e-03
#> [467,] 0.045584964 0.0514297921 -1.482386e-02
#> [468,] 0.027793310 0.0322950510 3.224782e-03
#> [469,] 0.024553414 -0.0263927426 -5.464195e-03
#> [470,] 0.021607141 0.0029210458 2.130433e-02
#> [471,] 0.004473504 -0.0091881101 2.106571e-02
#> [472,] 0.044163253 0.0146226553 2.737421e-02
#> [473,] 0.026368440 -0.0437178088 5.770204e-02
#> [474,] 0.041687051 -0.0142835868 -5.225579e-03
#> [475,] 0.015424130 0.0127527635 2.710469e-02
#> [476,] 0.004473504 -0.0091881101 2.106571e-02
#> [477,] 0.022053472 0.0509130040 -3.670780e-02
#> [478,] 0.013529836 -0.0126435216 6.105150e-04
#> [479,] 0.012844921 0.0473371588 3.253314e-02
#> [480,] 0.031103488 -0.0309538536 -3.260462e-02
#> [481,] 0.028269051 0.0600899223 5.963783e-02
#> [482,] 0.037110539 0.0583951607 1.173695e-02
#> [483,] 0.037504501 -0.0033404983 -2.323848e-02
#> [484,] 0.012844921 0.0473371588 3.253314e-02
#> [485,] 0.035289196 -0.0026912191 -2.687090e-02
#> [486,] 0.037871564 0.0019301086 -4.457855e-02
#> [487,] 0.019318885 0.0392604195 2.978559e-02
#> [488,] 0.030663473 -0.0005343658 8.491311e-04
#> [489,] 0.030663473 -0.0005343658 8.491311e-04
#> [490,] 0.017421433 -0.0253415887 1.557061e-02
#> [491,] 0.010947468 -0.0172648494 1.831816e-02
#> [492,] 0.013605946 -0.0091278933 -2.378236e-02
#> [493,] 0.030924370 0.0290211554 2.981650e-02
#> [494,] 0.008371417 0.0565252689 1.146743e-02
#> [495,] 0.019788956 -0.0189596110 -2.958271e-02
#> [496,] 0.037762240 -0.0129907000 1.800807e-02
#> [497,] 0.042268958 -0.0107736298 8.800361e-04
#> [498,] 0.035504040 -0.0044518690 5.747786e-04
#> [499,] 0.017791654 0.0191347412 -1.804864e-02
#> [500,] 0.023507751 0.1067287769 2.324012e-02
#> [501,] 0.044665892 -0.0245887391 7.015188e-02
#> [502,] 0.020446974 -0.0119340257 -4.786997e-02
#> [503,] 0.032633877 0.0283775477 2.950430e-03
#> [504,] 0.031473710 0.0135224762 -6.622387e-02
#> [505,] 0.030372519 -0.0022893443 -2.203677e-03
#> [506,] 0.037401493 0.0601501391 1.478976e-02
#> [507,] 0.035500882 -0.0436575920 1.285397e-02
#> [508,] 0.011314532 -0.0119942425 -3.021903e-03
#> [509,] 0.028739122 0.0018698918 2.695211e-04
#> [510,] 0.028663013 -0.0016457366 2.466239e-02
#> [511,] 0.017788496 -0.0200709818 -5.769453e-03
#> [512,] 0.038159360 -0.0355206359 -2.924655e-02
#> [513,] 0.044454206 0.0163776338 3.042701e-02
#> [514,] 0.028735964 -0.0373358312 1.254871e-02
#> [515,] 0.015212444 0.0537191364 -1.262018e-02
#> [516,] 0.037610020 -0.0200219567 6.679382e-02
#> [517,] 0.043581345 0.0111126984 2.126859e-02
#> [518,] 0.004185708 0.0282626344 5.733716e-03
#> [519,] 0.024553414 -0.0263927426 -5.464195e-03
#> [520,] 0.000000000 0.0000000000 0.000000e+00
#> [521,] 0.039107841 0.0203008084 2.028797e-04
#> [522,] 0.033212626 -0.0073182183 2.133523e-02
#> [523,] 0.026159913 0.0364542870 5.697980e-03
#> [524,] 0.039686591 -0.0153949576 1.858768e-02
#> [525,] 0.006841028 -0.0028061325 -2.408761e-02
#> [526,] 0.026163071 0.0756600100 -6.581208e-03
#> [527,] 0.039769017 0.0665321167 -3.036356e-02
#> [528,] 0.033318792 -0.0316031327 -2.897220e-02
#> [529,] 0.031242222 -0.0362301318 1.923393e-02
#> [530,] 0.035794994 -0.0026968906 3.627586e-03
#> [531,] 0.028372059 -0.0034007151 2.160959e-02
#> [532,] 0.016742833 0.1130505377 2.293487e-02
#> [533,] 0.057845308 0.0090103904 -2.080102e-02
#> [534,] 0.023792389 0.0300723094 5.085131e-02
#> [535,] 0.019788956 -0.0189596110 -2.958271e-02
#> [536,] 0.083922795 -0.0364623969 3.384821e-02
#> [537,] 0.017318424 0.0381490487 5.359886e-02
#> [538,] 0.017791654 0.0191347412 -1.804864e-02
#> [539,] 0.020370864 -0.0154496541 -2.347710e-02
#> [540,] 0.033500422 -0.0447689628 3.666723e-02
#> [541,] 0.028663013 -0.0016457366 2.466239e-02
#> [542,] 0.038264879 -0.0522020944 6.078575e-02
#> [543,] 0.037871564 0.0019301086 -4.457855e-02
#> [544,] 0.048822191 0.0238709822 -3.853957e-02
#> [545,] 0.047321211 -0.0556575059 4.033055e-02
#> [546,] 0.017715544 0.0156191128 6.344231e-03
#> [547,] 0.035216245 0.0329988755 -1.475722e-02
#> [548,] 0.033291894 0.0354031331 -1.533683e-02
#> [549,] 0.035735528 0.0453007390 -8.488302e-02
#> [550,] 0.049030718 -0.0563011136 1.346448e-02
#> [551,] 0.020294754 -0.0189652825 9.157725e-04
#> [552,] 0.015500240 0.0162683919 2.711814e-03
#> [553,] 0.064683178 -0.0330014650 -3.260945e-02
#> [554,] 0.033291894 0.0354031331 -1.533683e-02
#> [555,] 0.041396097 -0.0160385653 -8.278387e-03
#> [556,] 0.026083803 0.0329386587 3.009085e-02
#> [557,] 0.013314992 -0.0108828718 -2.683516e-02
#> [558,] 0.024920477 -0.0211221358 -2.680426e-02
#> [559,] 0.032924831 0.0301325262 6.003238e-03
#> [560,] 0.030554149 -0.0154551744 6.343575e-02
#> [561,] 0.043875457 0.0520733998 1.204221e-02
#> [562,] 0.023795547 0.0692780324 3.857212e-02
#> [563,] 0.018003340 -0.0218316317 2.167623e-02
#> [564,] 0.024553414 -0.0263927426 -5.464195e-03
#> [565,] 0.031136056 -0.0119452174 6.954137e-02
#> [566,] 0.028663013 -0.0016457366 2.466239e-02
#> [567,] 0.012844921 0.0473371588 3.253314e-02
#> [568,] 0.037947674 0.0054457369 -6.897142e-02
#> [569,] 0.011314532 -0.0119942425 -3.021903e-03
#> [570,] 0.053735710 -0.0157366157 -5.092761e-02
#> [571,] 0.053031639 -0.0540783721 -3.416204e-02
#> [572,] 0.069222464 -0.0117757587 5.240850e-02
#> [573,] 0.042268958 -0.0107736298 8.800361e-04
#> [574,] 0.026844828 -0.0235263934 -2.622465e-02
#> [575,] 0.026814772 0.0042741494 -3.100888e-04
#> [576,] 0.004473504 -0.0091881101 2.106571e-02
#> [577,] 0.037137437 -0.0086111051 -1.898419e-03
#> [578,] 0.000000000 0.0000000000 0.000000e+00
#> [579,] 0.039474905 0.0255714153 -2.113718e-02
#> [580,] 0.024265618 0.0110580019 -2.079619e-02
#> [581,] 0.032924831 0.0301325262 6.003238e-03
#> [582,] 0.019606680 0.0018096750 4.511759e-02
#> [583,] 0.019685948 0.0445310263 8.445530e-03
#> [584,] 0.006764918 -0.0063217608 3.052575e-04
#> [585,] 0.050819493 -0.0142233700 -5.007365e-02
#> [586,] 0.006473964 -0.0080767393 -2.747550e-03
#> [587,] 0.046375399 -0.0252323468 4.328581e-02
#> [588,] 0.006841028 -0.0028061325 -2.408761e-02
#> [589,] 0.031837615 -0.0204126399 -7.528475e-02
#> [590,] 0.017424591 0.0138641343 3.291424e-03
#> [591,] 0.024553414 -0.0263927426 -5.464195e-03
#> [592,] 0.020446974 -0.0119340257 -4.786997e-02
#> [593,] 0.031030536 0.0047362410 -2.049093e-02
#> [594,] 0.041610941 -0.0177992152 1.916729e-02
#> [595,] 0.046636296 0.0043231745 7.225318e-02
#> [596,] 0.052710629 -0.0280328078 -1.130029e-02
#> [597,] 0.013238882 -0.0143985001 -2.442293e-03
#> [598,] 0.023974665 0.0093030234 -2.384900e-02
#> [599,] 0.055739328 0.0245804781 -8.702006e-02
#> [600,] 0.017500700 0.0173797627 -2.110145e-02
#> [601,] 0.041610941 -0.0177992152 1.916729e-02
#> [602,] 0.027135782 -0.0217714149 -2.317184e-02
#> [603,] 0.027978097 0.0583349439 5.658502e-02
#> [604,] 0.015133177 0.0109977851 2.405188e-02
#> [605,] 0.040420717 -0.0048537439 -2.409245e-02
#> [606,] 0.017715544 0.0156191128 6.344231e-03
#> [607,] 0.006764918 -0.0063217608 3.052575e-04
#> [608,] 0.021974204 0.0081916526 -3.573635e-05
#> [609,] 0.013132716 0.0098864143 4.786514e-02
#> [610,] 0.015424130 0.0127527635 2.710469e-02
#> [611,] 0.019421893 -0.0242302179 -8.242650e-03
#> [612,] 0.022185890 -0.0327747203 3.968913e-02
#> [613,] 0.015133177 0.0109977851 2.405188e-02
#> [614,] 0.046924738 -0.0407310260 -5.275456e-02
#> [615,] 0.024447248 -0.0021078282 4.484324e-02
#> [616,] 0.017424591 0.0138641343 3.291424e-03
#> [617,] 0.026159913 0.0364542870 5.697980e-03
#> [618,] 0.038314737 0.0107163438 -9.031148e-02
#> [619,] 0.037613178 0.0191837663 5.451463e-02
#> [620,] 0.022053472 0.0509130040 -3.670780e-02
#> [621,] 0.015500240 0.0162683919 2.711814e-03
#> [622,] 0.015212444 0.0537191364 -1.262018e-02
#> [623,] 0.046818572 -0.0164461116 -2.447124e-03
#> [624,] 0.028844642 -0.0148115667 9.030182e-02
#> [625,] 0.035397874 0.0198330454 5.088221e-02
#> [626,] 0.035368464 0.0400301322 -6.354296e-02
#> [627,] 0.026553874 -0.0252813719 -2.927746e-02
#> [628,] 0.026768718 -0.0270420217 -1.831778e-03
#> [629,] 0.010950626 0.0219408736 6.038974e-03
#> [630,] 0.035794994 -0.0026968906 3.627586e-03
#> [631,] 0.030739583 0.0029812626 -2.354374e-02
#> [632,] 0.015133177 0.0109977851 2.405188e-02
#> [633,] 0.019685948 0.0445310263 8.445530e-03
#> [634,] 0.044269419 -0.0096622591 -2.293323e-02
#> [635,] 0.024920477 -0.0211221358 -2.680426e-02
#> [636,] 0.013605946 -0.0091278933 -2.378236e-02
#> [637,] 0.030845102 -0.0137001959 6.648856e-02
#> [638,] 0.035213087 -0.0062068475 -2.478029e-03
#> [639,] 0.017133637 0.0121091558 2.386161e-04
#> [640,] 0.036740317 0.0139188308 4.535621e-02
#> [641,] 0.055947856 -0.0555916177 -3.501600e-02
#> [642,] 0.022185890 -0.0327747203 3.968913e-02
#> [643,] 0.035289196 -0.0026912191 -2.687090e-02
#> [644,] 0.006764918 -0.0063217608 3.052575e-04
#> [645,] 0.031609286 -0.0309595250 -2.106130e-03
#> [646,] 0.033609746 -0.0298481542 -2.591939e-02
#> [647,] 0.026553874 -0.0252813719 -2.927746e-02
#> [648,] 0.019712847 -0.0224752394 -5.189843e-03
#> [649,] 0.026080645 -0.0062670643 4.237004e-02
#> [650,] 0.021898095 0.0046760242 2.435714e-02
#> [651,] 0.028375217 0.0358050079 9.330398e-03
#> [652,] 0.017424591 0.0138641343 3.291424e-03
#> [653,] 0.017424591 0.0138641343 3.291424e-03
#> [654,] 0.035292355 0.0365145038 -3.915009e-02
#> [655,] 0.026920938 -0.0200107650 -5.061752e-02
#> [656,] 0.017791654 0.0191347412 -1.804864e-02
#> [657,] 0.022262000 -0.0292590919 1.529626e-02
#> [658,] 0.037319067 -0.0217769352 6.374101e-02
#> [659,] 0.011314532 -0.0119942425 -3.021903e-03
#> [660,] 0.029026918 -0.0355808527 1.560152e-02
#> [661,] 0.037425233 -0.0460618496 1.343358e-02
#> [662,] 0.035431089 0.0312382256 1.268846e-02
#> [663,] 0.024480462 0.0092973520 6.649489e-03
#> [664,] 0.028084263 0.0340500295 6.277590e-03
#> [665,] 0.035213087 -0.0062068475 -2.478029e-03
#> [666,] 0.022189048 0.0064310027 2.740994e-02
#> [667,] 0.024477304 -0.0299083710 1.892868e-02
#> [668,] 0.031212166 -0.0084295891 4.514849e-02
#> [669,] 0.034846023 -0.0114774543 1.886204e-02
#> [670,] 0.006841028 -0.0028061325 -2.408761e-02
#> [671,] 0.050640375 0.0457516390 1.234747e-02
#> [672,] 0.031212166 -0.0084295891 4.514849e-02
#> [673,] 0.018079450 -0.0183160033 -2.716645e-03
#> [674,] 0.017791654 0.0191347412 -1.804864e-02
#> [675,] 0.021974204 0.0081916526 -3.573635e-05
#> [676,] 0.031318332 -0.0327145035 -5.158938e-03
#> [677,] 0.028451327 0.0393206363 -1.506247e-02
#> [678,] 0.008947008 -0.0183762201 4.213142e-02
#> [679,] 0.029317872 -0.0338258742 1.865432e-02
#> [680,] 0.021610299 0.0421267688 9.025140e-03
#> [681,] 0.031394442 -0.0291988751 -2.955181e-02
#> [682,] 0.045690483 0.0347483337 7.520844e-02
#> [683,] 0.018079450 -0.0183160033 -2.716645e-03
#> [684,] 0.019606680 0.0018096750 4.511759e-02
#> [685,] 0.037110539 0.0583951607 1.173695e-02
#> [686,] 0.056511850 0.1795826545 -7.428699e-03
#> [687,] 0.034052919 -0.0210619190 -7.165233e-02
#> [688,] 0.026368440 -0.0437178088 5.770204e-02
#> [689,] 0.024265618 0.0110580019 -2.079619e-02
#> [690,] 0.024341728 0.0145736302 -4.518906e-02
#> [691,] 0.022265158 0.0099466311 3.017071e-03
#> [692,] 0.048997504 -0.0677062939 5.165823e-02
#> [693,] 0.033080208 0.0763695059 -5.506169e-02
#> [694,] 0.042268958 -0.0107736298 8.800361e-04
#> [695,] 0.066971434 -0.0693408388 -4.109072e-02
#> [696,] 0.017424591 0.0138641343 3.291424e-03
#> [697,] 0.017712386 -0.0235866102 1.862342e-02
#> [698,] 0.039901434 -0.0171556075 4.603336e-02
#> [699,] 0.028663013 -0.0016457366 2.466239e-02
#> [700,] 0.038159360 -0.0355206359 -2.924655e-02
#> [701,] 0.020003800 -0.0207202609 -2.137035e-03
#> [702,] 0.031242222 -0.0362301318 1.923393e-02
#> [703,] 0.028739122 0.0018698918 2.695211e-04
#> [704,] 0.037401493 0.0601501391 1.478976e-02
#> [705,] 0.047406306 0.1125161719 2.378400e-02
#> [706,] 0.026738662 0.0007585210 2.408278e-02
#> [707,] 0.024367980 -0.0448291796 8.151530e-02
#> [708,] 0.024262460 -0.0281477211 -8.517003e-03
#> [709,] 0.012947929 -0.0161534786 -5.495100e-03
#> [710,] 0.026447708 -0.0009964575 2.102998e-02
#> [711,] 0.017788496 -0.0200709818 -5.769453e-03
#> [712,] 0.014845381 0.0484485296 8.719883e-03
#> [713,] 0.041220138 0.0831421667 4.186354e-02
#> [714,] 0.030951269 -0.0379851103 1.618113e-02
#> [715,] 0.030951269 -0.0379851103 1.618113e-02
#> [716,] 0.022265158 0.0099466311 3.017071e-03
#> [717,] 0.032713145 0.0710988991 -3.372163e-02
#> [718,] 0.023504593 0.0675230539 3.551931e-02
#> [719,] 0.033212626 -0.0073182183 2.133523e-02
#> [720,] 0.020446974 -0.0119340257 -4.786997e-02
#> [721,] 0.017791654 0.0191347412 -1.804864e-02
#> [722,] 0.011026736 0.0254565020 -1.835390e-02
#> [723,] 0.026768718 -0.0270420217 -1.831778e-03
#> [724,] 0.033368004 0.0389187614 -3.972970e-02
#> [725,] 0.015788036 -0.0211823526 1.804381e-02
#> [726,] 0.024708792 0.0198442371 -6.652913e-02
#> [727,] 0.030815693 0.0064968909 -4.793661e-02
#> [728,] 0.035504040 -0.0044518690 5.747786e-04
#> [729,] 0.013314992 -0.0108828718 -2.683516e-02
#> [730,] 0.045899658 -0.0530272181 -1.312724e-02
#> [731,] 0.019712847 -0.0224752394 -5.189843e-03
#> [732,] 0.029103028 -0.0320652244 -8.791355e-03
#> [733,] 0.004473504 -0.0091881101 2.106571e-02
#> [734,] 0.015711926 -0.0246979810 4.243668e-02
#> [735,] 0.015711926 -0.0246979810 4.243668e-02
#> [736,] 0.013238882 -0.0143985001 -2.442293e-03
#> [737,] 0.004473504 -0.0091881101 2.106571e-02
#> [738,] 0.026374757 0.0346936372 3.314366e-02
#> [739,] 0.035427931 -0.0079674974 2.496765e-02
#> [740,] 0.040159820 -0.0344092651 -5.305981e-02
#> [741,] 0.004185708 0.0282626344 5.733716e-03
#> [742,] 0.013529836 -0.0126435216 6.105150e-04
#> [743,] 0.050710169 -0.0291441786 1.251297e-02
#> [744,] 0.053140317 -0.0315541076 4.359107e-02
#> [745,] 0.028448169 0.0001149133 -2.783286e-03
#> [746,] 0.037325383 0.0566345108 3.918263e-02
#> [747,] 0.037504501 -0.0033404983 -2.323848e-02
#> [748,] 0.013682056 -0.0056122649 -4.817523e-02
#> [749,] 0.028663013 -0.0016457366 2.466239e-02
#> [750,] 0.027102567 -0.0331765951 1.502191e-02
#> [751,] 0.020523083 -0.0084183974 -7.226284e-02
#> [752,] 0.008947008 -0.0183762201 4.213142e-02
#> [753,] 0.028663013 -0.0016457366 2.466239e-02
#> [754,] 0.017788496 -0.0200709818 -5.769453e-03
#> [755,] 0.041610941 -0.0177992152 1.916729e-02
#> [756,] 0.028448169 0.0001149133 -2.783286e-03
#> [757,] 0.017133637 0.0121091558 2.386161e-04
#> [758,] 0.010659673 0.0201858951 2.986166e-03
#> [759,] 0.050925012 -0.0309048285 3.995865e-02
#> [760,] 0.042526697 -0.0204238316 4.212659e-02
#> [761,] 0.024708792 0.0198442371 -6.652913e-02
#> [762,] 0.004473504 -0.0091881101 2.106571e-02
#> [763,] 0.039977544 -0.0136399791 2.164049e-02
#> [764,] 0.011314532 -0.0119942425 -3.021903e-03
#> [765,] 0.022552954 -0.0275041134 1.834907e-02
#> [766,] 0.073669227 0.0854798216 -8.546268e-03
#> [767,] 0.048451969 -0.0206053476 -4.920322e-03
#> [768,] 0.041690209 0.0249221362 -1.750477e-02
#> [769,] 0.060288942 0.0189079964 -9.034722e-02
#> [770,] 0.018079450 -0.0183160033 -2.716645e-03
#> [771,] 0.024553414 -0.0263927426 -5.464195e-03
#> [772,] 0.006764918 -0.0063217608 3.052575e-04
#> [773,] 0.020079910 -0.0172046326 -2.652991e-02
#> [774,] 0.040235930 -0.0308936368 -7.745269e-02
#> [775,] 0.015133177 0.0109977851 2.405188e-02
#> [776,] 0.019609839 0.0410153980 3.283840e-02
#> [777,] 0.032924831 0.0301325262 6.003238e-03
#> [778,] 0.018155559 -0.0148003750 -2.710952e-02
#> [779,] 0.029317872 -0.0338258742 1.865432e-02
#> [780,] 0.015133177 0.0109977851 2.405188e-02
#> [781,] 0.031182756 0.0117674978 -6.927668e-02
#> [782,] 0.017421433 -0.0253415887 1.557061e-02
#> [783,] 0.028448169 0.0001149133 -2.783286e-03
#> [784,] 0.024265618 0.0110580019 -2.079619e-02
#> [785,] 0.011026736 0.0254565020 -1.835390e-02
#> [786,] 0.058087050 -0.0597565252 -6.990715e-03
#> [787,] 0.042086682 0.0099956562 7.558034e-02
#> [788,] 0.018079450 -0.0183160033 -2.716645e-03
#> [789,] 0.021977362 0.0473973756 -1.231492e-02
#> [790,] 0.071081032 -0.0445938327 -1.096413e-02
#> [791,] 0.022265158 0.0099466311 3.017071e-03
#> [792,] 0.024556572 0.0128129803 -1.774338e-02
#> [793,] 0.015711926 -0.0246979810 4.243668e-02
#> [794,] 0.013605946 -0.0091278933 -2.378236e-02
#> [795,] 0.036822743 0.0958459052 -3.595042e-03
#> [796,] 0.043978465 -0.0114172375 -2.598603e-02
#> [797,] 0.038264879 -0.0522020944 6.078575e-02
#> [798,] 0.000000000 0.0000000000 0.000000e+00
#> [799,] 0.047978739 -0.0015910401 6.672718e-02
#> [800,] 0.046375399 -0.0252323468 4.328581e-02
#> [801,] 0.042238902 0.0170269129 2.679460e-02
#> [802,] 0.008371417 0.0565252689 1.146743e-02
#> [803,] 0.030736425 -0.0362244604 -1.126455e-02
#> [804,] 0.017712386 -0.0235866102 1.862342e-02
#> [805,] 0.024159452 0.0353429163 2.951124e-02
#> [806,] 0.026450866 0.0382092655 8.750788e-03
#> [807,] 0.014845381 0.0484485296 8.719883e-03
#> [808,] 0.032848721 0.0266168979 3.039611e-02
#> [809,] 0.026374757 0.0346936372 3.314366e-02
#> [810,] 0.018155559 -0.0148003750 -2.710952e-02
#> [811,] 0.020079910 -0.0172046326 -2.652991e-02
#> [812,] 0.048742923 -0.0188503691 -1.867514e-03
#> [813,] 0.026450866 0.0382092655 8.750788e-03
#> [814,] 0.017500700 0.0173797627 -2.110145e-02
#> [815,] 0.021610299 0.0421267688 9.025140e-03
#> [816,] 0.024341728 0.0145736302 -4.518906e-02
#> [817,] 0.004473504 -0.0091881101 2.106571e-02
#> [818,] 0.041005294 0.0849028166 1.441786e-02
#> [819,] 0.022552954 -0.0275041134 1.834907e-02
#> [820,] 0.055002043 -0.0251664586 -3.206074e-02
#> [821,] 0.004185708 0.0282626344 5.733716e-03
#> [822,] 0.055216887 -0.0269271084 -4.615064e-03
#> [823,] 0.011238422 -0.0155098709 2.137097e-02
#> [824,] 0.019318885 0.0392604195 2.978559e-02
#> [825,] 0.026920938 -0.0200107650 -5.061752e-02
#> [826,] 0.030951269 -0.0379851103 1.618113e-02
#> [827,] 0.026371598 -0.0045120858 4.542285e-02
#> [828,] 0.046606886 0.0245202613 -4.217199e-02
#> [829,] 0.031609286 -0.0309595250 -2.106130e-03
#> [830,] 0.036922594 -0.0068504552 -2.934410e-02
#> [831,] 0.017788496 -0.0200709818 -5.769453e-03
#> [832,] 0.017788496 -0.0200709818 -5.769453e-03
#> [833,] 0.049655521 -0.0606807086 3.337097e-02
#> [834,] 0.039554173 0.0682927666 -5.780924e-02
#> [835,] 0.025872117 0.0739050315 -9.634015e-03
#> [836,] 0.030663473 -0.0005343658 8.491311e-04
#> [837,] 0.022552954 -0.0275041134 1.834907e-02
#> [838,] 0.013238882 -0.0143985001 -2.442293e-03
#> [839,] 0.044345529 -0.0061466307 -4.732610e-02
#> [840,] 0.015212444 0.0537191364 -1.262018e-02
#> [841,] 0.011314532 -0.0119942425 -3.021903e-03
#> [842,] 0.017424591 0.0138641343 3.291424e-03
#> [843,] 0.015420972 -0.0264529594 3.938387e-02
#> [844,] 0.025872117 0.0739050315 -9.634015e-03
#> [845,] 0.054852982 0.0070080077 4.445812e-03
#> [846,] 0.041978005 -0.0125286083 -2.172772e-03
#> [847,] 0.000000000 0.0000000000 0.000000e+00
#> [848,] 0.024189509 0.0075423735 3.596681e-03
#> [849,] 0.032921673 -0.0090731968 1.828243e-02
#> [850,] 0.021898095 0.0046760242 2.435714e-02
#> [851,] 0.010950626 0.0219408736 6.038974e-03
#> [852,] 0.021607141 0.0029210458 2.130433e-02
#> [853,] 0.029241762 -0.0373415026 4.304720e-02
#> [854,] 0.026526976 0.0417248939 -1.564208e-02
#> [855,] 0.013529836 -0.0126435216 6.105150e-04
#> [856,] 0.044160094 -0.0245830677 3.965339e-02
#> [857,] 0.050895603 -0.0107077416 -7.446652e-02
#> [858,] 0.015420972 -0.0264529594 3.938387e-02
#> [859,] 0.013132716 0.0098864143 4.786514e-02
#> [860,] 0.026371598 -0.0045120858 4.542285e-02
#> [861,] 0.039610481 -0.0189105859 4.298055e-02
#> [862,] 0.041216979 0.0439364437 5.414273e-02
#> [863,] 0.026163071 0.0756600100 -6.581208e-03
#> [864,] 0.044894221 -0.0140418540 -3.026734e-03
#> [865,] 0.010659673 0.0201858951 2.986166e-03
#> [866,] 0.049397782 -0.0510305068 -7.875583e-03
#> [867,] 0.018003340 -0.0218316317 2.167623e-02
#> [868,] 0.006841028 -0.0028061325 -2.408761e-02
#> [869,] 0.022185890 -0.0327747203 3.968913e-02
#> [870,] 0.022629063 -0.0239884851 -6.043805e-03
#> [871,] 0.042054114 -0.0090129800 -2.656564e-02
#> [872,] 0.037504501 -0.0033404983 -2.323848e-02
#> [873,] 0.008947008 -0.0183762201 4.213142e-02
#> [874,] 0.017867764 0.0226503695 -4.244151e-02
#> [875,] 0.050848903 -0.0344204568 6.435152e-02
#> [876,] 0.050637217 0.0065459160 2.462666e-02
#> [877,] 0.019609839 0.0410153980 3.283840e-02
#> [878,] 0.053689009 -0.0394493308 8.789043e-02
#> [879,] 0.024265618 0.0110580019 -2.079619e-02
#> [880,] 0.017424591 0.0138641343 3.291424e-03
#> [881,] 0.026553874 -0.0252813719 -2.927746e-02
#> [882,] 0.032633877 0.0283775477 2.950430e-03
#> [883,] 0.024632682 0.0163286087 -4.213625e-02
#> [884,] 0.037580611 0.0001751301 -4.763136e-02
#> [885,] 0.024920477 -0.0211221358 -2.680426e-02
#> [886,] 0.021898095 0.0046760242 2.435714e-02
#> [887,] 0.024262460 -0.0281477211 -8.517003e-03
#> [888,] 0.036455680 0.0905752983 1.774502e-02
#> [889,] 0.008659212 0.0190745244 2.679943e-02
#> [890,] 0.033288736 -0.0038025899 -3.057639e-03
#> [891,] 0.046242981 0.0584553775 -3.311111e-02
#> [892,] 0.021610299 0.0421267688 9.025140e-03
#> [893,] 0.055369107 -0.0198958517 -5.340081e-02
#> [894,] 0.044239362 0.0181382837 2.981335e-03
#> [895,] 0.046745620 0.0192439831 9.666560e-03
#> [896,] 0.022265158 0.0099466311 3.017071e-03
#> [897,] 0.022265158 0.0099466311 3.017071e-03
#> [898,] 0.041763161 -0.0107679584 -2.961845e-02
#> [899,] 0.049106828 -0.0527854853 -1.092839e-02
#> [900,] 0.042054114 -0.0090129800 -2.656564e-02
#> [901,] 0.021974204 0.0081916526 -3.573635e-05
#> [902,] 0.032163805 0.0865975783 6.231874e-02
#> [903,] 0.057613821 -0.0407422177 6.465678e-02
#> [904,] 0.022265158 0.0099466311 3.017071e-03
#> [905,] 0.042054114 -0.0090129800 -2.656564e-02
#> [906,] 0.032633877 0.0283775477 2.950430e-03
#> [907,] 0.019318885 0.0392604195 2.978559e-02
#> [908,] 0.024447248 -0.0021078282 4.484324e-02
#> [909,] 0.011314532 -0.0119942425 -3.021903e-03
#> [910,] 0.013605946 -0.0091278933 -2.378236e-02
#> [911,] 0.024262460 -0.0281477211 -8.517003e-03
#> [912,] 0.020370864 -0.0154496541 -2.347710e-02
#> [913,] 0.060424518 -0.0255740048 -2.622948e-02
#> [914,] 0.012947929 -0.0161534786 -5.495100e-03
#> [915,] 0.035947214 0.0043343662 -4.515816e-02
#> [916,] 0.011026736 0.0254565020 -1.835390e-02
#> [917,] 0.037947674 0.0054457369 -6.897142e-02
#> [918,] 0.019897634 0.0035646535 4.817040e-02
#> [919,] 0.024477304 -0.0299083710 1.892868e-02
#> [920,] 0.013314992 -0.0108828718 -2.683516e-02
#> [921,] 0.029317872 -0.0338258742 1.865432e-02
#> [922,] 0.031685395 -0.0274438966 -2.649900e-02
#> [923,] 0.020156020 -0.0136890042 -5.092278e-02
#> [924,] 0.041974847 -0.0517343313 1.010642e-02
#> [925,] 0.031027378 -0.0344694819 -8.211745e-03
#> [926,] 0.039689749 0.0238107654 6.308495e-03
#> [927,] 0.028451327 0.0393206363 -1.506247e-02
#> [928,] 0.034849181 0.0277282686 6.582847e-03
#> [929,] 0.022185890 -0.0327747203 3.968913e-02
#> [930,] 0.035001401 0.0347595254 -4.220290e-02
#> [931,] 0.029317872 -0.0338258742 1.865432e-02
#> [932,] 0.006764918 -0.0063217608 3.052575e-04
#> [933,] 0.031397600 0.0100068479 -4.183100e-02
#> [934,] 0.034925291 0.0312438970 -1.781002e-02
#> [935,] 0.041690209 0.0249221362 -1.750477e-02
#> [936,] 0.021974204 0.0081916526 -3.573635e-05
#> [937,] 0.028739122 0.0018698918 2.695211e-04
#> [938,] 0.031106646 0.0082518694 -4.488380e-02
#> [939,] 0.031470552 -0.0256832467 -5.394468e-02
#> [940,] 0.030663473 -0.0005343658 8.491311e-04
#> [941,] 0.017712386 -0.0235866102 1.862342e-02
#> [942,] 0.032633877 0.0283775477 2.950430e-03
#> [943,] 0.024080184 -0.0073784351 6.618330e-02
#> [944,] 0.017133637 0.0121091558 2.386161e-04
#> [945,] 0.032845563 -0.0125888251 4.267530e-02
#> [946,] 0.033209468 -0.0465239413 3.361442e-02
#> [947,] 0.051007438 0.0510222459 -8.992595e-03
#> [948,] 0.044163253 0.0146226553 2.737421e-02
#> [949,] 0.035580150 -0.0009362407 -2.381809e-02
#> [950,] 0.015424130 0.0127527635 2.710469e-02
#> [951,] 0.006841028 -0.0028061325 -2.408761e-02
#> [952,] 0.028739122 0.0018698918 2.695211e-04
#> [953,] 0.024844368 -0.0246377642 -2.411388e-03
#> [954,] 0.045793491 -0.0287423037 3.718020e-02
#> [955,] 0.011314532 -0.0119942425 -3.021903e-03
#> [956,] 0.024265618 0.0110580019 -2.079619e-02
#> [957,] 0.031212166 -0.0084295891 4.514849e-02
#> [958,] 0.034849181 0.0277282686 6.582847e-03
#> [959,] 0.021977362 0.0473973756 -1.231492e-02
#> [960,] 0.064716392 -0.0215962848 -7.080320e-02
#> [961,] 0.050921854 -0.0701105515 5.223784e-02
#> [962,] 0.039765858 0.0273263938 -1.808438e-02
#> [963,] 0.031685395 -0.0274438966 -2.649900e-02
#> [964,] 0.042192849 -0.0142892582 2.527291e-02
#> [965,] 0.020261539 -0.0303704627 3.910952e-02
#> [966,] 0.008371417 0.0565252689 1.146743e-02
#> [967,] 0.033471012 -0.0245718760 -7.775794e-02
#> [968,] 0.038159360 -0.0355206359 -2.924655e-02
#> [969,] 0.026553874 -0.0252813719 -2.927746e-02
#> [970,] 0.042268958 -0.0107736298 8.800361e-04
#> [971,] 0.033368004 0.0389187614 -3.972970e-02
#> [972,] 0.018155559 -0.0148003750 -2.710952e-02
#> [973,] 0.041687051 -0.0142835868 -5.225579e-03
#> [974,] 0.037477602 0.0636657675 -9.603110e-03
#> [975,] 0.031103488 -0.0309538536 -3.260462e-02
#> [976,] 0.041981163 0.0266771147 -1.445196e-02
#> [977,] 0.037322225 0.0174287878 5.146182e-02
#> [978,] 0.041660153 0.0527226789 8.409794e-03
#> [979,] 0.006764918 -0.0063217608 3.052575e-04
#> [980,] 0.013132716 0.0098864143 4.786514e-02
#> [981,] 0.022185890 -0.0327747203 3.968913e-02
#> [982,] 0.077164193 0.0482708099 8.984572e-03
#> [983,] 0.021898095 0.0046760242 2.435714e-02
#> [984,] 0.040083710 -0.0379248935 -2.866694e-02
#> [985,] 0.048639915 0.0446402682 3.616073e-02
#> [986,] 0.057481403 0.0429455066 -1.174015e-02
#> [987,] 0.026768718 -0.0270420217 -1.831778e-03
#> [988,] 0.035216245 0.0329988755 -1.475722e-02
#> [989,] 0.031685395 -0.0274438966 -2.649900e-02
#> [990,] 0.035318606 -0.0228883060 8.755427e-02
#> [991,] 0.010947468 -0.0172648494 1.831816e-02
#> [992,] 0.041981163 0.0266771147 -1.445196e-02
#> [993,] 0.024186351 -0.0316633495 1.587587e-02
#> [994,] 0.028160373 0.0375656578 -1.811528e-02
#> [995,] 0.018079450 -0.0183160033 -2.716645e-03
#> [996,] 0.024186351 -0.0316633495 1.587587e-02
#> [997,] 0.044636482 -0.0043916522 -4.427329e-02
#> [998,] 0.021686409 0.0456423971 -1.536773e-02
#> [999,] 0.017424591 0.0138641343 3.291424e-03
#> [1000,] 0.035216245 0.0329988755 -1.475722e-02
#>
#> $v
#> [,1] [,2] [,3]
#> [1,] 8.514348e-02 8.628310e-02 -7.734185e-02
#> [2,] 1.869791e-02 -1.773494e-02 7.974568e-02
#> [3,] 4.770729e-02 -7.600085e-02 2.830516e-02
#> [4,] 5.707643e-02 1.400860e-02 -6.439118e-02
#> [5,] 8.608582e-02 -4.425731e-02 -1.158317e-01
#> [6,] 2.900938e-02 -5.826591e-02 -5.144052e-02
#> [7,] 1.702466e-01 -2.518762e-02 1.104547e-01
#> [8,] 1.869791e-02 -1.773494e-02 7.974568e-02
#> [9,] 6.546286e-02 3.680463e-02 1.465407e-01
#> [10,] 2.095674e-01 -1.239845e-01 -7.217205e-02
#> [11,] 1.869791e-02 -1.773494e-02 7.974568e-02
#> [12,] 2.105098e-01 -2.545249e-01 -1.106619e-01
#> [13,] 1.122682e-01 2.890980e-01 -5.180266e-02
#> [14,] 1.506063e-01 1.230877e-01 6.919884e-02
#> [15,] 8.514348e-02 8.628310e-02 -7.734185e-02
#> [16,] 5.707643e-02 1.400860e-02 -6.439118e-02
#> [17,] 1.028991e-01 1.990886e-01 4.089368e-02
#> [18,] 1.047837e-01 -6.199225e-02 -3.608602e-02
#> [19,] 6.640520e-02 -9.373578e-02 1.080508e-01
#> [20,] 6.640520e-02 -9.373578e-02 1.080508e-01
#> [21,] 1.028991e-01 1.990886e-01 4.089368e-02
#> [22,] 5.707643e-02 1.400860e-02 -6.439118e-02
#> [23,] 1.047837e-01 -6.199225e-02 -3.608602e-02
#> [24,] 1.524910e-01 -1.379931e-01 -7.780864e-03
#> [25,] 9.447225e-02 -2.146128e-02 9.510017e-02
#> [26,] 7.483200e-02 1.268141e-01 5.384435e-02
#> [27,] 1.038414e-01 6.854817e-02 2.403829e-03
#> [28,] 8.514348e-02 8.628310e-02 -7.734185e-02
#> [29,] 1.815004e-01 -1.962590e-01 -5.922138e-02
#> [30,] 2.067404e-01 2.676367e-01 4.329751e-02
#> [31,] 1.786330e-01 -2.391578e-03 3.213865e-01
#> [32,] 5.613410e-02 1.445490e-01 -2.590133e-02
#> [33,] 9.447225e-02 -2.146128e-02 9.510017e-02
#> [34,] 7.577434e-02 -3.726340e-03 1.535449e-02
#> [35,] 1.225393e-01 5.081323e-02 8.214950e-02
#> [36,] 4.770729e-02 -7.600085e-02 2.830516e-02
#> [37,] 4.676496e-02 5.453957e-02 6.679501e-02
#> [38,] 8.514348e-02 8.628310e-02 -7.734185e-02
#> [39,] 7.483200e-02 1.268141e-01 5.384435e-02
#> [40,] 2.806705e-02 7.227451e-02 -1.295066e-02
#> [41,] 4.770729e-02 -7.600085e-02 2.830516e-02
#> [42,] 2.900938e-02 -5.826591e-02 -5.144052e-02
#> [43,] 7.577434e-02 -3.726340e-03 1.535449e-02
#> [44,] 1.047837e-01 -6.199225e-02 -3.608602e-02
#> [45,] 8.702815e-02 -1.747977e-01 -1.543216e-01
#> [46,] 8.514348e-02 8.628310e-02 -7.734185e-02
#> [47,] 2.900938e-02 -5.826591e-02 -5.144052e-02
#> [48,] 7.577434e-02 -3.726340e-03 1.535449e-02
#> [49,] 1.141529e-01 2.801719e-02 -1.287824e-01
#> [50,] 1.141470e-18 1.788847e-18 5.590712e-17
#> [51,] 2.189366e-01 -3.397506e-02 -1.648684e-01
#> [52,] 2.806705e-02 7.227451e-02 -1.295066e-02
#> [53,] 1.131702e-01 -3.919621e-02 1.748458e-01
#> [54,] 1.038414e-01 6.854817e-02 2.403829e-03
#> [55,] 6.640520e-02 -9.373578e-02 1.080508e-01
#> [56,] 1.412776e-01 2.308321e-01 -1.032432e-01
#> [57,] 7.577434e-02 -3.726340e-03 1.535449e-02
#> [58,] 6.640520e-02 -9.373578e-02 1.080508e-01
#> [59,] 1.141529e-01 2.801719e-02 -1.287824e-01
#> [60,] 2.806705e-02 7.227451e-02 -1.295066e-02
#> [61,] 1.431622e-01 -3.024872e-02 -1.802229e-01
#> [62,] 8.608582e-02 -4.425731e-02 -1.158317e-01
#> [63,] 6.640520e-02 -9.373578e-02 1.080508e-01
#> [64,] 1.047837e-01 -6.199225e-02 -3.608602e-02
#> [65,] 1.515487e-01 -7.452680e-03 3.070899e-02
#> [66,] 5.707643e-02 1.400860e-02 -6.439118e-02
#> [67,] 8.608582e-02 -4.425731e-02 -1.158317e-01
#> [68,] 5.613410e-02 1.445490e-01 -2.590133e-02
#> [69,] 1.225393e-01 5.081323e-02 8.214950e-02
#> [70,] 2.900938e-02 -5.826591e-02 -5.144052e-02
#> [71,] 6.546286e-02 3.680463e-02 1.465407e-01
#> [72,] 8.608582e-02 -4.425731e-02 -1.158317e-01
#> [73,] 9.352991e-02 1.090791e-01 1.335900e-01
#> [74,] 9.447225e-02 -2.146128e-02 9.510017e-02
#> [75,] 1.132105e-01 1.585576e-01 -9.029251e-02
#> [76,] 1.869791e-02 -1.773494e-02 7.974568e-02
#> [77,] 1.918119e-01 -2.367900e-01 -1.904076e-01
#> [78,] 1.328104e-01 -1.874716e-01 2.161017e-01
#> [79,] 8.608582e-02 -4.425731e-02 -1.158317e-01
#> [80,] 7.577434e-02 -3.726340e-03 1.535449e-02
#> [81,] 1.141529e-01 2.801719e-02 -1.287824e-01
#> [82,] 1.869791e-02 -1.773494e-02 7.974568e-02
#> [83,] 8.514348e-02 8.628310e-02 -7.734185e-02
#> [84,] 1.038010e-01 -1.292057e-01 2.675422e-01
#> [85,] 8.416077e-02 1.906970e-02 2.262864e-01
#> [86,] 4.676496e-02 5.453957e-02 6.679501e-02
#> [87,] 1.038010e-01 -1.292057e-01 2.675422e-01
#> [88,] 5.801877e-02 -1.165318e-01 -1.028810e-01
#> [89,] 7.577434e-02 -3.726340e-03 1.535449e-02
#> [90,] 1.796157e-01 6.482183e-02 1.775832e-02
#> [91,] 1.047837e-01 -6.199225e-02 -3.608602e-02
#> [92,] 2.900938e-02 -5.826591e-02 -5.144052e-02
#> [93,] 1.786734e-01 1.953622e-01 5.624818e-02
#> [94,] 7.577434e-02 -3.726340e-03 1.535449e-02
#> [95,] 8.514348e-02 8.628310e-02 -7.734185e-02
#> [96,] 4.770729e-02 -7.600085e-02 2.830516e-02
#> [97,] 5.801877e-02 -1.165318e-01 -1.028810e-01
#> [98,] 5.707643e-02 1.400860e-02 -6.439118e-02
#> [99,] 2.900938e-02 -5.826591e-02 -5.144052e-02
#> [100,] 2.806705e-02 7.227451e-02 -1.295066e-02
#>
#> $niter
#> [1] 1
#>
#> $nops
#> [1] 43
#>