Stochastic Gradient Descent Tutorial 2#

Prepared by: Shashank Ramesh (sramesh@nd.edu, 2023)

Introduction#

In most engineering fields, optimization problems with objectives that have high computation costs are often encountered. For example, the computation cost of the objective function of a classification problem grows exponentially as the number of classes and size of the data sets grows. In order to speed up computations in these cases, algorithms that reduce the number or complexity of objective function evaluations are needed. Stochastic gradient descent (SGD) is one such algorithm that uses a stochastic approximation of the gradient of the objective function to reduce the computational complexity involved in objective function evaluations.

The SGD algorithm is most commonly used in statistics and machine learning for data classification or regression. For example, SGD along with the backpropagation technique is used to tune the parameters of a neural network [1]. SGD is also used to solve support vector regression problems in [2] and logistic regression in [3].

This notebook presents the theory behind SGD, along with a basic implementation used to solve two classes of problems: regression and classification. The notebook follows the concepts and implementation techniques presented in [4].

Formulation (Wei Wu, 2011)#

Consider the problem of fitting a data set, given by $(x_i, y_i), i=1,2,..,t$, to a given function $y = f_\theta(x)$ which has $\theta$ as parameters. Typically, this problem is formulated as an optimization problem: $$

(10)#\[\begin{equation} \theta_t^* = \arg \underset{\theta}{\min} \frac 1 t \sum_{i=1}^{t} \left(L(f_{\theta}(x_i), y_i) + R(\theta)\right) \end{equation}\]

\[ \begin{align}\begin{aligned} where $t$ is the number of data points, $\theta_t^*$ is the parameter that minimize the empirical cost, $(x_i, y_i)$ are the $i^{th}$ training example, $L(s, y)$ is a loss function which gives small value if $s$ is a good prediction for $y$, and $R(\theta)$ is a regularization function for $\theta$ which typically gives small value for small $\theta$. \\For stochastic gradient descent (SGD) method, let $d=(x, y)$ be one data sample, $l(\theta, d) = L(f_{\theta}(x), y) + R(\theta)$ be the cost of $\theta$ for $d$, $g(\theta, d) = \frac{\partial l(\theta, d)}{\partial \theta}$ be the gradient function, and $D_t = (d_1, \cdots, d_t)$ be all the training samples at $t^{th}$ step. The SGD method updates $\theta$ according to its stochastic gradient: \end{aligned}\end{align} \]

(11)#\[\begin{equation} \theta_t = \theta_{t-1} - \alpha_t g(\theta_{t-1}, d_t) \end{equation}\]

\[ \begin{align}\begin{aligned} where $\alpha_t$ is learning rate at the $t^{th}$ step.\\The formulation of gradient descent (GD) is very similar to the above equation but focusing on total data samples in each iteration: \end{aligned}\end{align} \]

(12)#\[\begin{equation} \theta_t = \theta_{t-1} - \alpha_t G(\theta_{t-1}) \end{equation}\]

$$ Thus, SGD uses a subset of the data set to compute the gradient while GD uses the whole data set to compute the gradient. This key difference helps in reducing the computational complexity and time in the case of SGD as compared to GD.

Algorithm#

The algorithm involves three main steps:

Random selection of a sample or a set of samples from the data set.
Computation of the gradient of the objective function.
Updating the values of the variables in the optimization problem based on the gradient and step length.

SGD uses a different stopping criteria compared to other algorithms, such as Newton’s iteration. In SGD, the maximum number of iterations is typically used as the stopping criteria. This is because the gradient used in SGD is an approximation of the actual gradient, and its magnitude may not accurately reflect the convergence of the algorithm. Using the gradient magnitude as the stopping criteria may lead to premature termination of the algorithm, before it has reached the minimum of the objective function. Therefore, a fixed number of iterations is often used as a practical stopping criterion for SGD.

Functions and Utilities#

import matplotlib.pyplot as plt
import numpy as np
from scipy import linalg
import random
import time

## Calculate gradient with central finite difference
def grad_approx(x,f,eps1,verbose=False):
    '''
    Calculate gradient of function my_f using central difference formula
    
    Inputs:
        x - point for which to evaluate gradient
        f - function to consider
        eps1 - perturbation size
        
    Outputs:
        grad - gradient (vector)
    '''
    
    n = len(x)
    grad = np.zeros(n)
    
    if(verbose):
        print("***** my_grad_approx at x = ",x,"*****")
    
    for i in range(0,n):
        
        # Create vector of zeros except eps in position i
        e = np.zeros(n)
        e[i] = eps1
        
        # Finite difference formula
        my_f_plus = f(x + e)
        my_f_minus = f(x - e)
        
        # Diagnostics
        if(verbose):
            print("e[",i,"] = ",e)
            print("f(x + e[",i,"]) = ",my_f_plus)
            print("f(x - e[",i,"]) = ",my_f_minus)
        
        
        grad[i] = (my_f_plus - my_f_minus)/(2*eps1)
    
    if(verbose):
        print("***** Done. ***** \n")
    
    return grad

## Function for contout_plot of f(x, y)
def contour_plot(f, x_min, x_max, n_x, y_min, y_max, n_y, obj=plt):
  xpts = np.linspace(x_min, x_max, n_x)
  ypts = np.linspace(y_min, y_max, n_y)
  [X, Y] = np.meshgrid(xpts, ypts)
  Z = np.zeros([len(X), len(Y)])
  for i in range(0, len(X)):
    for j in range(0, len(Y)):
      Z[i, j] = f([X[0, i], Y[j, 0]])
  
  obj.contourf(X, Y, Z)

## Function for contour_plot of f(x, y, w)
def contour_plot_3d(f, x_min, x_max, n_x, y_min, y_max, n_y, w_min, w_max, n_w):
  xpts = np.linspace(x_min, x_max, n_x)
  ypts = np.linspace(y_min, y_max, n_y)
  wpts = np.linspace(w_min, w_max, n_w)
  [X, Y, W] = np.meshgrid(xpts, ypts, wpts)
  Z = np.zeros([len(X), len(Y), len(W)])
  for i in range(0, len(X)):
    for j in range(0, len(Y)):
      for k in range(0, len(W)):
        Z[i, j, k] = f([X[0, i, 0], Y[j, 0, 0], W[0, 0, k]])
  
  fig = plt.figure()
  ax = fig.add_subplot(111, projection='3d')
  # ax.set_xlim(-10.,10.)
  img = ax.scatter(X, Y, W, s=5, c=Z, cmap=plt.viridis())
  # fig.colorbar(img)
  plt.show()

Implementation of the Algorithm#

The pseudo code of the algorithm is given below:

k – Iteration count
max_iterations – Maximum iterations allowed for the optimization
batch_size – Number of data samples to be chosen randomly from the data set to compute the loss function
alpha – Learning rate
loss_function(data) – loss function evaluated using ‘data’ as the data set
select_random(data, size) – Selects ‘size’ number of data samples randomly from the data sets
gradient(x, f) – gradient of ‘f’ evaluated at ‘x’

For k <= max_iterations:
batch_data = select_random(data, batch_size)
grad = gradient(theta[k], loss_function(data_select))
theta[k+1] = theta[k] – alpha*grad \

In the above pseudocode, the variable “batch_data” can be sampled randomly from the data set with or without replacement. Both of these methods are implemented in the code below. When sampling with replacement, the indices of the data set array are generated randomly and used to pick data from the data set. When sampling without replacement, the data set is shuffled and batches of data points are taken from the beginning to the end of the shuffled data set array. After a certain number of iterations, all the data are sampled, and the routine is said to have completed an epoch.

It’s important to note that in the implementation below, the data is shuffled only after every epoch and not in every iteration. This means that the order of data points in the shuffled data set will be the same for every iteration within an epoch.

'''
  ## Stochastic Gradient Descent Function

  Inputs:
  - data: numpy array of data samples [x1i, x2i, .., yi]
  - func: The function to which the given data has to be fitted
  - theta_ini: Initial guess of parameters in the function 'func'
  - loss_function: Loss function considered for fitting the data
  - grad: The gradient of the loss function
  - rest of the arguments are optional and are explained below

  Outputs
  - Numpy array of results in each iteration in the form:
    [theta_1, theta_2, .., theta_r, loss_function(theta)]
'''

def SGD(input_data, func, theta_ini, loss_function, grad, 
        alpha=0.1, # Learning rate
        batch_size=1, # Number of data points used to estimate the gradient for each iteration
        max_iter=1000, # Max iterations per epoch
        batch_pick="without_replacement", # Choosing data with or without replacement
        nepoch = 1, # Number of epochs, only matters if batch_pick="without_replacement"
        box_of_confusion = [], # Box of confusion
        statistics = False, # If true, the output also contains the frequency of choosing each data
        verbose=True, # Verbose mode
        eps1 = 1e-7, # Epsilon used during computation of approximate gradient
        ):

    # Initialisation of local variables
    data = input_data
    data_indexed = np.insert(data, 0, np.array(range(0, len(data))), axis=1)
    flag = True
    theta = [theta_ini]
    k = 0
    i = 0
    change_f = False
    epoch = 1
    rng = np.random.default_rng(seed=None)
    stats = np.zeros(len(data))

    # If batch size is equal to the length of the data set, SGD is the same as gradient descent
    if batch_size == len(data):
      f = lambda theta : loss_function(data, func, theta)
    else:
      # For "with_replacement" choice, the indicies of the data set are chosen randomly
      if batch_pick == "with_replacement":
        batch_data = data[random.sample(range(0, len(data)), batch_size), :]
      # For "without_replacement" choice, the data is chosen after shuffling the data set
      elif batch_pick == "without_replacement":
        rng.shuffle(data)
        batch_data = data[0:batch_size, :]
      else:
        print("Invalid value for 'batch pick' argument!")
        return
      f = lambda theta : loss_function(batch_data, func, theta)
      change_f = True


    data_iter = [np.append(np.array([theta_ini]), f(theta_ini)).tolist()]

    if verbose:
      if batch_pick == "with_replacement":
        print("Iter. \tloss_func(x) \t\t||grad(x)|| \t||p||\n")
      if batch_pick == "without_replacement":
        print("Epoch \tIter. \tloss_func(x) \t\t||grad(x)|| \t||p||\n")

    while flag:

        if change_f:
          # Choose random indices for picking random data samples from the data set
          if batch_pick == "with_replacement":
            rand_indices = random.sample(range(0, len(data)), batch_size)
            batch_data = data[rand_indices, :]
          # For "without_replacement", the data set is shuffled after each epoch
          elif batch_pick == "without_replacement":
            if k >= (len(data)/batch_size):
              k = 0
              rng.shuffle(data_indexed)
              data = data_indexed[:, 1:]
              epoch = epoch + 1
            start_index = batch_size*k
            end_index = batch_size*(k+1)
            batch_data = data[start_index:end_index, :]
            rand_indices = data_indexed[start_index:end_index, 0].astype(int)
          f = lambda theta : loss_function(batch_data, func, theta)

        # To keep track of the number of times each data is sampled from the data set
        if statistics:
          for j in rand_indices:
            stats[j] = stats[j] + 1


        i = k + int((epoch-1)*len(data)/batch_size)
        # Gradient of the loss function
        g = grad(theta[i], f, eps1)
        # Calculation of the step using learning rate
        p = alpha*g
        # Computation of the new theta value
        theta.append(theta[i] - p)
        k = k+1
        data_iter.append(np.append(theta[i], f(theta[i])).tolist())

        if verbose:
          if batch_pick == "with_replacement":
            print(i,' \t{0: 1.4e} \t{1:1.4e} \t{2:1.4e}'.format(data_iter[i][-1],linalg.norm(g),linalg.norm(p)),end='\n')
          if batch_pick == "without_replacement":
            print(epoch, '\t', i,'\t{0: 1.4e} \t{1:1.4e} \t{2:1.4e}'.format(data_iter[i][-1],linalg.norm(g),linalg.norm(p)),end='\n')

        # Stopping condition: Max iterations or epochs
        if k >= max_iter or epoch >= nepoch + 1:
          flag = False
          print("Max iterations or epochs reached\n")
        # If the box of confusion is specified and theta gets inside it, then the routine terminates
        elif len(box_of_confusion) != 0:
          if (theta[i][0] >= box_of_confusion[0, 0]) and (theta[i][0] <= box_of_confusion[0, 1]) and (theta[i][1] >= box_of_confusion[1, 0]) and (theta[i][1] <= box_of_confusion[1, 1]):
            flag = False
            print("Got inside the box of confusion")

    if statistics:
      return [np.array(data_iter), stats]
    else:
      return np.array(data_iter)

The above SGD routine has the following parameters:

Batch size: Number of data points sampled at each iteration. The range of batch size is one to the size of the data set. If batch size is equal to the size of the data set, then SGD is same as GD. Typically, the batch size is equal to $10$ % of the data set size.
Learning rate: Determines the step size at each iteration. The learning rate must be non-zero and the value depends on the problem under consideration. High values for learning rate can lead to the algorithm diverging.

The above function has been used to solve two class of problems:

Regression [5]: Estimating the unknown parameters of a given function such that the function best fits the given data set.
Classification [6]: Estimating the parameters of a function such that it best classifies the given data. In this notebook, a logistic function will be considered for classifying the data.

The subsequent sections in this notebook presents simple examples of the above problems that are solved using SGD. In the process, the performance of the SGD is also studied as its parameters like batch size and learning rate are varied.

Regression Example: Fitting a Quadratic Function to a 2D Data Set#

Let $D = \{(x_i, y_i), i=1,2,...,t\}$ be the data set generated from the following function: $$ y_i = x_i^2 + 1 + \delta,$$ where, $\delta$ is a random variable with a gaussian probability distribution. This data set is generated in the following code snippets.

'''
Given function
Inputs
  - theta: [theta0, theta1] parameters of the function
  - x: value of the input
Output
  - Value return by the function
'''
def f(theta, x):
    return theta[0]*x**2 + theta[1]

'''
Given function
Inputs
  - theta: [theta0, theta1] parameters of the function
  - start_value: start value for x
  - end_value: end value for x
  - n: number of data points to be sampled
  - sigma_noise: std. diviation of the noise added to the data set
Output
  - [data, fx]: data -> generated data set
                fx -> generate data set without noise
'''
def generate_data_f(theta, start_value, end_value, n, sigma_noise):
    step = (end_value - start_value)/n;
    fvals = np.zeros([n, 2])
    fvals_pure = np.zeros([n, 2])
    rands = np.random.normal(0, sigma_noise, n)
    for i in range(0, n):
        value = start_value + step*i
        fvals_pure[i] = [value, f(theta, value)]
        fvals[i] = [value, f(theta, value)+rands[i]]
        
    return [fvals, fvals_pure]

[data, fx] = generate_data_f([1, 1], -2, 2, 1000, 0.1)

plt.plot(fx[:, 0], fx[:, 1], 'r')
plt.plot(data[:, 0], data[:, 1], 'o', markersize = 1.5)
plt.legend(["Generating function", "Data samples"])
plt.show()

../../_images/Stochastic-Gradient-Descent-2_23_0.png

Let us consider only the data samples and fit the data set to the following function:

\[y = f(x, \theta) = \theta_1 x^2 + \theta_0.\]

In other words, the task is to estimate $\theta = [\theta_1, \theta_2]$ that fits the function $f(x)$ with minimum least square error.

The least square error can be defined as:

\[l(\theta) = \sum_{i=1}^t (y_i - f(x_i, \theta))^2.\]

The least square error $l(\theta)$ is considered as the loss function that needs to be minimized with $\theta$ as the decision variables to fit the data set to $f(x, \theta)$.

The following code snippets define and visualize the least square error loss function

''' 
Loss function based on least squares:
Inputs
  - data: numpy array [x1i, x2i, ..., xni, yi]
  - f: function to which the data needs to be fit
  - theta: parameters in the function f
Output
  - Value of the loss function
 '''
def least_squares_loss_function(data, f, theta):
    sum = 0
    if len(data[0]) == 2:
      for i in range(0, len(data)):
          sum = sum + (data[i, -1] - f(theta, data[i, 0]))**2
    else:
      for i in range(0, len(data)):
          sum = sum + (data[i, -1] - f(theta, data[i, 0:-2]))**2
        
    return sum

# Loss function with theta = [theta1, theta2] as input
def LFx(theta): 
  return least_squares_loss_function(data, f, theta)

# Plot of the loss function
lfp = contour_plot(LFx, -10., 10., 50, -10., 10., 50)
plt.colorbar(lfp)
plt.xlabel("$\\theta_0$")
plt.ylabel("$\\theta_1$")
plt.show()

../../_images/Stochastic-Gradient-Descent-2_26_0.png

In the subsequent sections, the above optimization problem is solved using SGD with different tuning parameters.

SGD where data is sampled with and without replacement#

In this section, the regression problem is solved using SGD where the batch data is sampled with and without replacement.

Sampling batch data from the data set with replacement:

[soln_with_replacement, stats_with_replacement] = SGD(data, f, [0, -5], least_squares_loss_function, grad_approx, alpha = 0.02, max_iter = 5000, batch_size=10, batch_pick = "with_replacement", statistics=True)

Streaming output truncated to the last 5000 lines.
	 2.1033e+02 	1.6587e+02 	3.3174e+00
	 1.6223e+02 	1.8042e+02 	3.6084e+00
	 2.8752e+02 	1.0511e+02 	2.1023e+00
	 8.0474e+01 	7.2698e+01 	1.4540e+00
	 7.4219e+01 	2.5122e+01 	5.0244e-01
	 2.7698e+01 	1.8083e+01 	3.6165e-01
	 1.5609e+01 	1.4789e+01 	2.9577e-01
	 1.0029e+01 	2.1300e+01 	4.2599e-01
	 6.9755e+00 	2.2671e+01 	4.5341e-01
	 9.1030e+00 	1.7165e+01 	3.4331e-01
	 4.3435e+00 	1.6010e+01 	3.2020e-01
	 2.6417e+00 	1.1387e+01 	2.2774e-01
	 2.0097e+00 	6.0603e+00 	1.2121e-01
	 1.4271e+00 	2.7367e+00 	5.4733e-02
	 6.2150e-01 	4.2816e+00 	8.5631e-02
	 1.1363e+00 	4.0342e+00 	8.0684e-02
	 5.3517e-01 	3.2163e+00 	6.4326e-02
	 5.4118e-01 	2.1502e+00 	4.3003e-02
	 3.4782e-01 	6.5243e+00 	1.3049e-01
	 4.2888e-01 	5.8429e+00 	1.1686e-01
	 4.0958e-01 	2.9281e+00 	5.8561e-02
	 2.1576e-01 	2.4659e+00 	4.9317e-02
	 1.8109e-01 	3.7981e+00 	7.5961e-02
	 1.9146e-01 	3.5326e+00 	7.0651e-02
	 3.6431e-01 	1.0407e+00 	2.0815e-02
	 1.7336e-01 	4.8124e-01 	9.6249e-03
	 6.9337e-02 	1.0829e+00 	2.1658e-02
	 1.2414e-01 	1.4139e+00 	2.8279e-02
	 1.5395e-01 	2.6362e+00 	5.2724e-02
	 1.0377e-01 	2.1302e+00 	4.2604e-02
	 2.1352e-01 	1.3298e+00 	2.6596e-02
	 1.2371e-01 	8.8271e-01 	1.7654e-02
	 1.2002e-01 	2.4415e+00 	4.8831e-02
	 1.5953e-01 	5.1117e-01 	1.0223e-02
	 9.3977e-02 	1.9327e+00 	3.8654e-02
	 9.8289e-02 	2.4375e-01 	4.8750e-03
	 8.2482e-02 	2.4543e+00 	4.9085e-02
	 1.2996e-01 	5.0727e+00 	1.0145e-01
	 3.1214e-01 	4.5168e+00 	9.0336e-02
	 2.1840e-01 	4.3778e+00 	8.7557e-02
	 2.6370e-01 	2.4807e+00 	4.9615e-02
	 9.6897e-02 	1.0302e+00 	2.0604e-02
	 1.0431e-01 	4.9577e-01 	9.9155e-03
	 5.5341e-02 	1.6052e+00 	3.2103e-02
	 1.0369e-01 	7.8438e-01 	1.5688e-02
	 4.6456e-02 	4.2722e-01 	8.5445e-03
	 6.3591e-02 	1.5294e+00 	3.0589e-02
	 1.2963e-01 	1.8583e+00 	3.7165e-02
	 1.0192e-01 	2.4559e+00 	4.9118e-02
	 1.2472e-01 	2.7555e+00 	5.5111e-02
	 7.8130e-02 	1.0627e+00 	2.1254e-02
	 9.7517e-02 	1.1698e+00 	2.3396e-02
	 1.1782e-01 	1.4496e+00 	2.8992e-02
	 1.4609e-01 	2.0574e+00 	4.1148e-02
	 7.3141e-02 	1.2170e+00 	2.4340e-02
	 1.2876e-01 	4.9795e-01 	9.9589e-03
	 5.9038e-02 	4.7689e-01 	9.5378e-03
	 1.6822e-01 	5.3252e-01 	1.0650e-02
	 1.4498e-01 	3.5204e-01 	7.0408e-03
	 8.5785e-02 	7.5025e-01 	1.5005e-02
	 9.1892e-02 	2.6564e+00 	5.3128e-02
	 1.4418e-01 	2.2028e-01 	4.4056e-03
	 2.8500e-02 	4.7671e-01 	9.5342e-03
	 7.5880e-02 	4.3898e+00 	8.7795e-02
	 2.2194e-01 	6.4854e+00 	1.2971e-01
	 2.8121e-01 	4.9971e+00 	9.9942e-02
	 3.0827e-01 	6.1651e-01 	1.2330e-02
	 7.1401e-02 	3.1561e+00 	6.3123e-02
	 1.6798e-01 	3.8848e+00 	7.7697e-02
	 1.4204e-01 	3.3971e+00 	6.7942e-02
	 1.8146e-01 	4.3733e-01 	8.7466e-03
	 9.5066e-02 	1.9450e+00 	3.8901e-02
	 1.9928e-01 	6.0390e-01 	1.2078e-02
	 1.6416e-01 	2.4884e-01 	4.9768e-03
	 3.8325e-02 	7.9105e-01 	1.5821e-02
	 7.8977e-02 	1.2848e+00 	2.5697e-02
	 7.1565e-02 	1.6724e+00 	3.3449e-02
	 6.7000e-02 	1.2335e+00 	2.4670e-02
	 1.0475e-01 	6.3169e+00 	1.2634e-01
	 4.0144e-01 	2.7176e+00 	5.4352e-02
	 2.1661e-01 	8.1955e-01 	1.6391e-02
	 1.3253e-01 	2.2064e+00 	4.4128e-02
	 1.1784e-01 	1.4662e+00 	2.9323e-02
	 3.9622e-02 	1.9203e+00 	3.8406e-02
	 1.0370e-01 	1.7078e+00 	3.4157e-02
	 4.0875e-02 	3.7468e+00 	7.4935e-02
	 2.8029e-01 	3.4366e+00 	6.8732e-02
	 1.8946e-01 	2.6865e+00 	5.3730e-02
	 1.7140e-01 	1.8303e+00 	3.6606e-02
	 1.0777e-01 	4.4089e-01 	8.8179e-03
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	 1.3466e-01 	2.2248e+00 	4.4496e-02
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	 3.2215e-01 	2.5049e+00 	5.0097e-02
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	 1.0983e-01 	1.8066e+00 	3.6131e-02
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	 1.3173e-01 	1.1880e+00 	2.3760e-02
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	 3.1169e-01 	9.2693e+00 	1.8539e-01
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	 1.1257e-01 	1.7820e+00 	3.5640e-02
	 1.3272e-01 	7.1828e-01 	1.4366e-02
	 1.4528e-01 	2.9028e-01 	5.8057e-03
	 7.7761e-02 	5.3734e-01 	1.0747e-02
	 6.8889e-02 	3.7068e-01 	7.4137e-03
	 2.1529e-02 	1.9200e+00 	3.8399e-02
	 1.5957e-01 	2.4706e+00 	4.9412e-02
	 1.8557e-01 	4.5044e-01 	9.0088e-03
	 1.0367e-01 	1.9076e+00 	3.8152e-02
	 1.7986e-01 	3.2273e+00 	6.4545e-02
	 1.8072e-01 	3.7950e+00 	7.5900e-02
	 1.7293e-01 	7.8200e-01 	1.5640e-02
	 5.9874e-02 	2.4476e+00 	4.8953e-02
	 1.9414e-01 	1.6401e+00 	3.2802e-02
	 1.3080e-01 	3.1623e+00 	6.3247e-02
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	 1.1386e-01 	5.9242e-01 	1.1848e-02
	 7.8101e-02 	8.0472e-01 	1.6094e-02
	 1.5717e-01 	2.4906e+00 	4.9811e-02
	 7.8358e-02 	3.4149e+00 	6.8299e-02
	 1.1369e-01 	2.2038e+00 	4.4076e-02
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	 1.5374e-01 	5.2642e-01 	1.0528e-02
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	 6.5528e-02 	4.0171e+00 	8.0341e-02
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	 2.6018e-01 	2.0689e+00 	4.1378e-02
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	 1.1790e-01 	5.4449e-01 	1.0890e-02
	 4.8549e-02 	1.2006e+00 	2.4012e-02
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	 1.8229e-01 	5.0970e+00 	1.0194e-01
	 2.6517e-01 	4.4093e+00 	8.8187e-02
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	 2.3239e-01 	3.1908e+00 	6.3815e-02
	 2.1720e-01 	9.2833e-01 	1.8567e-02
	 9.9276e-02 	6.9629e-01 	1.3926e-02
	 1.1022e-01 	2.8921e-01 	5.7843e-03
	 1.7518e-01 	6.6576e-01 	1.3315e-02
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	 1.1282e-01 	9.4374e-01 	1.8875e-02
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	 1.0499e-01 	4.4938e-01 	8.9876e-03
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	 2.0494e-01 	2.4803e-01 	4.9606e-03
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	 7.3381e-02 	2.9694e-01 	5.9388e-03
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	 1.3836e-01 	4.8987e-01 	9.7974e-03
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	 1.1831e-01 	1.4035e+00 	2.8071e-02
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	 5.1836e-01 	4.1311e+00 	8.2623e-02
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	 1.1615e-01 	1.8083e+00 	3.6166e-02
	 1.8562e-01 	3.3024e-01 	6.6049e-03
	 1.1553e-01 	2.0316e+00 	4.0631e-02
	 1.9967e-01 	1.6668e+00 	3.3337e-02
	 9.3137e-02 	5.2215e-01 	1.0443e-02
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	 1.3615e-01 	2.0279e+00 	4.0557e-02
	 1.4764e-01 	6.8253e-01 	1.3651e-02
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	 9.3211e-02 	3.2687e+00 	6.5375e-02
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	 2.4595e-01 	1.4319e+00 	2.8638e-02
	 7.7132e-02 	1.5184e+00 	3.0368e-02
	 8.7280e-02 	2.0927e+00 	4.1853e-02
	 1.7642e-01 	8.7978e-01 	1.7596e-02
	 1.0337e-01 	2.1779e+00 	4.3558e-02
	 8.9462e-02 	9.6477e-01 	1.9295e-02
	 1.0254e-01 	3.5950e-01 	7.1899e-03
	 6.5306e-02 	1.8721e+00 	3.7443e-02
	 9.5217e-02 	2.6636e+00 	5.3273e-02
	 1.2022e-01 	5.5189e-01 	1.1038e-02
	 7.1469e-02 	4.6566e+00 	9.3133e-02
	 2.3722e-01 	5.5035e+00 	1.1007e-01
	 2.6472e-01 	3.7322e+00 	7.4644e-02
	 2.4024e-01 	2.8648e+00 	5.7296e-02
	 2.0302e-01 	3.7134e+00 	7.4267e-02
	 2.2192e-01 	5.3780e+00 	1.0756e-01
	 1.6593e-01 	8.4579e+00 	1.6916e-01
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	 6.0360e-01 	1.1378e+00 	2.2756e-02
	 1.0127e-01 	2.8139e-01 	5.6277e-03
	 7.8970e-02 	3.1045e+00 	6.2091e-02
	 2.2500e-01 	4.4549e+00 	8.9099e-02
	 2.1842e-01 	4.1170e+00 	8.2339e-02
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	 2.1732e-01 	1.4006e+00 	2.8013e-02
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	 8.6584e-02 	1.9384e-01 	3.8767e-03
	 1.2620e-01 	7.8361e-01 	1.5672e-02
	 9.3162e-02 	2.1340e+00 	4.2681e-02
	 1.7000e-01 	1.6563e+00 	3.3126e-02
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	 1.0560e-01 	9.0041e-01 	1.8008e-02
	 1.9241e-01 	2.8633e+00 	5.7265e-02
	 8.5025e-02 	2.2106e+00 	4.4211e-02
	 2.2540e-01 	4.3353e+00 	8.6705e-02
	 1.5134e-01 	6.3009e+00 	1.2602e-01
	 3.0427e-01 	3.8940e+00 	7.7879e-02
	 2.7417e-01 	1.8817e+00 	3.7633e-02
	 9.3777e-02 	3.1815e+00 	6.3630e-02
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	 1.1590e-01 	5.1844e+00 	1.0369e-01
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	 2.3276e-01 	1.4638e+00 	2.9276e-02
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	 5.9817e-02 	1.5453e+00 	3.0905e-02
	 1.8647e-01 	4.8041e-01 	9.6082e-03
	 1.5204e-01 	3.1405e+00 	6.2810e-02
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	 1.3042e-01 	3.6504e-01 	7.3007e-03
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	 4.9814e-02 	4.8402e-01 	9.6804e-03
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	 1.0824e-01 	1.8277e+00 	3.6553e-02
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	 1.0537e-01 	3.9138e-01 	7.8276e-03
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	 8.6786e-02 	4.9154e-01 	9.8307e-03
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	 1.2885e-01 	1.1177e-01 	2.2354e-03
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	 2.6076e-01 	2.3572e-01 	4.7144e-03
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	 1.3615e-01 	8.0602e-01 	1.6120e-02
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	 6.7163e-02 	7.0931e-01 	1.4186e-02
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	 1.1616e-01 	5.7481e-01 	1.1496e-02
	 1.2463e-01 	6.8493e-01 	1.3699e-02
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	 1.5290e-01 	1.9395e+00 	3.8790e-02
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	 1.6364e-01 	2.1856e-01 	4.3712e-03
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	 6.6349e-02 	9.2202e-01 	1.8440e-02
	 1.4377e-01 	3.6278e-01 	7.2556e-03
	 8.0744e-02 	2.3845e+00 	4.7689e-02
	 2.0730e-01 	2.0501e+00 	4.1002e-02
	 1.4649e-01 	9.4628e-01 	1.8926e-02
	 1.4104e-01 	1.4695e+00 	2.9391e-02
	 2.3817e-01 	1.2445e+00 	2.4889e-02
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	 5.3774e-02 	2.3715e+00 	4.7430e-02
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	 2.3139e-01 	9.3367e-01 	1.8673e-02
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	 1.6908e-01 	1.5670e+00 	3.1341e-02
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	 3.1464e-01 	2.7592e+00 	5.5184e-02
	 1.8775e-01 	6.6012e-01 	1.3202e-02
	 1.5566e-01 	2.4769e+00 	4.9538e-02
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	 1.3351e-01 	2.7800e-01 	5.5599e-03
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	 6.5422e-02 	9.3295e-01 	1.8659e-02
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	 1.4909e-01 	8.2093e-01 	1.6419e-02
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	 1.1041e-01 	3.5662e+00 	7.1324e-02
	 1.0460e-01 	4.5808e+00 	9.1615e-02
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	 1.6757e-01 	1.6686e-01 	3.3372e-03
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	 6.8551e-02 	4.1739e-01 	8.3477e-03
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	 7.1888e-02 	2.2461e-01 	4.4923e-03
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	 7.4204e-02 	2.2714e+00 	4.5428e-02
	 1.3267e-01 	3.5984e+00 	7.1968e-02
	 1.6053e-01 	1.5885e+00 	3.1771e-02
	 1.8693e-01 	8.2899e-01 	1.6580e-02
	 1.0145e-01 	6.8882e-01 	1.3776e-02
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	 1.3269e-01 	8.8056e+00 	1.7611e-01
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	 1.3312e-01 	4.3562e+00 	8.7124e-02
	 1.6639e-01 	5.0526e-01 	1.0105e-02
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	 1.8458e-01 	1.9663e+00 	3.9327e-02
	 1.0189e-01 	3.6103e+00 	7.2207e-02
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	 5.6976e-02 	4.7877e-01 	9.5755e-03
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	 1.4756e-01 	1.3372e+00 	2.6744e-02
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	 1.3735e-01 	2.9016e+00 	5.8033e-02
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	 1.8796e-01 	3.9080e+00 	7.8160e-02
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	 6.3208e-02 	9.2817e-01 	1.8563e-02
	 6.5889e-02 	3.1135e+00 	6.2271e-02
	 1.3154e-01 	1.9636e+00 	3.9272e-02
	 1.4618e-01 	6.2188e-01 	1.2438e-02
	 1.8948e-02 	1.0282e+00 	2.0564e-02
	 9.8403e-02 	1.1929e+00 	2.3859e-02
	 2.7092e-01 	4.3708e-01 	8.7416e-03
	 5.0666e-02 	3.8419e-01 	7.6839e-03
	 1.6301e-01 	2.7644e+00 	5.5287e-02
	 1.4417e-01 	2.3230e+00 	4.6461e-02
	 1.5885e-01 	6.4094e-01 	1.2819e-02
	 1.8714e-01 	2.1310e+00 	4.2621e-02
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	 7.2085e-01 	1.5480e+01 	3.0960e-01
	 1.8310e+00 	5.7305e+00 	1.1461e-01
	 3.5016e-01 	1.3757e+00 	2.7513e-02
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	 1.4153e-01 	1.4614e+00 	2.9228e-02
	 1.2364e-01 	5.2023e+00 	1.0405e-01
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	 5.9781e-02 	3.5871e+00 	7.1742e-02
	 2.0076e-01 	1.2370e+00 	2.4741e-02
	 7.5263e-02 	2.4833e+00 	4.9666e-02
	 2.2311e-01 	1.8016e+00 	3.6032e-02
	 1.6639e-01 	2.3305e+00 	4.6610e-02
	 1.1366e-01 	4.9111e+00 	9.8222e-02
	 1.2597e-01 	4.3772e+00 	8.7545e-02
	 2.5543e-01 	1.8179e+00 	3.6358e-02
	 9.4245e-02 	1.6960e+00 	3.3919e-02
	 1.6770e-01 	7.3805e-01 	1.4761e-02
	 9.7591e-02 	2.1301e+00 	4.2602e-02
	 8.5398e-02 	2.3571e+00 	4.7143e-02
	 1.2662e-01 	1.4008e+00 	2.8016e-02
	 1.8064e-01 	3.8216e-01 	7.6431e-03
	 1.0064e-01 	4.5233e-01 	9.0467e-03
	 8.2625e-02 	3.1150e+00 	6.2299e-02
	 1.3657e-01 	3.5465e+00 	7.0931e-02
	 1.6245e-01 	5.6428e-01 	1.1286e-02
	 9.6619e-02 	9.7532e-01 	1.9506e-02
	 7.6153e-02 	5.1247e-01 	1.0249e-02
	 1.2343e-01 	1.6286e+00 	3.2573e-02
	 1.4928e-01 	1.6405e+00 	3.2811e-02
	 6.2751e-02 	4.3151e+00 	8.6302e-02
	 2.5014e-01 	5.9388e+00 	1.1878e-01
	 4.1552e-01 	2.6282e+00 	5.2564e-02
	 7.9846e-02 	9.7890e-01 	1.9578e-02
	 1.2023e-01 	1.3325e+00 	2.6649e-02
	 1.0438e-01 	7.4778e-01 	1.4956e-02
	 8.0549e-02 	1.7728e+00 	3.5456e-02
	 1.4047e-01 	6.8217e-01 	1.3643e-02
	 5.9093e-02 	1.1173e+00 	2.2345e-02
	 1.1274e-01 	1.1257e+00 	2.2513e-02
	 1.7891e-01 	8.9787e-01 	1.7957e-02
	 1.2303e-01 	2.2169e+00 	4.4339e-02
	 5.8315e-02 	1.9351e+00 	3.8702e-02
	 1.7048e-01 	3.4198e+00 	6.8397e-02
	 1.5868e-01 	4.3793e+00 	8.7587e-02
	 1.3863e-01 	3.7052e+00 	7.4104e-02
	 2.7719e-01 	7.4397e-01 	1.4879e-02
	 9.6681e-02 	4.1155e+00 	8.2310e-02
	 2.0111e-01 	7.7057e+00 	1.5411e-01
	 3.8642e-01 	6.5287e+00 	1.3057e-01
	 5.2602e-01 	5.0142e-01 	1.0028e-02
	 1.1744e-01 	1.7003e+00 	3.4005e-02
	 1.2692e-01 	9.3607e-01 	1.8721e-02
	 1.1344e-01 	7.5249e-02 	1.5050e-03
	 9.6446e-02 	3.7171e-01 	7.4343e-03
	 6.1431e-02 	3.7577e+00 	7.5154e-02
	 2.0568e-01 	1.1368e+00 	2.2737e-02
	 1.4984e-01 	3.4172e+00 	6.8343e-02
	 1.9695e-01 	4.1365e+00 	8.2729e-02
	 1.7547e-01 	3.4085e+00 	6.8169e-02
	 1.1683e-01 	2.7829e+00 	5.5658e-02
	 1.6762e-01 	4.8516e+00 	9.7033e-02
	 1.3327e-01 	4.3586e+00 	8.7172e-02
	 1.9819e-01 	9.2812e-01 	1.8562e-02
	 1.2794e-01 	3.4827e-01 	6.9655e-03
	 1.0496e-01 	8.7232e-01 	1.7446e-02
	 1.0012e-01 	2.2365e-01 	4.4730e-03
	 3.5701e-02 	1.1082e+00 	2.2165e-02
	 8.4236e-02 	1.0736e+00 	2.1473e-02
	 8.1202e-02 	2.9653e+00 	5.9306e-02
	 1.7659e-01 	2.6198e+00 	5.2397e-02
	 1.7173e-01 	8.1344e-01 	1.6269e-02
	 8.8020e-02 	1.4797e+00 	2.9593e-02
	 1.0252e-01 	2.0485e+00 	4.0970e-02
	 1.4067e-01 	7.8415e-01 	1.5683e-02
	 6.7943e-02 	1.5417e+00 	3.0834e-02
	 1.3051e-01 	2.0384e+00 	4.0769e-02
	 2.0527e-01 	1.2294e+00 	2.4589e-02
	 6.7416e-02 	2.5202e-01 	5.0404e-03
	 2.3046e-02 	3.7256e+00 	7.4512e-02
	 2.6107e-01 	5.1241e+00 	1.0248e-01
	 1.4826e-01 	7.3968e+00 	1.4794e-01
	 5.0691e-01 	8.7221e+00 	1.7444e-01
	 5.5723e-01 	5.6334e+00 	1.1267e-01
	 3.6040e-01 	2.6235e+00 	5.2469e-02
	 1.3971e-01 	1.0325e+00 	2.0650e-02
	 4.3765e-02 	3.7124e-01 	7.4247e-03
	 9.9671e-02 	3.8160e+00 	7.6319e-02
	 1.2379e-01 	7.0279e+00 	1.4056e-01
	 3.5886e-01 	3.4629e+00 	6.9259e-02
	 1.7000e-01 	1.8857e+00 	3.7714e-02
	 9.6479e-02 	1.6672e-01 	3.3344e-03
	 8.4732e-02 	7.1001e-01 	1.4200e-02
	 1.3667e-01 	2.1569e+00 	4.3138e-02
	 1.2254e-01 	2.4623e+00 	4.9245e-02
	 4.0991e-01 	3.4967e+00 	6.9933e-02
	 1.0093e-01 	4.8302e+00 	9.6605e-02
	 3.2301e-01 	1.4707e+00 	2.9414e-02
	 7.9992e-02 	7.1874e-01 	1.4375e-02
	 7.2782e-02 	8.8616e-01 	1.7723e-02
	 2.2477e-02 	7.8232e-01 	1.5646e-02
	 1.1925e-01 	1.5063e+00 	3.0125e-02
	 1.4757e-01 	2.3407e+00 	4.6814e-02
	 1.2620e-01 	8.8742e-01 	1.7748e-02
	 1.0551e-01 	7.2217e-01 	1.4443e-02
	 1.2061e-01 	2.0064e-01 	4.0129e-03
	 1.3745e-01 	6.4410e+00 	1.2882e-01
	 2.5190e-01 	8.0746e+00 	1.6149e-01
	 5.7182e-01 	2.4012e+00 	4.8024e-02
	 1.4514e-01 	9.3560e-01 	1.8712e-02
	 2.8086e-01 	6.1559e-01 	1.2312e-02
	 9.6334e-02 	1.0699e+00 	2.1398e-02
	 1.7039e-01 	4.1486e+00 	8.2972e-02
	 3.1348e-01 	3.9045e+00 	7.8090e-02
	 1.9861e-01 	4.4056e+00 	8.8112e-02
	 2.2767e-01 	1.5406e+00 	3.0812e-02
	 1.3670e-01 	2.6954e+00 	5.3908e-02
	 1.1273e-01 	1.7040e+00 	3.4079e-02
	 1.3628e-01 	1.9107e+00 	3.8213e-02
	 1.2979e-01 	1.8188e+00 	3.6376e-02
	 1.5937e-01 	3.2919e-01 	6.5839e-03
	 6.6887e-02 	8.9683e-01 	1.7937e-02
	 8.9778e-02 	8.3946e-01 	1.6789e-02
	 3.6484e-02 	4.4601e+00 	8.9202e-02
	 1.4460e-01 	7.2819e+00 	1.4564e-01
	 4.4807e-01 	7.2110e+00 	1.4422e-01
	 4.6443e-01 	6.6335e+00 	1.3267e-01
	 2.3701e-01 	6.3365e+00 	1.2673e-01
	 2.8824e-01 	8.4316e+00 	1.6863e-01
	 4.3967e-01 	7.4866e+00 	1.4973e-01
	 4.4590e-01 	2.9949e+00 	5.9897e-02
	 1.6065e-01 	4.5295e-01 	9.0589e-03
	 1.0292e-01 	3.1132e-01 	6.2263e-03
	 2.0936e-01 	4.2896e-01 	8.5791e-03
	 1.5138e-01 	5.4626e-01 	1.0925e-02
	 1.0552e-01 	8.7210e-01 	1.7442e-02
	 9.7142e-02 	5.0632e-01 	1.0126e-02
	 1.1746e-01 	1.7095e+00 	3.4189e-02
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	 1.4482e-01 	1.0504e+00 	2.1009e-02
	 1.7065e-01 	1.8860e-01 	3.7719e-03
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	 1.3801e-01 	2.7480e+00 	5.4960e-02
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	 1.0585e-01 	1.0960e+00 	2.1920e-02
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	 1.4487e-01 	3.1289e-01 	6.2578e-03
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	 1.7033e-01 	2.7052e+00 	5.4104e-02
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	 1.3379e-01 	6.2624e-01 	1.2525e-02
	 6.3105e-02 	2.0002e+00 	4.0005e-02
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	 8.4865e-02 	2.5227e-01 	5.0454e-03
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	 1.9849e-01 	3.0222e+00 	6.0444e-02
	 1.1201e-01 	8.0051e-02 	1.6010e-03
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	 1.3442e-01 	1.0511e+00 	2.1021e-02
	 5.3240e-02 	4.5161e+00 	9.0322e-02
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	 1.2367e-01 	7.0743e-01 	1.4149e-02
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	 1.0327e-01 	2.7103e+00 	5.4205e-02
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	 2.5620e-01 	1.9626e+00 	3.9251e-02
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	 7.9063e-02 	3.9502e-01 	7.9003e-03
	 3.6220e-02 	2.5955e-01 	5.1911e-03
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	 6.5030e-02 	1.7269e+00 	3.4538e-02
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	 1.6215e-01 	2.1385e+00 	4.2769e-02
	 1.1541e-01 	1.7158e+00 	3.4317e-02
	 1.7383e-01 	2.0340e+00 	4.0680e-02
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	 4.5272e-01 	1.0245e+00 	2.0490e-02
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	 8.1297e-02 	2.3479e+00 	4.6959e-02
	 1.7130e-01 	5.5747e+00 	1.1149e-01
	 2.5544e-01 	3.7109e+00 	7.4217e-02
	 2.2075e-01 	2.9813e+00 	5.9625e-02
	 1.0706e-01 	3.9346e+00 	7.8693e-02
	 1.7102e-01 	5.4360e+00 	1.0872e-01
	 3.3997e-01 	6.7442e+00 	1.3488e-01
	 3.4563e-01 	9.2694e-01 	1.8539e-02
	 2.0922e-01 	3.3591e+00 	6.7181e-02
	 2.3690e-01 	1.9779e+00 	3.9558e-02
	 1.3651e-01 	1.1581e+00 	2.3162e-02
	 9.2114e-02 	2.0777e+00 	4.1553e-02
	 1.1511e-01 	2.1358e+00 	4.2716e-02
	 1.7924e-01 	1.9129e+00 	3.8258e-02
	 9.4726e-02 	2.0770e+00 	4.1541e-02
	 6.3179e-02 	2.1821e+00 	4.3643e-02
	 1.3015e-01 	5.1368e+00 	1.0274e-01
	 1.8504e-01 	9.1508e+00 	1.8302e-01
	 4.3843e-01 	6.9030e+00 	1.3806e-01
	 4.1328e-01 	2.7415e+00 	5.4831e-02
	 1.4801e-01 	3.2201e-01 	6.4401e-03
	 1.0935e-01 	1.3390e+00 	2.6779e-02
	 8.3961e-02 	2.3154e+00 	4.6307e-02
	 1.3544e-01 	3.8983e+00 	7.7967e-02
	 3.3815e-01 	2.0051e+00 	4.0102e-02
	 1.4127e-01 	1.3156e+00 	2.6312e-02
	 1.8056e-01 	1.9105e-01 	3.8211e-03
	 4.9049e-02 	1.0776e+00 	2.1552e-02
	 2.1552e-02 	6.3923e-01 	1.2785e-02
	 3.3511e-02 	2.7911e-01 	5.5822e-03
	 4.7311e-02 	1.0172e+00 	2.0343e-02
	 1.2031e-01 	1.3048e+00 	2.6096e-02
	 5.2889e-02 	5.8938e-01 	1.1788e-02
	 1.6735e-02 	2.4419e+00 	4.8838e-02
	 1.1480e-01 	4.9903e+00 	9.9805e-02
	 2.9280e-01 	3.6177e+00 	7.2354e-02
	 2.0746e-01 	1.9328e+00 	3.8656e-02
	 1.0346e-01 	1.3510e+00 	2.7020e-02
	 3.0365e-02 	4.9340e+00 	9.8680e-02
	 2.2133e-01 	5.6071e+00 	1.1214e-01
	 3.3270e-01 	2.2970e+00 	4.5939e-02
	 1.7080e-01 	5.5791e-01 	1.1158e-02
	 7.9101e-02 	1.2380e+00 	2.4760e-02
	 1.1616e-01 	2.8281e+00 	5.6563e-02
	 1.7535e-01 	1.2254e+00 	2.4508e-02
	 7.6198e-02 	7.7647e-01 	1.5529e-02
	 7.9685e-02 	3.8197e-01 	7.6393e-03
	 1.3503e-01 	7.5473e-01 	1.5095e-02
	 1.8156e-02 	1.6621e+00 	3.3242e-02
	 1.1854e-01 	1.5884e+00 	3.1767e-02
	 1.0311e-01 	5.1195e+00 	1.0239e-01
	 1.8304e-01 	9.5914e+00 	1.9183e-01
	 5.5475e-01 	5.3043e+00 	1.0609e-01
	 3.8763e-01 	1.5985e-01 	3.1969e-03
	 5.8304e-02 	5.4586e-01 	1.0917e-02
	 1.0652e-01 	4.2788e-01 	8.5576e-03
	 8.1603e-02 	1.6217e-01 	3.2434e-03
	 9.9890e-02 	2.7722e+00 	5.5444e-02
	 5.7832e-02 	4.6887e+00 	9.3773e-02
	 1.7647e-01 	4.4389e+00 	8.8779e-02
	 2.3750e-01 	5.6279e+00 	1.1256e-01
	 1.8402e-01 	4.1301e+00 	8.2602e-02
	 2.1005e-01 	5.2432e-01 	1.0486e-02
	 1.3898e-02 	2.4377e+00 	4.8754e-02
	 9.9036e-02 	3.2514e+00 	6.5029e-02
	 1.1090e-01 	3.3559e-01 	6.7119e-03
	 1.0993e-01 	2.5799e+00 	5.1597e-02
	 1.1962e-01 	2.9683e+00 	5.9367e-02
	 1.8291e-01 	2.3498e+00 	4.6997e-02
	 1.2761e-01 	4.6239e-01 	9.2478e-03
	 1.5659e-01 	4.1458e+00 	8.2917e-02
	 1.3907e-01 	1.4505e+00 	2.9011e-02
	 1.3196e-01 	8.1517e-01 	1.6303e-02
	 1.0269e-01 	1.6699e+00 	3.3399e-02
	 1.3058e-01 	4.2506e-01 	8.5012e-03
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	 1.8929e-01 	9.6837e-01 	1.9367e-02
	 5.3100e-02 	1.8601e+00 	3.7202e-02
	 1.2861e-01 	2.9643e+00 	5.9286e-02
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	 1.0753e-01 	2.2638e+00 	4.5277e-02
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	 5.5050e-02 	1.9090e+00 	3.8180e-02
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	 1.3703e-01 	2.1576e+00 	4.3151e-02
	 2.1671e-01 	1.4277e+00 	2.8555e-02
	 7.5918e-02 	8.2523e-01 	1.6505e-02
	 3.7413e-02 	1.0720e+00 	2.1440e-02
	 1.1569e-01 	1.0018e+00 	2.0035e-02
	 1.1223e-01 	1.7560e+00 	3.5120e-02
	 9.0419e-02 	6.4434e-01 	1.2887e-02
	 6.6811e-02 	8.3864e-01 	1.6773e-02
	 7.3524e-02 	3.3612e+00 	6.7224e-02
	 1.9648e-01 	3.7975e+00 	7.5951e-02
	 1.6830e-01 	3.3110e+00 	6.6221e-02
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	 2.3600e-01 	3.1672e+00 	6.3344e-02
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	 2.1476e-01 	3.8611e-01 	7.7223e-03
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	 2.0775e-01 	1.0871e+00 	2.1742e-02
	 1.5398e-01 	3.5003e+00 	7.0006e-02
	 1.2109e-01 	3.8287e-01 	7.6574e-03
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	 1.3329e-01 	9.5073e-01 	1.9015e-02
	 1.0441e-01 	2.7005e+00 	5.4010e-02
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	 1.6468e-02 	1.3441e+00 	2.6881e-02
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	 3.5460e-01 	3.7501e+00 	7.5003e-02
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	 1.2845e-01 	1.9092e+00 	3.8184e-02
	 1.6039e-01 	1.6138e-01 	3.2277e-03
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	 1.4530e-01 	2.7760e+00 	5.5520e-02
	 1.3993e-01 	6.6552e-01 	1.3310e-02
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	 1.5077e-01 	8.7337e-01 	1.7467e-02
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	 1.4942e-01 	1.8334e+00 	3.6668e-02
	 1.8638e-01 	2.0741e+00 	4.1481e-02
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	 1.0877e-01 	3.0364e+00 	6.0728e-02
	 9.8472e-02 	2.1396e+00 	4.2793e-02
	 1.0380e-01 	7.3172e-01 	1.4634e-02
	 1.2384e-01 	1.2000e+00 	2.3999e-02
	 1.3055e-01 	4.4459e+00 	8.8918e-02
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	 1.2990e-01 	8.3801e-01 	1.6760e-02
	 8.2616e-02 	3.4921e+00 	6.9843e-02
	 1.4268e-01 	2.5838e+00 	5.1677e-02
	 1.4257e-01 	1.7702e+00 	3.5403e-02
	 1.1499e-01 	3.5970e-01 	7.1939e-03
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	 2.0490e-01 	1.3323e-01 	2.6646e-03
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	 2.3552e-01 	1.6837e+00 	3.3674e-02
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	 1.5084e-01 	9.0673e-01 	1.8135e-02
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	 1.3470e-01 	1.8681e+00 	3.7362e-02
	 1.5182e-01 	6.0471e-01 	1.2094e-02
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	 2.9147e-01 	1.0873e-01 	2.1746e-03
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	 1.0443e-01 	5.4734e-01 	1.0947e-02
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	 1.4437e-01 	9.1649e-01 	1.8330e-02
	 1.2961e-01 	5.2889e-01 	1.0578e-02
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	 1.2302e-01 	3.0683e-01 	6.1365e-03
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	 1.3462e-01 	2.2133e-01 	4.4266e-03
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	 1.1886e-01 	4.8900e-01 	9.7801e-03
	 1.5537e-01 	9.1031e-01 	1.8206e-02
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	 1.1140e-01 	3.2548e-01 	6.5097e-03
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	 1.0288e-01 	2.8629e+00 	5.7258e-02
	 7.8926e-02 	1.8809e+00 	3.7619e-02
	 7.8230e-02 	8.1214e-01 	1.6243e-02
	 1.2054e-01 	3.3107e+00 	6.6213e-02
	 1.5422e-01 	1.6160e+00 	3.2320e-02
	 8.4643e-02 	8.6415e-01 	1.7283e-02
	 3.8985e-02 	2.1445e+00 	4.2891e-02
	 1.2205e-01 	3.3815e+00 	6.7630e-02
	 1.8756e-01 	3.7259e+00 	7.4517e-02
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	 1.5387e-01 	9.4911e-02 	1.8982e-03
	 7.4651e-02 	8.5927e-01 	1.7185e-02
	 4.3435e-02 	4.4494e-01 	8.8988e-03
	 1.9947e-01 	9.1056e-01 	1.8211e-02
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	 1.0595e-01 	2.3202e-01 	4.6404e-03
	 1.2101e-01 	9.0672e-01 	1.8134e-02
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	 1.1397e-01 	1.5366e+00 	3.0731e-02
	 2.2823e-01 	2.2687e+00 	4.5374e-02
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	 8.7794e-02 	2.5228e-01 	5.0457e-03
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	 1.8688e-01 	1.7111e+00 	3.4222e-02
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	 1.2030e-01 	4.7900e-01 	9.5800e-03
	 3.6300e-02 	7.6583e-01 	1.5317e-02
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	 1.3236e-01 	2.7664e+00 	5.5328e-02
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	 1.5775e-01 	2.8552e+00 	5.7103e-02
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	 1.0407e-01 	3.4431e+00 	6.8863e-02
	 1.3790e-01 	3.0977e+00 	6.1954e-02
	 1.3938e-01 	1.3421e+00 	2.6841e-02
	 1.5903e-01 	2.2190e+00 	4.4381e-02
	 1.1458e-01 	2.2507e+00 	4.5014e-02
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	 1.2296e-01 	2.4959e+00 	4.9918e-02
	 2.1453e-01 	2.6298e-01 	5.2596e-03
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	 4.8468e-01 	1.4514e+01 	2.9027e-01
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	 1.2590e+00 	1.3620e+01 	2.7240e-01
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	 5.8223e-01 	7.3293e+00 	1.4659e-01
	 3.1728e-01 	9.1783e+00 	1.8357e-01
	 7.1075e-01 	3.9468e+00 	7.8935e-02
	 2.0357e-01 	6.2483e-01 	1.2497e-02
	 6.1827e-02 	2.0144e+00 	4.0287e-02
	 4.6109e-02 	2.0845e+00 	4.1689e-02
	 1.1429e-01 	4.3064e+00 	8.6129e-02
	 1.3374e-01 	5.5251e+00 	1.1050e-01
	 1.9919e-01 	1.8507e+00 	3.7013e-02
	 1.9386e-01 	9.4852e-02 	1.8970e-03
	 2.3078e-02 	3.8013e-01 	7.6026e-03
	 2.4640e-02 	1.7709e+00 	3.5419e-02
	 1.1104e-01 	5.3617e-01 	1.0723e-02
	 5.8331e-02 	1.7513e+00 	3.5027e-02
	 1.6750e-01 	1.4700e+00 	2.9400e-02
	 1.7701e-01 	1.9103e+00 	3.8206e-02
	 1.0203e-01 	1.6393e+00 	3.2787e-02
	 1.3331e-01 	1.8379e+00 	3.6758e-02
	 6.6849e-02 	5.6595e-01 	1.1319e-02
	 1.4697e-01 	1.2582e+00 	2.5164e-02
	 9.1291e-02 	2.2604e+00 	4.5208e-02
	 1.2743e-01 	5.5374e-01 	1.1075e-02
	 6.2587e-02 	3.4096e+00 	6.8192e-02
	 2.0017e-01 	3.5808e+00 	7.1616e-02
	 1.1870e-01 	4.9810e-01 	9.9620e-03
	 1.6144e-01 	3.8567e+00 	7.7135e-02
	 2.2590e-01 	2.1373e+00 	4.2746e-02
	 1.0666e-01 	1.8996e+00 	3.7992e-02
	 1.1521e-01 	3.0301e+00 	6.0602e-02
	 2.5113e-01 	2.3991e+00 	4.7982e-02
	 1.9194e-01 	1.3257e+00 	2.6514e-02
	 1.0082e-01 	2.2590e-01 	4.5181e-03
	 1.0221e-01 	8.0216e-02 	1.6043e-03
	 1.0585e-01 	1.5579e+00 	3.1158e-02
	 6.4300e-02 	3.1731e+00 	6.3463e-02
	 8.0807e-02 	5.3084e+00 	1.0617e-01
	 1.8778e-01 	4.8870e+00 	9.7741e-02
	 2.3708e-01 	4.3360e+00 	8.6720e-02
	 2.3597e-01 	1.5553e+00 	3.1105e-02
	 6.8271e-02 	7.9276e-01 	1.5855e-02
	 7.0841e-02 	1.5939e+00 	3.1878e-02
	 1.4668e-01 	2.0545e+00 	4.1090e-02
	 1.4400e-01 	3.5714e-01 	7.1429e-03
	 1.3012e-01 	1.2849e+00 	2.5698e-02
	 1.2463e-01 	1.6995e+00 	3.3990e-02
	 1.1510e-01 	7.1599e-01 	1.4320e-02
	 7.2756e-02 	6.0815e-01 	1.2163e-02
	 5.7744e-02 	1.1356e+00 	2.2712e-02
	 1.1937e-01 	2.5794e+00 	5.1588e-02
	 8.2227e-02 	1.0270e+00 	2.0540e-02
	 1.4115e-01 	6.1574e-01 	1.2315e-02
	 9.1614e-02 	1.4986e+00 	2.9972e-02
	 8.3505e-02 	2.4695e+00 	4.9390e-02
	 1.5104e-01 	4.6837e+00 	9.3673e-02
	 2.0555e-01 	3.2851e+00 	6.5703e-02
	 1.1436e-01 	1.4823e+00 	2.9647e-02
	 1.5572e-01 	1.8995e-01 	3.7990e-03
	 5.7234e-02 	2.2074e+00 	4.4148e-02
	 4.4389e-02 	1.3714e+00 	2.7427e-02
	 1.5726e-01 	4.2216e-01 	8.4432e-03
	 1.1162e-01 	1.8413e+00 	3.6826e-02
	 3.3654e-02 	1.8734e+00 	3.7467e-02
	 1.1708e-01 	1.4210e+00 	2.8419e-02
	 9.2907e-02 	1.5633e+00 	3.1265e-02
	 1.6015e-01 	4.0977e+00 	8.1954e-02
	 1.0733e-01 	9.6742e+00 	1.9348e-01
	 6.6722e-01 	4.0039e+00 	8.0078e-02
	 3.3400e-01 	2.7334e+00 	5.4668e-02
	 1.3443e-01 	1.8139e+00 	3.6278e-02
	 5.3301e-02 	1.0693e+00 	2.1387e-02
	 1.4174e-01 	1.8282e+00 	3.6564e-02
	 1.4432e-01 	3.2074e+00 	6.4148e-02
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	 2.4414e-01 	9.9230e+00 	1.9846e-01
	 6.5629e-01 	9.9223e+00 	1.9845e-01
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	 1.5950e-01 	2.0550e+00 	4.1099e-02
	 1.4927e-01 	1.8990e-01 	3.7980e-03
	 1.3274e-01 	1.5308e+00 	3.0616e-02
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	 8.9525e-02 	1.5047e+00 	3.0094e-02
	 1.4174e-01 	4.5846e+00 	9.1692e-02
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	 1.6678e-01 	1.9376e+00 	3.8752e-02
	 1.2525e-01 	1.4136e+00 	2.8271e-02
	 9.5368e-02 	7.4414e-01 	1.4883e-02
	 4.4854e-02 	2.1377e+00 	4.2755e-02
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	 1.3757e-01 	9.6558e-01 	1.9312e-02
	 8.9954e-02 	1.8812e+00 	3.7625e-02
	 9.7042e-02 	1.8511e+00 	3.7022e-02
	 1.0529e-01 	7.9807e-01 	1.5961e-02
	 8.7723e-02 	1.1693e+00 	2.3385e-02
	 1.2693e-01 	3.9549e-01 	7.9098e-03
	 1.0367e-01 	1.1493e+00 	2.2986e-02
	 1.4429e-01 	1.3874e+00 	2.7748e-02
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	 1.6757e-01 	9.0422e-01 	1.8084e-02
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	 1.6507e-01 	1.4743e+00 	2.9485e-02
	 5.8645e-02 	1.0405e+00 	2.0810e-02
	 1.0951e-01 	1.2616e+00 	2.5233e-02
	 1.1503e-01 	4.8643e-01 	9.7286e-03
	 6.1940e-02 	2.2488e+00 	4.4977e-02
	 1.1057e-01 	2.1350e+00 	4.2700e-02
	 1.1713e-01 	9.2056e-02 	1.8411e-03
	 4.6653e-02 	7.6820e-01 	1.5364e-02
	 7.4511e-02 	8.4438e-01 	1.6888e-02
	 1.1194e-01 	5.1833e-02 	1.0367e-03
	 5.4335e-02 	1.1584e+00 	2.3168e-02
	 1.3754e-01 	7.4779e-01 	1.4956e-02
	 5.5565e-02 	5.2041e-01 	1.0408e-02
	 8.3879e-02 	4.7054e-01 	9.4108e-03
	 5.8793e-02 	1.5445e+00 	3.0891e-02
	 6.7013e-02 	1.7690e-01 	3.5380e-03
	 1.6235e-01 	2.7955e+00 	5.5910e-02
	 1.6517e-01 	6.4046e-01 	1.2809e-02
	 1.5981e-01 	2.6315e+00 	5.2630e-02
	 1.5695e-01 	3.9843e+00 	7.9685e-02
	 2.8692e-01 	5.8497e+00 	1.1699e-01
	 2.6580e-01 	5.3014e+00 	1.0603e-01
	 2.6286e-01 	5.3853e+00 	1.0771e-01
	 2.1392e-01 	5.3062e+00 	1.0612e-01
	 3.4299e-01 	1.6976e+00 	3.3953e-02
	 1.2283e-01 	1.7956e+00 	3.5913e-02
	 1.2668e-01 	1.9001e+00 	3.8002e-02
	 1.1401e-01 	5.2202e-01 	1.0440e-02
	 6.0087e-02 	5.8313e-01 	1.1663e-02
	 4.9263e-02 	9.5041e-01 	1.9008e-02
	 5.6745e-02 	2.6536e+00 	5.3072e-02
	 1.6232e-01 	1.8254e+00 	3.6508e-02
	 1.0748e-01 	3.8569e+00 	7.7137e-02
	 1.9267e-01 	3.3389e+00 	6.6777e-02
	 1.4168e-01 	3.4487e+00 	6.8975e-02
	 2.6522e-01 	5.3585e+00 	1.0717e-01
	 1.8397e-01 	5.7909e+00 	1.1582e-01
	 3.6058e-01 	6.1176e+00 	1.2235e-01
	 3.2526e-01 	1.7705e+00 	3.5409e-02
	 8.1710e-02 	2.0239e+00 	4.0478e-02
	 8.8207e-02 	1.1797e+00 	2.3593e-02
	 1.0393e-01 	5.5587e+00 	1.1117e-01
	 1.9080e-01 	8.2581e+00 	1.6516e-01
	 4.5047e-01 	4.2783e+00 	8.5566e-02
	 3.3456e-01 	1.7876e+00 	3.5752e-02
	 1.1275e-01 	1.3719e+00 	2.7437e-02
	 9.3212e-02 	2.4817e+00 	4.9634e-02
	 1.5615e-01 	2.7482e+00 	5.4965e-02
	 2.1942e-01 	1.1817e+00 	2.3634e-02
	 2.2921e-01 	5.2336e-01 	1.0467e-02
	 2.8978e-02 	8.3137e-01 	1.6627e-02
	 1.2185e-01 	9.9363e-01 	1.9873e-02
	 7.8373e-02 	7.6074e-01 	1.5215e-02
	 1.7256e-01 	1.2904e+00 	2.5807e-02
	 6.8797e-02 	4.5779e+00 	9.1558e-02
	 2.2000e-01 	4.6359e+00 	9.2718e-02
	 2.8683e-01 	2.8297e+00 	5.6594e-02
	 1.3911e-01 	1.4926e+00 	2.9853e-02
	 4.5386e-02 	6.3934e+00 	1.2787e-01
	 3.6851e-01 	1.0766e+01 	2.1531e-01
	 6.1515e-01 	7.4037e+00 	1.4807e-01
	 5.3989e-01 	1.3230e+00 	2.6460e-02
	 1.0575e-01 	1.2974e+00 	2.5948e-02
	 1.4108e-01 	1.5332e+00 	3.0664e-02
	 9.5554e-02 	1.9792e+00 	3.9585e-02
	 6.6509e-02 	3.4371e+00 	6.8743e-02
	 1.2463e-01 	2.9626e+00 	5.9253e-02
	 1.8331e-01 	5.9152e-01 	1.1830e-02
	 1.0390e-01 	4.7972e-01 	9.5945e-03
	 3.2549e-02 	3.7692e+00 	7.5384e-02
	 1.6457e-01 	4.2653e+00 	8.5307e-02
	 2.6472e-01 	1.5110e+00 	3.0220e-02
	 1.2341e-01 	3.1614e+00 	6.3227e-02
	 1.9970e-01 	3.6715e+00 	7.3431e-02
	 1.9331e-01 	6.6654e-01 	1.3331e-02
	 6.6287e-02 	1.2812e+00 	2.5624e-02
	 1.8591e-01 	1.8141e+00 	3.6281e-02
	 1.9176e-01 	1.4554e+00 	2.9108e-02
	 1.1693e-01 	1.5426e+00 	3.0852e-02
	 1.1888e-01 	1.5376e+00 	3.0752e-02
	 1.8064e-01 	6.2860e+00 	1.2572e-01
	 2.8260e-01 	9.6611e+00 	1.9322e-01
	 7.4796e-01 	8.8087e+00 	1.7617e-01
	 4.8830e-01 	5.3315e+00 	1.0663e-01
	 3.0477e-01 	3.1843e-01 	6.3685e-03
	 1.1405e-01 	1.7485e+00 	3.4971e-02
	 8.4622e-02 	2.6119e+00 	5.2239e-02
	 1.9771e-01 	4.3111e+00 	8.6222e-02
	 1.6854e-01 	1.1951e+00 	2.3901e-02
	 7.8940e-02 	1.1691e+00 	2.3383e-02
	 8.1569e-02 	1.5978e+00 	3.1956e-02
	 1.3904e-01 	2.2661e+00 	4.5322e-02
	 1.1175e-01 	3.0589e+00 	6.1178e-02
	 1.0314e-01 	3.4390e+00 	6.8780e-02
	 1.7473e-01 	2.5850e+00 	5.1699e-02
	 7.9165e-02 	1.1830e+00 	2.3659e-02
	 1.7574e-01 	3.4156e+00 	6.8312e-02
	 2.0024e-01 	5.2525e-01 	1.0505e-02
	 4.8938e-02 	1.7472e+00 	3.4944e-02
	 9.7570e-02 	1.4518e+00 	2.9037e-02
	 1.7784e-01 	7.9646e-01 	1.5929e-02
	 1.1691e-01 	1.5947e+00 	3.1895e-02
	 6.4255e-02 	1.8262e+00 	3.6524e-02
	 7.4490e-02 	2.3456e+00 	4.6911e-02
	 1.2695e-01 	4.1850e+00 	8.3701e-02
	 1.9093e-01 	9.3937e-01 	1.8787e-02
	 1.7363e-01 	7.0464e-01 	1.4093e-02
	 6.0174e-02 	1.9447e+00 	3.8895e-02
	 1.0679e-01 	3.3716e+00 	6.7432e-02
	 1.9719e-01 	1.3054e+00 	2.6108e-02
	 1.1544e-01 	2.6449e+00 	5.2899e-02
	 1.0445e-01 	7.3679e-01 	1.4736e-02
	 8.8887e-02 	2.9820e+00 	5.9641e-02
	 2.7232e-01 	1.8969e+00 	3.7938e-02
	 7.8971e-02 	4.0553e+00 	8.1106e-02
	 2.0055e-01 	4.7245e+00 	9.4490e-02
	 2.8522e-01 	3.5338e+00 	7.0676e-02
	 1.2497e-01 	1.9346e+00 	3.8693e-02
	 1.8401e-01 	2.0074e+00 	4.0149e-02
	 2.0194e-01 	9.8547e-01 	1.9709e-02
	 3.8336e-02 	1.1500e+00 	2.2999e-02
	 2.3134e-01 	1.0086e+00 	2.0171e-02
	 1.1605e-01 	9.0534e-01 	1.8107e-02
	 6.6484e-02 	3.2769e-01 	6.5538e-03
	 7.3475e-02 	8.7350e-01 	1.7470e-02
	 6.8415e-02 	3.1773e+00 	6.3546e-02
	 1.5146e-01 	3.4549e+00 	6.9098e-02
	 2.1088e-01 	1.4842e+00 	2.9683e-02
	 9.8700e-02 	2.4480e+00 	4.8959e-02
	 8.9154e-02 	4.5657e+00 	9.1315e-02
	 2.5890e-01 	3.8183e+00 	7.6366e-02
	 1.3976e-01 	5.9208e-01 	1.1842e-02
	 5.1978e-02 	1.3839e+00 	2.7677e-02
	 1.1126e-01 	4.6105e-01 	9.2211e-03
	 1.2245e-01 	8.2684e-01 	1.6537e-02
	 1.3305e-01 	3.5445e-01 	7.0890e-03
	 8.1657e-02 	7.8075e-01 	1.5615e-02
	 1.0331e-01 	3.0822e+00 	6.1644e-02
	 1.7193e-01 	6.3685e+00 	1.2737e-01
	 3.0659e-01 	1.0827e+01 	2.1654e-01
	 6.0429e-01 	1.0351e+01 	2.0702e-01
	 9.4845e-01 	3.6133e+00 	7.2266e-02
	 2.6316e-01 	1.6589e+00 	3.3177e-02
	 1.0935e-01 	2.4805e+00 	4.9609e-02
	 1.9808e-01 	6.8359e-01 	1.3672e-02
	 5.1968e-02 	9.9589e-01 	1.9918e-02
	 1.9462e-01 	1.0350e+00 	2.0701e-02
	 1.1625e-01 	7.5956e-01 	1.5191e-02
	 1.2634e-01 	8.6222e-01 	1.7244e-02
	 1.6855e-01 	1.9077e+00 	3.8154e-02
	 4.3036e-02 	7.7345e-01 	1.5469e-02
	 8.1265e-02 	1.0639e+00 	2.1278e-02
	 1.1535e-01 	1.2379e+00 	2.4757e-02
	 7.3337e-02 	5.0302e-01 	1.0060e-02
	 6.4555e-02 	2.2746e+00 	4.5493e-02
	 1.5232e-01 	2.3646e+00 	4.7292e-02
	 1.1626e-01 	3.0985e-01 	6.1971e-03
	 1.5563e-01 	3.0705e-01 	6.1411e-03
	 8.4808e-02 	2.7506e+00 	5.5011e-02
	 1.2252e-01 	3.6007e+00 	7.2015e-02
	 1.3686e-01 	1.2287e-01 	2.4575e-03
	 4.1631e-02 	1.8221e+00 	3.6443e-02
	 8.3127e-02 	1.3846e+00 	2.7693e-02
	 1.1617e-01 	6.9273e-01 	1.3855e-02
	 1.3692e-01 	4.9497e-01 	9.8994e-03
	 8.6760e-02 	2.8485e+00 	5.6970e-02
	 1.1466e-01 	2.2460e+00 	4.4920e-02
	 1.4638e-01 	9.7069e-01 	1.9414e-02
	 6.6400e-02 	1.0875e+00 	2.1750e-02
	 9.6486e-02 	6.4744e-01 	1.2949e-02
	 7.5736e-02 	5.5290e-01 	1.1058e-02
	 1.0955e-01 	3.7359e-01 	7.4718e-03
	 6.0823e-02 	6.6127e-01 	1.3225e-02
	 9.2196e-02 	6.2896e-01 	1.2579e-02
	 8.9664e-02 	1.1106e+00 	2.2213e-02
	 1.3792e-01 	5.7300e-01 	1.1460e-02
	 6.9847e-02 	1.2771e+00 	2.5542e-02
	 9.3678e-02 	4.1914e-01 	8.3828e-03
	 1.0718e-01 	2.5031e+00 	5.0062e-02
	 1.4778e-01 	7.0863e-01 	1.4173e-02
	 1.2487e-01 	1.8001e+00 	3.6003e-02
	 6.6571e-02 	1.2536e+00 	2.5072e-02
	 1.4375e-01 	5.1416e-01 	1.0283e-02
	 5.9107e-02 	1.0446e+00 	2.0892e-02
	 1.2639e-01 	9.5346e-01 	1.9069e-02
	 1.4274e-01 	8.1453e-01 	1.6291e-02
	 1.2081e-01 	3.8247e+00 	7.6494e-02
	 1.2175e-01 	4.5205e+00 	9.0411e-02
	 2.1763e-01 	4.0309e+00 	8.0618e-02
	 1.9465e-01 	3.1126e+00 	6.2253e-02
	 1.6526e-01 	7.8040e-01 	1.5608e-02
	 7.2172e-02 	1.1710e+00 	2.3420e-02
	 1.2828e-01 	3.0783e+00 	6.1565e-02
	 9.8108e-02 	6.2823e+00 	1.2565e-01
	 2.4635e-01 	1.8524e+00 	3.7049e-02
	 1.3350e-01 	2.4087e+00 	4.8173e-02
	 2.3845e-01 	4.7132e-01 	9.4264e-03
	 1.1977e-01 	1.6489e+00 	3.2978e-02
	 7.1349e-02 	3.6258e+00 	7.2516e-02
	 1.8933e-01 	3.2325e+00 	6.4650e-02
	 1.5914e-01 	5.4669e-01 	1.0934e-02
	 1.7870e-01 	4.5564e-01 	9.1127e-03
	 1.0398e-01 	9.5316e-01 	1.9063e-02
	 8.5590e-02 	3.5701e+00 	7.1402e-02
	 7.5801e-02 	8.2495e+00 	1.6499e-01
	 4.1364e-01 	9.3862e+00 	1.8772e-01
	 4.7232e-01 	4.4424e+00 	8.8847e-02
	 3.0259e-01 	7.9793e-01 	1.5959e-02
	 1.8573e-01 	8.3134e-01 	1.6627e-02
	 1.0993e-01 	9.0039e-01 	1.8008e-02
	 3.8317e-02 	7.8669e-01 	1.5734e-02
	 1.5835e-01 	2.0319e+00 	4.0639e-02
	 9.6273e-02 	2.7261e+00 	5.4522e-02
	 1.4570e-01 	4.9174e+00 	9.8349e-02
	 1.8023e-01 	3.5102e+00 	7.0204e-02
	 1.8346e-01 	1.1443e+00 	2.2886e-02
	 6.8866e-02 	1.0221e+00 	2.0441e-02
	 1.6521e-01 	1.2297e+00 	2.4593e-02
	 1.8965e-01 	1.1812e+00 	2.3624e-02
	 1.6090e-01 	3.9100e-01 	7.8199e-03
	 5.8363e-02 	3.9354e-01 	7.8708e-03
	 2.7043e-02 	2.1304e+00 	4.2607e-02
	 1.3990e-01 	1.7375e+00 	3.4749e-02
	 1.1678e-01 	3.8325e-01 	7.6650e-03
	 9.3724e-02 	7.8627e-01 	1.5725e-02
	 1.4696e-01 	7.2417e-01 	1.4483e-02
	 1.5848e-01 	4.2551e-01 	8.5101e-03
	 1.5090e-01 	9.2850e-01 	1.8570e-02
	 4.1468e-02 	8.3925e-01 	1.6785e-02
	 1.6112e-01 	1.8589e+00 	3.7179e-02
	 7.3418e-02 	2.4464e+00 	4.8929e-02
	 1.1409e-01 	4.0040e+00 	8.0079e-02
	 2.0908e-01 	5.2147e+00 	1.0429e-01
	 2.0096e-01 	1.6987e+00 	3.3973e-02
	 2.8507e-01 	1.0323e+00 	2.0647e-02
	 2.3636e-01 	1.3881e+00 	2.7762e-02
	 1.0807e-01 	6.4921e-01 	1.2984e-02
	 2.6425e-02 	1.4322e+00 	2.8645e-02
	 8.8940e-02 	1.7739e+00 	3.5478e-02
	 1.0109e-01 	3.7264e-01 	7.4529e-03
	 8.4245e-02 	2.0947e+00 	4.1894e-02
	 6.7447e-02 	3.0713e+00 	6.1426e-02
	 1.1918e-01 	2.1169e+00 	4.2337e-02
	 1.2523e-01 	1.0176e+00 	2.0352e-02
	 2.6376e-02 	5.5696e-01 	1.1139e-02
	 9.5599e-02 	1.3016e+00 	2.6032e-02
	 1.0278e-01 	9.7484e-01 	1.9497e-02
	 1.3232e-01 	1.0810e+00 	2.1621e-02
	 1.1054e-01 	2.6825e+00 	5.3651e-02
	 8.8745e-02 	5.1738e+00 	1.0348e-01
	 1.8229e-01 	2.9439e+00 	5.8878e-02
	 2.2165e-01 	8.1645e-01 	1.6329e-02
	 1.0129e-01 	3.4317e+00 	6.8634e-02
	 1.1422e-01 	5.1831e+00 	1.0366e-01
	 1.9404e-01 	2.9035e+00 	5.8070e-02
	 1.2181e-01 	6.2234e-01 	1.2447e-02
	 5.9077e-02 	1.4102e+00 	2.8205e-02
Max iterations or epochs reached

The values for $\theta_0$ and $\theta_1$ at each iteration are plotted below along with the contour plot of the least square function. In the plot it can be seen that there is no definite pattern in how the values of $\theta_0$ and $\theta_1$ are changing. In fact, this chaoticity increases as batch size is reduced since the gradient approximation gets less accurate and more noisy.

plt.plot(soln_with_replacement[:, 0], soln_with_replacement[:, 1], '-ro', markersize=3)
lfp = contour_plot(LFx, -10., 10., 50, -10., 10., 50)
plt.colorbar(lfp)
plt.xlabel("$\\theta_0$")
plt.ylabel("$\\theta_1$")
plt.show()

../../_images/Stochastic-Gradient-Descent-2_33_0.png

Sampling batch data from the data set without replacement:

[soln_without_replacement, stats_without_replacement] = SGD(data, f, [0, -5], least_squares_loss_function, grad_approx, alpha = 0.02, max_iter = 5000, batch_size=10, nepoch=50, batch_pick = "without_replacement", statistics=True)

Streaming output truncated to the last 5000 lines.
 3 	 4.6114e+02 	1.5240e+02 	3.0481e+00
 4 	 2.2259e+02 	3.9000e+01 	7.7999e-01
 5 	 4.3656e+01 	4.5744e+01 	9.1488e-01
 6 	 3.1181e+01 	6.1447e+01 	1.2289e+00
 7 	 2.8195e+01 	4.1586e+01 	8.3171e-01
 8 	 2.6659e+01 	1.7235e+01 	3.4469e-01
 9 	 9.6852e+00 	2.6097e+01 	5.2194e-01
 10 	 6.0034e+00 	3.2111e+01 	6.4222e-01
 11 	 1.0159e+01 	2.0496e+01 	4.0992e-01
 12 	 4.5199e+00 	1.6616e+01 	3.3231e-01
 13 	 4.9112e+00 	4.8967e+00 	9.7933e-02
 14 	 1.5417e+00 	7.6161e+00 	1.5232e-01
 15 	 1.5394e+00 	6.0529e+00 	1.2106e-01
 16 	 1.1953e+00 	4.2383e+00 	8.4765e-02
 17 	 6.2241e-01 	6.1444e+00 	1.2289e-01
 18 	 1.0370e+00 	3.3054e+00 	6.6107e-02
 19 	 8.4851e-01 	3.6384e+00 	7.2767e-02
 20 	 5.3458e-01 	1.7660e+00 	3.5320e-02
 21 	 3.2346e-01 	3.7859e+00 	7.5717e-02
 22 	 3.9395e-01 	3.7365e+00 	7.4729e-02
 23 	 2.6784e-01 	2.7614e+00 	5.5229e-02
 24 	 2.7422e-01 	3.2962e+00 	6.5923e-02
 25 	 2.7519e-01 	2.8167e+00 	5.6335e-02
 26 	 1.0193e-01 	4.1940e+00 	8.3879e-02
 27 	 2.2049e-01 	3.8686e+00 	7.7372e-02
 28 	 1.7984e-01 	3.4809e+00 	6.9618e-02
 29 	 1.5911e-01 	6.6778e+00 	1.3356e-01
 30 	 2.3617e-01 	5.4976e+00 	1.0995e-01
 31 	 2.7654e-01 	2.1902e+00 	4.3805e-02
 32 	 2.3598e-01 	9.0857e-01 	1.8171e-02
 33 	 6.4149e-02 	2.4301e-01 	4.8603e-03
 34 	 6.1890e-02 	1.3601e+00 	2.7202e-02
 35 	 2.8874e-01 	1.9329e+00 	3.8657e-02
 36 	 1.4942e-01 	2.9263e+00 	5.8527e-02
 37 	 1.4558e-01 	2.4420e+00 	4.8840e-02
 38 	 1.4650e-01 	6.7169e-01 	1.3434e-02
 39 	 1.9753e-01 	1.6259e+00 	3.2518e-02
 40 	 7.2465e-02 	2.4805e+00 	4.9609e-02
 41 	 1.2877e-01 	1.9241e+00 	3.8481e-02
 42 	 2.0426e-01 	7.4346e-01 	1.4869e-02
 43 	 1.3957e-01 	1.1259e+00 	2.2517e-02
 44 	 6.1052e-02 	6.6486e-01 	1.3297e-02
 45 	 9.0606e-02 	2.6460e+00 	5.2920e-02
 46 	 1.9197e-01 	2.6226e+00 	5.2452e-02
 47 	 1.7305e-01 	2.5043e+00 	5.0087e-02
 48 	 1.0870e-01 	2.8434e+00 	5.6867e-02
 49 	 1.7073e-01 	7.5675e-01 	1.5135e-02
 50 	 1.7247e-01 	7.3567e-01 	1.4713e-02
 51 	 6.8165e-02 	3.5567e-01 	7.1134e-03
 52 	 1.1665e-01 	5.9292e-01 	1.1858e-02
 53 	 1.5504e-01 	2.2441e+00 	4.4882e-02
 54 	 1.2262e-01 	1.2869e+00 	2.5738e-02
 55 	 1.1341e-01 	7.6246e-01 	1.5249e-02
 56 	 4.2122e-02 	1.3184e+00 	2.6367e-02
 57 	 1.0321e-01 	2.8157e+00 	5.6315e-02
 58 	 1.2215e-01 	4.7147e+00 	9.4293e-02
 59 	 2.6058e-01 	3.9662e+00 	7.9323e-02
 60 	 1.6232e-01 	2.4631e+00 	4.9263e-02
 61 	 1.1258e-01 	1.1946e+00 	2.3891e-02
 62 	 1.5151e-01 	2.2809e+00 	4.5618e-02
 63 	 1.8218e-01 	1.7319e+00 	3.4638e-02
 64 	 1.1900e-01 	2.0510e+00 	4.1020e-02
 65 	 7.7178e-02 	9.5843e-01 	1.9169e-02
 66 	 1.0137e-01 	2.0667e-01 	4.1333e-03
 67 	 1.8910e-01 	1.1378e+00 	2.2757e-02
 68 	 4.6705e-02 	2.9926e-01 	5.9852e-03
 69 	 4.3720e-02 	1.1269e+00 	2.2537e-02
 70 	 7.0765e-02 	1.6629e+00 	3.3257e-02
 71 	 1.1363e-01 	8.9087e-01 	1.7817e-02
 72 	 7.8556e-02 	1.7740e+00 	3.5480e-02
 73 	 8.2221e-02 	6.8763e+00 	1.3753e-01
 74 	 2.5133e-01 	4.8541e+00 	9.7083e-02
 75 	 3.5250e-01 	1.8821e+00 	3.7642e-02
 76 	 1.3186e-01 	3.8941e+00 	7.7882e-02
 77 	 1.8762e-01 	3.9625e+00 	7.9251e-02
 78 	 1.5604e-01 	4.0607e+00 	8.1214e-02
 79 	 2.4591e-01 	1.6763e+00 	3.3526e-02
 80 	 1.1636e-01 	2.4705e+00 	4.9409e-02
 81 	 6.2429e-02 	5.7893e+00 	1.1579e-01
 82 	 2.2768e-01 	7.9480e+00 	1.5896e-01
 83 	 4.1927e-01 	1.1650e+01 	2.3301e-01
 84 	 7.2549e-01 	5.6589e+00 	1.1318e-01
 85 	 3.1961e-01 	2.4596e+00 	4.9192e-02
 86 	 1.2101e-01 	3.0374e+00 	6.0749e-02
 87 	 1.4447e-01 	1.7215e+00 	3.4430e-02
 88 	 9.8130e-02 	7.6578e-01 	1.5316e-02
 89 	 9.5908e-02 	4.3065e-01 	8.6130e-03
 90 	 1.6129e-01 	3.2890e+00 	6.5780e-02
 91 	 9.5306e-02 	2.2545e+00 	4.5090e-02
 92 	 1.3190e-01 	5.6459e-01 	1.1292e-02
 93 	 7.4961e-02 	1.3670e+00 	2.7340e-02
 94 	 1.2119e-01 	9.4434e-01 	1.8887e-02
 95 	 9.2574e-02 	1.2015e+00 	2.4030e-02
 96 	 1.2427e-01 	2.8996e+00 	5.7993e-02
 97 	 1.5755e-01 	1.7252e+00 	3.4504e-02
 98 	 9.0946e-02 	3.0116e+00 	6.0233e-02
 99 	 1.5834e-01 	9.0180e-01 	1.8036e-02
 100 	 1.2125e-01 	2.7756e+00 	5.5512e-02
 101 	 2.4899e-01 	9.8291e-01 	1.9658e-02
 102 	 1.3161e-01 	3.0878e+00 	6.1756e-02
 103 	 1.5875e-01 	6.9514e+00 	1.3903e-01
 104 	 3.5515e-01 	8.2223e+00 	1.6445e-01
 105 	 3.9997e-01 	2.6729e+00 	5.3457e-02
 106 	 1.4656e-01 	2.6286e+00 	5.2572e-02
 107 	 1.2631e-01 	1.0730e+00 	2.1459e-02
 108 	 1.5138e-01 	1.8439e+00 	3.6879e-02
 109 	 1.0292e-01 	1.0377e+00 	2.0755e-02
 110 	 5.7646e-02 	1.1714e+00 	2.3428e-02
 111 	 1.0754e-01 	3.9864e-01 	7.9729e-03
 112 	 8.2784e-02 	1.0318e+00 	2.0636e-02
 113 	 5.6743e-02 	1.7678e+00 	3.5356e-02
 114 	 1.3491e-01 	5.0672e-01 	1.0134e-02
 115 	 7.2625e-02 	2.3238e+00 	4.6476e-02
 116 	 8.7666e-02 	1.2739e+00 	2.5479e-02
 117 	 1.9307e-01 	3.6024e+00 	7.2049e-02
 118 	 1.8054e-01 	4.5599e+00 	9.1197e-02
 119 	 3.5279e-01 	4.4117e-01 	8.8234e-03
 120 	 3.3036e-02 	1.8886e+00 	3.7772e-02
 121 	 1.2607e-01 	3.4513e+00 	6.9025e-02
 122 	 8.7288e-02 	4.9912e+00 	9.9823e-02
 123 	 2.1273e-01 	8.7603e+00 	1.7521e-01
 124 	 5.8967e-01 	6.0904e+00 	1.2181e-01
 125 	 4.4818e-01 	6.8907e-01 	1.3781e-02
 126 	 7.4930e-02 	1.6600e+00 	3.3199e-02
 127 	 9.4451e-02 	1.8963e+00 	3.7927e-02
 128 	 2.2489e-01 	1.3225e+00 	2.6451e-02
 129 	 8.2172e-02 	1.3856e+00 	2.7712e-02
 130 	 1.3739e-01 	1.0857e+00 	2.1714e-02
 131 	 2.3146e-01 	6.5322e-01 	1.3064e-02
 132 	 8.4899e-02 	6.1338e-01 	1.2268e-02
 133 	 1.4172e-01 	1.4790e+00 	2.9580e-02
 134 	 1.4915e-01 	1.1658e+00 	2.3316e-02
 135 	 7.9273e-02 	2.8249e-01 	5.6497e-03
 136 	 8.2928e-02 	1.8551e+00 	3.7103e-02
 137 	 9.4655e-02 	2.9744e+00 	5.9487e-02
 138 	 1.6615e-01 	2.2892e+00 	4.5785e-02
 139 	 8.7181e-02 	5.4190e-01 	1.0838e-02
 140 	 1.5135e-01 	8.6140e-01 	1.7228e-02
 141 	 1.0909e-01 	1.3530e+00 	2.7060e-02
 142 	 1.2296e-01 	2.6148e-01 	5.2295e-03
 143 	 5.9397e-02 	1.6176e+00 	3.2352e-02
 144 	 5.5097e-02 	1.6297e+00 	3.2594e-02
 145 	 1.6116e-01 	2.7454e+00 	5.4909e-02
 146 	 1.1715e-01 	7.1590e-01 	1.4318e-02
 147 	 1.4222e-01 	1.4143e+00 	2.8287e-02
 148 	 6.1954e-02 	5.4674e-01 	1.0935e-02
 149 	 2.7592e-01 	7.9695e-01 	1.5939e-02
 150 	 1.1718e-01 	1.2190e+00 	2.4380e-02
 151 	 7.1861e-02 	1.7740e-01 	3.5480e-03
 152 	 8.1352e-02 	3.7760e+00 	7.5520e-02
 153 	 1.3694e-01 	4.9914e+00 	9.9827e-02
 154 	 2.9058e-01 	4.6495e+00 	9.2991e-02
 155 	 4.0398e-01 	2.0661e+00 	4.1323e-02
 156 	 1.0033e-01 	2.0660e+00 	4.1320e-02
 157 	 1.0446e-01 	3.1963e-01 	6.3926e-03
 158 	 9.3976e-02 	2.2834e-01 	4.5669e-03
 159 	 7.5798e-02 	1.8475e+00 	3.6950e-02
 160 	 1.0667e-01 	1.6973e+00 	3.3945e-02
 161 	 1.0673e-01 	7.7193e-01 	1.5439e-02
 162 	 8.6986e-02 	1.9948e+00 	3.9897e-02
 163 	 1.7575e-01 	1.6990e+00 	3.3980e-02
 164 	 1.0654e-01 	8.4863e-01 	1.6973e-02
 165 	 1.3540e-01 	7.1932e-01 	1.4386e-02
 166 	 6.3127e-02 	3.0573e+00 	6.1145e-02
 167 	 1.7367e-01 	1.6110e+00 	3.2220e-02
 168 	 1.6687e-01 	1.5280e+00 	3.0559e-02
 169 	 9.1335e-02 	5.6312e+00 	1.1262e-01
 170 	 1.6287e-01 	4.1134e+00 	8.2268e-02
 171 	 2.5148e-01 	1.7824e+00 	3.5648e-02
 172 	 8.5251e-02 	1.6294e+00 	3.2589e-02
 173 	 8.2120e-02 	9.6940e-01 	1.9388e-02
 174 	 8.9310e-02 	2.8380e+00 	5.6760e-02
 175 	 9.4564e-02 	7.0713e+00 	1.4143e-01
 176 	 2.7987e-01 	4.1037e+00 	8.2074e-02
 177 	 2.4552e-01 	3.3171e-01 	6.6343e-03
 178 	 3.1853e-02 	1.0892e+00 	2.1784e-02
 179 	 1.0442e-01 	3.8706e+00 	7.7413e-02
 180 	 1.0754e-01 	2.7945e+00 	5.5890e-02
 181 	 1.0104e-01 	1.3601e+00 	2.7202e-02
 182 	 3.1865e-02 	1.0557e+00 	2.1114e-02
 183 	 6.3720e-02 	7.8427e-01 	1.5685e-02
 184 	 1.1475e-01 	7.1717e-01 	1.4343e-02
 185 	 1.1736e-01 	9.2759e-01 	1.8552e-02
 186 	 1.6568e-01 	7.7466e-01 	1.5493e-02
 187 	 1.4130e-01 	1.3044e+00 	2.6089e-02
 188 	 6.2255e-02 	4.1283e+00 	8.2567e-02
 189 	 1.9897e-01 	7.3528e+00 	1.4706e-01
 190 	 3.0496e-01 	7.9018e+00 	1.5804e-01
 191 	 4.9336e-01 	1.0337e+01 	2.0674e-01
 192 	 4.7316e-01 	1.3013e+01 	2.6026e-01
 193 	 1.0357e+00 	1.0045e+01 	2.0090e-01
 194 	 8.4830e-01 	4.0086e+00 	8.0173e-02
 195 	 2.2031e-01 	7.4668e-01 	1.4934e-02
 196 	 1.4723e-01 	7.7240e-01 	1.5448e-02
 197 	 1.3153e-01 	1.6086e-01 	3.2172e-03
 198 	 1.4426e-01 	2.6195e+00 	5.2390e-02
 199 	 1.0436e-01 	4.1607e+00 	8.3214e-02
 200 	 1.8117e-01 	5.6545e+00 	1.1309e-01
 201 	 2.2970e-01 	6.1458e+00 	1.2292e-01
 202 	 2.2369e-01 	4.6935e-01 	9.3870e-03
 203 	 1.2365e-01 	3.2558e+00 	6.5117e-02
 204 	 4.1376e-01 	1.1570e+00 	2.3140e-02
 205 	 6.3300e-02 	5.1504e-02 	1.0301e-03
 206 	 1.1383e-01 	1.1787e+00 	2.3573e-02
 207 	 5.9842e-02 	3.3484e+00 	6.6968e-02
 208 	 1.8001e-01 	4.1656e+00 	8.3313e-02
 209 	 2.0141e-01 	2.0445e+00 	4.0890e-02
 210 	 9.7159e-02 	9.4209e-02 	1.8842e-03
 211 	 3.3553e-02 	7.1084e-01 	1.4217e-02
 212 	 1.2422e-01 	3.7233e-01 	7.4466e-03
 213 	 7.7045e-02 	2.8332e+00 	5.6664e-02
 214 	 2.1848e-01 	2.3417e+00 	4.6835e-02
 215 	 1.1329e-01 	8.7844e-01 	1.7569e-02
 216 	 6.1933e-02 	6.4373e-01 	1.2875e-02
 217 	 6.7876e-02 	1.2337e-01 	2.4673e-03
 218 	 1.9271e-01 	8.6092e-01 	1.7218e-02
 219 	 9.2983e-02 	1.7841e+00 	3.5682e-02
 220 	 1.7069e-01 	2.5691e+00 	5.1382e-02
 221 	 1.2058e-01 	2.1527e+00 	4.3054e-02
 222 	 9.2085e-02 	1.8411e+00 	3.6822e-02
 223 	 1.5889e-01 	6.7629e-01 	1.3526e-02
 224 	 1.3717e-01 	8.3460e-01 	1.6692e-02
 225 	 4.9991e-02 	4.6260e-01 	9.2520e-03
 226 	 3.5878e-02 	3.1853e-01 	6.3706e-03
 227 	 1.3267e-01 	6.5410e-01 	1.3082e-02
 228 	 1.0288e-01 	2.5524e+00 	5.1048e-02
 229 	 8.8597e-02 	1.7756e+00 	3.5513e-02
 230 	 9.9681e-02 	1.0967e+00 	2.1935e-02
 231 	 1.0294e-01 	4.8365e+00 	9.6730e-02
 232 	 2.1322e-01 	3.3209e+00 	6.6417e-02
 233 	 1.7379e-01 	1.4964e+00 	2.9928e-02
 234 	 8.2917e-02 	7.6761e-01 	1.5352e-02
 235 	 7.9282e-02 	2.2755e+00 	4.5509e-02
 236 	 1.1017e-01 	3.0869e+00 	6.1738e-02
 237 	 8.9725e-02 	1.2827e+00 	2.5654e-02
 238 	 1.1728e-01 	2.1906e+00 	4.3812e-02
 239 	 1.2509e-01 	3.5075e+00 	7.0150e-02
 240 	 1.6376e-01 	1.1850e+00 	2.3700e-02
 241 	 7.0874e-02 	3.3676e-01 	6.7351e-03
 242 	 7.2857e-02 	3.6357e+00 	7.2713e-02
 243 	 2.0242e-01 	4.9011e+00 	9.8021e-02
 244 	 2.2775e-01 	6.0308e+00 	1.2062e-01
 245 	 2.7453e-01 	6.0289e+00 	1.2058e-01
 246 	 3.9604e-01 	2.8689e+00 	5.7379e-02
 247 	 1.1458e-01 	1.8427e+00 	3.6853e-02
 248 	 1.9410e-01 	3.3026e+00 	6.6052e-02
 249 	 1.7640e-01 	4.3358e+00 	8.6716e-02
 250 	 1.4164e-01 	4.2230e+00 	8.4460e-02
 251 	 2.1813e-01 	5.1930e+00 	1.0386e-01
 252 	 3.4645e-01 	1.9043e+00 	3.8086e-02
 253 	 1.5185e-01 	8.4183e-01 	1.6837e-02
 254 	 1.5232e-01 	2.4659e+00 	4.9318e-02
 255 	 9.7660e-02 	6.1572e+00 	1.2314e-01
 256 	 2.4408e-01 	3.3674e+00 	6.7348e-02
 257 	 2.5692e-01 	1.1955e+00 	2.3910e-02
 258 	 8.5732e-02 	3.1906e+00 	6.3812e-02
 259 	 1.4411e-01 	2.4593e+00 	4.9186e-02
 260 	 1.0265e-01 	8.1107e-02 	1.6221e-03
 261 	 1.0079e-01 	3.0386e+00 	6.0773e-02
 262 	 1.2530e-01 	4.1273e+00 	8.2546e-02
 263 	 2.1380e-01 	2.9042e+00 	5.8083e-02
 264 	 1.6575e-01 	5.3888e+00 	1.0778e-01
 265 	 2.2810e-01 	8.4464e+00 	1.6893e-01
 266 	 4.5207e-01 	6.4918e+00 	1.2984e-01
 267 	 3.1496e-01 	4.2437e+00 	8.4874e-02
 268 	 2.8574e-01 	5.9202e+00 	1.1840e-01
 269 	 2.9361e-01 	6.3423e+00 	1.2685e-01
 270 	 4.0212e-01 	4.1426e+00 	8.2851e-02
 271 	 2.7492e-01 	3.0353e+00 	6.0706e-02
 272 	 2.2300e-01 	7.0975e-01 	1.4195e-02
 273 	 1.4430e-01 	1.7932e+00 	3.5864e-02
 274 	 1.2538e-01 	1.9352e+00 	3.8705e-02
 275 	 1.0416e-01 	2.7297e+00 	5.4594e-02
 276 	 1.9542e-01 	2.5315e+00 	5.0629e-02
 277 	 9.2451e-02 	1.1083e+00 	2.2165e-02
 278 	 1.1577e-01 	1.4257e+00 	2.8514e-02
 279 	 8.9746e-02 	2.8671e+00 	5.7342e-02
 280 	 1.8447e-01 	1.1838e+00 	2.3676e-02
 281 	 2.6433e-01 	1.1942e+00 	2.3884e-02
 282 	 1.6085e-01 	6.3925e-01 	1.2785e-02
 283 	 1.2718e-01 	7.5359e-01 	1.5072e-02
 284 	 1.3721e-01 	2.8181e+00 	5.6362e-02
 285 	 9.1083e-02 	6.2728e-01 	1.2546e-02
 286 	 1.3004e-01 	2.5444e+00 	5.0888e-02
 287 	 1.4097e-01 	4.2323e+00 	8.4646e-02
 288 	 1.6183e-01 	2.1493e+00 	4.2986e-02
 289 	 1.1435e-01 	1.9251e+00 	3.8503e-02
 290 	 1.7321e-01 	4.6489e+00 	9.2979e-02
 291 	 2.5222e-01 	7.6883e+00 	1.5377e-01
 292 	 4.0946e-01 	1.1046e+01 	2.2092e-01
 293 	 4.8536e-01 	1.5101e+01 	3.0203e-01
 294 	 1.0587e+00 	1.1210e+01 	2.2420e-01
 295 	 1.0464e+00 	3.5364e+00 	7.0727e-02
 296 	 1.7669e-01 	7.7940e-01 	1.5588e-02
 297 	 1.0512e-01 	1.0796e+00 	2.1593e-02
 298 	 8.3779e-02 	2.4698e+00 	4.9395e-02
 299 	 1.2125e-01 	1.6083e+00 	3.2165e-02
 300 	 2.0950e-01 	1.8865e+00 	3.7729e-02
 301 	 1.2560e-01 	2.8521e+00 	5.7043e-02
 302 	 1.8517e-01 	7.2663e-01 	1.4533e-02
 303 	 6.3198e-02 	2.3528e+00 	4.7055e-02
 304 	 9.3054e-02 	1.7135e+00 	3.4269e-02
 305 	 1.6152e-01 	1.2439e+00 	2.4879e-02
 306 	 1.4615e-01 	3.6430e+00 	7.2860e-02
 307 	 1.1076e-01 	4.1199e+00 	8.2398e-02
 308 	 1.5943e-01 	2.3740e+00 	4.7479e-02
 309 	 2.1816e-01 	1.3680e+00 	2.7360e-02
 310 	 1.0967e-01 	1.1948e+00 	2.3896e-02
 311 	 9.7004e-02 	4.0427e-01 	8.0853e-03
 312 	 7.3858e-02 	2.1921e+00 	4.3843e-02
 313 	 1.0962e-01 	2.3118e+00 	4.6236e-02
 314 	 1.0923e-01 	1.7539e+00 	3.5079e-02
 315 	 1.1003e-01 	1.7789e+00 	3.5578e-02
 316 	 8.3918e-02 	1.7433e-01 	3.4867e-03
 317 	 1.0561e-01 	1.9168e+00 	3.8336e-02
 318 	 1.4958e-01 	2.3792e+00 	4.7583e-02
 319 	 7.0710e-02 	7.2494e-01 	1.4499e-02
 320 	 1.3762e-01 	9.8349e-01 	1.9670e-02
 321 	 9.0496e-02 	9.0174e-01 	1.8035e-02
 322 	 7.7571e-02 	1.0012e+00 	2.0024e-02
 323 	 1.2923e-01 	7.3891e-01 	1.4778e-02
 324 	 1.2108e-01 	5.3357e-01 	1.0671e-02
 325 	 9.5366e-02 	7.6966e-01 	1.5393e-02
 326 	 1.0412e-01 	5.9235e-01 	1.1847e-02
 327 	 2.0986e-01 	2.6396e+00 	5.2793e-02
 328 	 1.2094e-01 	8.8819e+00 	1.7764e-01
 329 	 4.8279e-01 	1.2418e+01 	2.4836e-01
 330 	 7.4842e-01 	9.0481e+00 	1.8096e-01
 331 	 6.2774e-01 	2.6519e+00 	5.3038e-02
 332 	 1.4167e-01 	8.4379e-01 	1.6876e-02
 333 	 6.1553e-02 	2.6894e+00 	5.3789e-02
 334 	 1.4934e-01 	1.4007e+00 	2.8014e-02
 335 	 1.2652e-01 	6.8416e-01 	1.3683e-02
 336 	 8.0180e-02 	3.7472e-01 	7.4945e-03
 337 	 1.5174e-01 	2.0983e+00 	4.1966e-02
 338 	 6.2727e-02 	1.6318e+00 	3.2637e-02
 339 	 6.3001e-02 	6.9412e-01 	1.3882e-02
 340 	 1.7550e-01 	2.2591e-01 	4.5182e-03
 341 	 8.1608e-02 	2.2008e+00 	4.4016e-02
 342 	 9.9638e-02 	5.0844e+00 	1.0169e-01
 343 	 2.2765e-01 	6.9330e+00 	1.3866e-01
 344 	 3.1873e-01 	4.0436e+00 	8.0871e-02
 345 	 2.3419e-01 	3.6993e-01 	7.3986e-03
 346 	 1.2649e-01 	8.0273e-01 	1.6055e-02
 347 	 1.9236e-01 	6.2045e-01 	1.2409e-02
 348 	 7.1759e-02 	3.9798e+00 	7.9596e-02
 349 	 1.2394e-01 	8.2104e+00 	1.6421e-01
 350 	 4.5517e-01 	8.3987e+00 	1.6797e-01
 351 	 4.9468e-01 	1.2824e+01 	2.5647e-01
 352 	 7.2169e-01 	1.4116e+01 	2.8233e-01
 353 	 1.6166e+00 	8.4237e+00 	1.6847e-01
 354 	 5.6110e-01 	5.5181e+00 	1.1036e-01
 355 	 2.2086e-01 	1.4106e+00 	2.8212e-02
 356 	 1.0228e-01 	2.3999e+00 	4.7997e-02
 357 	 8.1863e-02 	1.4008e+00 	2.8016e-02
 358 	 9.2870e-02 	1.7619e+00 	3.5237e-02
 359 	 9.9777e-02 	3.5379e+00 	7.0759e-02
 360 	 1.1973e-01 	5.6875e+00 	1.1375e-01
 361 	 2.1591e-01 	3.6337e+00 	7.2674e-02
 362 	 1.8509e-01 	8.0818e-01 	1.6164e-02
 363 	 7.8980e-02 	2.4582e+00 	4.9165e-02
 364 	 1.3463e-01 	3.9539e+00 	7.9078e-02
 365 	 1.6399e-01 	1.7318e+00 	3.4636e-02
 366 	 8.8836e-02 	2.2589e+00 	4.5178e-02
 367 	 1.0704e-01 	3.9516e+00 	7.9031e-02
 368 	 1.9335e-01 	3.4321e+00 	6.8642e-02
 369 	 1.0149e-01 	1.1916e+00 	2.3832e-02
 370 	 1.2550e-01 	1.7629e-01 	3.5259e-03
 371 	 5.6056e-02 	1.5320e+00 	3.0640e-02
 372 	 1.3756e-01 	1.1852e+00 	2.3704e-02
 373 	 9.5777e-02 	2.7451e+00 	5.4902e-02
 374 	 1.8641e-01 	2.1481e+00 	4.2962e-02
 375 	 1.0233e-01 	8.2513e-01 	1.6503e-02
 376 	 1.6612e-01 	4.6922e-01 	9.3845e-03
 377 	 1.1628e-01 	2.1733e+00 	4.3467e-02
 378 	 1.5411e-01 	1.1916e+00 	2.3833e-02
 379 	 7.9860e-02 	2.4367e+00 	4.8734e-02
 380 	 1.3523e-01 	2.2080e+00 	4.4160e-02
 381 	 1.9450e-01 	5.4044e+00 	1.0809e-01
 382 	 1.8770e-01 	1.0922e+01 	2.1845e-01
 383 	 5.8252e-01 	4.9369e+00 	9.8738e-02
 384 	 4.4215e-01 	3.6295e+00 	7.2590e-02
 385 	 2.5990e-01 	2.1834e+00 	4.3668e-02
 386 	 1.5648e-01 	2.0761e+00 	4.1521e-02
 387 	 4.6134e-02 	4.4764e+00 	8.9529e-02
 388 	 1.4490e-01 	4.2042e+00 	8.4085e-02
 389 	 2.6286e-01 	1.9648e+00 	3.9296e-02
 390 	 1.6128e-01 	8.4452e-01 	1.6890e-02
 391 	 1.2481e-01 	9.2632e-01 	1.8526e-02
 392 	 1.6295e-01 	1.6476e+00 	3.2953e-02
 393 	 7.9398e-02 	3.9551e+00 	7.9101e-02
 394 	 2.9065e-01 	4.0241e+00 	8.0483e-02
 395 	 2.2289e-01 	5.6456e+00 	1.1291e-01
 396 	 2.9729e-01 	5.0992e+00 	1.0198e-01
 397 	 4.2483e-01 	8.9424e-01 	1.7885e-02
 398 	 1.1457e-01 	9.3308e-01 	1.8662e-02
 399 	 1.2284e-01 	7.5036e-01 	1.5007e-02
 400 	 1.2455e-01 	1.2308e-01 	2.4615e-03
 401 	 9.0883e-02 	9.9222e-01 	1.9844e-02
 402 	 5.7998e-02 	5.7065e-01 	1.1413e-02
 403 	 4.0314e-02 	1.9518e+00 	3.9037e-02
 404 	 1.1711e-01 	4.5980e-01 	9.1960e-03
 405 	 6.0775e-02 	1.9913e+00 	3.9826e-02
 406 	 1.6535e-01 	3.1291e+00 	6.2582e-02
 407 	 2.0731e-01 	2.8937e+00 	5.7873e-02
 408 	 2.7474e-01 	5.1381e-01 	1.0276e-02
 409 	 1.2214e-01 	2.6310e+00 	5.2621e-02
 410 	 1.4213e-01 	1.7226e+00 	3.4453e-02
 411 	 1.0181e-01 	1.8656e+00 	3.7313e-02
 412 	 1.7235e-01 	3.0621e+00 	6.1243e-02
 413 	 1.0556e-01 	2.2114e+00 	4.4227e-02
 414 	 9.7533e-02 	6.9356e-01 	1.3871e-02
 415 	 1.1193e-01 	8.3837e-01 	1.6767e-02
 416 	 9.8686e-02 	2.0850e+00 	4.1700e-02
 417 	 1.5680e-01 	3.8261e+00 	7.6522e-02
 418 	 2.0989e-01 	3.2998e+00 	6.5996e-02
 419 	 1.3532e-01 	2.7054e+00 	5.4108e-02
 420 	 1.2315e-01 	5.8544e-01 	1.1709e-02
 421 	 1.0287e-01 	3.3901e+00 	6.7802e-02
 422 	 1.6784e-01 	2.7957e+00 	5.5913e-02
 423 	 1.4978e-01 	5.3514e-01 	1.0703e-02
 424 	 1.4081e-01 	4.1558e+00 	8.3116e-02
 425 	 1.0609e-01 	3.1048e+00 	6.2097e-02
 426 	 1.9976e-01 	1.6291e+00 	3.2582e-02
 427 	 1.2020e-01 	3.0211e-01 	6.0421e-03
 428 	 7.2010e-02 	2.9099e+00 	5.8198e-02
 429 	 2.8842e-01 	2.2691e+00 	4.5381e-02
 430 	 9.4594e-02 	1.2886e+00 	2.5773e-02
 431 	 7.5790e-02 	2.0563e+00 	4.1125e-02
 432 	 6.6117e-02 	3.1630e+00 	6.3261e-02
 433 	 1.9542e-01 	1.0518e+00 	2.1036e-02
 434 	 1.5239e-01 	7.3244e-01 	1.4649e-02
 435 	 1.2285e-01 	8.0515e-01 	1.6103e-02
 436 	 9.1423e-02 	2.1751e+00 	4.3501e-02
 437 	 1.1263e-01 	3.4452e+00 	6.8904e-02
 438 	 1.4350e-01 	1.3224e+00 	2.6448e-02
 439 	 1.9556e-01 	1.5380e+00 	3.0760e-02
 440 	 4.5938e-02 	1.9158e+00 	3.8315e-02
 441 	 4.2454e-02 	1.2525e+00 	2.5051e-02
 442 	 1.0873e-01 	1.0981e+00 	2.1963e-02
 443 	 1.2173e-01 	3.4769e+00 	6.9538e-02
 444 	 1.5128e-01 	1.4189e+00 	2.8379e-02
 445 	 9.2264e-02 	8.4689e-01 	1.6938e-02
 446 	 1.7545e-01 	1.4926e+00 	2.9852e-02
 447 	 1.0478e-01 	1.8003e+00 	3.6007e-02
 448 	 1.0601e-01 	1.2900e+00 	2.5801e-02
 449 	 7.5625e-02 	1.6780e+00 	3.3561e-02
 450 	 9.3440e-02 	3.2188e+00 	6.4376e-02
 451 	 1.4655e-01 	1.5859e+00 	3.1717e-02
 452 	 1.0033e-01 	1.9559e+00 	3.9118e-02
 453 	 1.0152e-01 	2.4474e+00 	4.8949e-02
 454 	 1.6491e-01 	4.6966e+00 	9.3931e-02
 455 	 1.7023e-01 	3.1463e+00 	6.2927e-02
 456 	 2.1386e-01 	1.2753e+00 	2.5505e-02
 457 	 4.1509e-02 	1.8277e+00 	3.6555e-02
 458 	 1.1053e-01 	5.4312e-01 	1.0862e-02
 459 	 1.3042e-01 	3.0218e+00 	6.0436e-02
 460 	 1.3105e-01 	7.5540e+00 	1.5108e-01
 461 	 2.7726e-01 	1.0979e+01 	2.1958e-01
 462 	 7.0272e-01 	5.3533e+00 	1.0707e-01
 463 	 3.9267e-01 	3.3497e-01 	6.6994e-03
 464 	 6.3019e-02 	2.0160e+00 	4.0320e-02
 465 	 1.2328e-01 	5.1503e+00 	1.0301e-01
 466 	 2.6373e-01 	2.7413e+00 	5.4826e-02
 467 	 1.9216e-01 	8.6332e-01 	1.7266e-02
 468 	 1.2425e-01 	2.7837e+00 	5.5675e-02
 469 	 1.3439e-01 	3.4047e+00 	6.8095e-02
 470 	 1.4647e-01 	5.4724e+00 	1.0945e-01
 471 	 2.0352e-01 	3.1533e+00 	6.3067e-02
 472 	 2.0224e-01 	1.1712e+00 	2.3424e-02
 473 	 1.2970e-01 	4.8541e-01 	9.7081e-03
 474 	 1.0531e-01 	1.1371e+00 	2.2742e-02
 475 	 1.7896e-01 	1.3602e+00 	2.7205e-02
 476 	 8.6771e-02 	1.7210e+00 	3.4421e-02
 477 	 1.3417e-01 	2.1669e+00 	4.3339e-02
 478 	 1.6969e-01 	1.1657e+00 	2.3315e-02
 479 	 2.2398e-01 	1.2827e+00 	2.5655e-02
 480 	 1.6280e-01 	1.7150e+00 	3.4299e-02
 481 	 4.7457e-02 	2.6697e+00 	5.3393e-02
 482 	 1.4512e-01 	4.1666e+00 	8.3332e-02
 483 	 1.3382e-01 	4.5837e+00 	9.1674e-02
 484 	 1.9512e-01 	2.1808e+00 	4.3615e-02
 485 	 1.5116e-01 	2.7794e+00 	5.5588e-02
 486 	 1.9844e-01 	6.8988e+00 	1.3798e-01
 487 	 3.8906e-01 	6.9715e+00 	1.3943e-01
 488 	 3.7368e-01 	2.9719e+00 	5.9438e-02
 489 	 1.7532e-01 	3.0736e+00 	6.1471e-02
 490 	 1.6715e-01 	2.4633e+00 	4.9266e-02
 491 	 1.8244e-01 	2.6090e+00 	5.2180e-02
 492 	 1.0159e-01 	1.0985e+00 	2.1970e-02
 493 	 1.1948e-01 	1.2035e+00 	2.4070e-02
 494 	 2.2036e-01 	4.0659e+00 	8.1318e-02
 495 	 1.2866e-01 	3.1621e+00 	6.3242e-02
 496 	 2.0262e-01 	2.4835e+00 	4.9670e-02
 497 	 1.0750e-01 	1.9229e+00 	3.8457e-02
 498 	 1.2523e-01 	1.0041e+00 	2.0082e-02
 499 	 3.6387e-02 	8.5106e-01 	1.7021e-02
 500 	 4.1040e-02 	3.1276e+00 	6.2553e-02
 501 	 2.8702e-01 	3.7531e+00 	7.5062e-02
 502 	 1.8605e-01 	2.1208e+00 	4.2416e-02
 503 	 1.2825e-01 	1.2907e+00 	2.5815e-02
 504 	 7.1549e-02 	1.6101e+00 	3.2201e-02
 505 	 1.7783e-01 	4.3082e-02 	8.6163e-04
 506 	 1.1834e-01 	2.1226e+00 	4.2453e-02
 507 	 1.5046e-01 	1.8936e+00 	3.7871e-02
 508 	 7.4760e-02 	2.2629e-01 	4.5257e-03
 509 	 5.8059e-02 	7.3244e-01 	1.4649e-02
 510 	 7.3977e-02 	1.2063e+00 	2.4126e-02
 511 	 1.4681e-01 	5.3523e-01 	1.0705e-02
 512 	 4.4970e-02 	2.7910e+00 	5.5821e-02
 513 	 7.1273e-02 	2.7612e+00 	5.5224e-02
 514 	 1.4359e-01 	2.4428e+00 	4.8855e-02
 515 	 1.4056e-01 	5.1052e+00 	1.0210e-01
 516 	 2.5167e-01 	7.3105e+00 	1.4621e-01
 517 	 3.2173e-01 	7.8429e+00 	1.5686e-01
 518 	 3.3514e-01 	5.7297e+00 	1.1459e-01
 519 	 3.1599e-01 	9.4131e-01 	1.8826e-02
 520 	 9.4320e-02 	3.5598e+00 	7.1195e-02
 521 	 1.3862e-01 	4.1451e+00 	8.2902e-02
 522 	 1.7046e-01 	3.4078e+00 	6.8157e-02
 523 	 1.3522e-01 	2.8576e+00 	5.7153e-02
 524 	 1.1653e-01 	2.6723e+00 	5.3446e-02
 525 	 1.3365e-01 	1.7188e+00 	3.4377e-02
 526 	 1.9795e-01 	4.0797e-01 	8.1595e-03
 527 	 7.8960e-02 	4.9119e+00 	9.8238e-02
 528 	 1.8566e-01 	1.7248e+00 	3.4497e-02
 529 	 1.0766e-01 	9.9139e-01 	1.9828e-02
 530 	 7.8673e-02 	4.5660e+00 	9.1321e-02
 531 	 2.1997e-01 	4.9131e+00 	9.8262e-02
 532 	 2.6557e-01 	3.0150e+00 	6.0300e-02
 533 	 1.5130e-01 	5.8316e-01 	1.1663e-02
 534 	 9.3043e-02 	1.2503e+00 	2.5005e-02
 535 	 8.9996e-02 	2.4053e+00 	4.8107e-02
 536 	 1.5680e-01 	1.7838e+00 	3.5677e-02
 537 	 8.5437e-02 	1.0989e+00 	2.1978e-02
 538 	 5.6270e-02 	2.6603e+00 	5.3207e-02
 539 	 1.1489e-01 	4.8918e+00 	9.7835e-02
 540 	 2.1483e-01 	5.2636e+00 	1.0527e-01
 541 	 2.6854e-01 	6.1559e+00 	1.2312e-01
 542 	 2.7151e-01 	4.8539e+00 	9.7078e-02
 543 	 3.3066e-01 	1.2999e+00 	2.5998e-02
 544 	 2.2347e-01 	2.4024e+00 	4.8049e-02
 545 	 1.4433e-01 	8.4684e-01 	1.6937e-02
 546 	 9.2735e-02 	1.5000e+00 	3.0001e-02
 547 	 5.4356e-02 	5.1950e-01 	1.0390e-02
 548 	 4.6591e-02 	2.7849e+00 	5.5698e-02
 549 	 1.1908e-01 	4.3023e+00 	8.6045e-02
 550 	 1.6524e-01 	1.0848e+00 	2.1697e-02
 551 	 1.2532e-01 	1.7001e+00 	3.4001e-02
 552 	 9.7882e-02 	3.7932e-01 	7.5864e-03
 553 	 7.1384e-02 	2.3754e+00 	4.7508e-02
 554 	 1.7173e-01 	2.3110e-01 	4.6220e-03
 555 	 3.7429e-02 	1.7850e+00 	3.5700e-02
 556 	 1.2960e-01 	9.7300e-01 	1.9460e-02
 557 	 1.4713e-01 	5.0256e-01 	1.0051e-02
 558 	 1.4333e-01 	1.3884e+00 	2.7768e-02
 559 	 1.0768e-01 	1.4772e+00 	2.9544e-02
 560 	 1.2093e-01 	2.0586e+00 	4.1173e-02
 561 	 2.0642e-01 	3.4364e+00 	6.8729e-02
 562 	 1.3043e-01 	1.9970e+00 	3.9939e-02
 563 	 1.1453e-01 	4.4739e-01 	8.9478e-03
 564 	 6.8978e-02 	1.6850e+00 	3.3700e-02
 565 	 1.4069e-01 	3.6585e+00 	7.3171e-02
 566 	 2.0290e-01 	3.9585e+00 	7.9170e-02
 567 	 1.4562e-01 	3.6511e+00 	7.3022e-02
 568 	 1.6521e-01 	5.4131e-01 	1.0826e-02
 569 	 6.0634e-02 	2.5230e+00 	5.0460e-02
 570 	 2.4201e-01 	1.0746e+00 	2.1491e-02
 571 	 2.5172e-02 	2.1172e-01 	4.2345e-03
 572 	 9.1300e-02 	6.0165e-01 	1.2033e-02
 573 	 2.5191e-01 	1.5650e+00 	3.1301e-02
 574 	 1.2489e-01 	4.2751e-01 	8.5501e-03
 575 	 8.1591e-02 	3.0051e+00 	6.0102e-02
 576 	 2.5585e-01 	1.5636e+00 	3.1271e-02
 577 	 1.4511e-01 	3.3715e-01 	6.7429e-03
 578 	 8.2927e-02 	1.7656e+00 	3.5313e-02
 579 	 5.3030e-02 	1.4568e+00 	2.9136e-02
 580 	 1.8829e-01 	7.6609e-01 	1.5322e-02
 581 	 1.5591e-01 	4.8732e-01 	9.7464e-03
 582 	 5.9546e-02 	9.7482e-01 	1.9496e-02
 583 	 9.7443e-02 	2.5287e+00 	5.0574e-02
 584 	 1.2124e-01 	3.9870e+00 	7.9739e-02
 585 	 1.4847e-01 	4.6335e+00 	9.2671e-02
 586 	 1.7317e-01 	5.6735e+00 	1.1347e-01
 587 	 3.8524e-01 	3.4941e+00 	6.9881e-02
 588 	 1.3789e-01 	7.6378e-01 	1.5276e-02
 589 	 1.3157e-01 	1.7863e+00 	3.5726e-02
 590 	 1.6198e-01 	5.6591e+00 	1.1318e-01
 591 	 2.6484e-01 	2.0747e+00 	4.1494e-02
 592 	 1.1185e-01 	2.3817e+00 	4.7635e-02
 593 	 5.2935e-02 	1.2717e+00 	2.5435e-02
 594 	 1.3722e-01 	3.2850e-01 	6.5700e-03
 595 	 1.2558e-01 	3.1597e+00 	6.3195e-02
 596 	 1.7629e-01 	3.2921e+00 	6.5842e-02
 597 	 1.9590e-01 	2.7393e-01 	5.4787e-03
 598 	 2.0591e-01 	2.2893e-01 	4.5786e-03
 599 	 8.2796e-02 	2.0404e-01 	4.0807e-03
 600 	 3.0278e-02 	1.1681e+00 	2.3363e-02
 601 	 1.5266e-01 	4.1391e+00 	8.2782e-02
 602 	 2.1576e-01 	2.3260e+00 	4.6520e-02
 603 	 1.2688e-01 	7.4530e-01 	1.4906e-02
 604 	 5.5509e-02 	1.0596e+00 	2.1192e-02
 605 	 1.1585e-01 	1.6841e-01 	3.3682e-03
 606 	 2.8884e-01 	1.2501e+00 	2.5002e-02
 607 	 1.0607e-01 	1.6810e+00 	3.3621e-02
 608 	 1.6707e-01 	9.6662e-01 	1.9332e-02
 609 	 1.8529e-01 	3.1466e-01 	6.2932e-03
 610 	 8.3772e-02 	1.1850e+00 	2.3701e-02
 611 	 7.3197e-02 	2.7194e+00 	5.4387e-02
 612 	 1.3752e-01 	7.5800e-01 	1.5160e-02
 613 	 2.3992e-01 	1.3434e+00 	2.6869e-02
 614 	 6.0032e-02 	8.2030e-01 	1.6406e-02
 615 	 1.2446e-01 	2.0475e+00 	4.0949e-02
 616 	 9.3673e-02 	9.2832e-01 	1.8566e-02
 617 	 1.1190e-01 	1.1859e+00 	2.3718e-02
 618 	 9.4185e-02 	7.1539e-01 	1.4308e-02
 619 	 1.2113e-01 	2.7055e+00 	5.4110e-02
 620 	 9.2688e-02 	1.1225e+00 	2.2449e-02
 621 	 2.4898e-01 	5.8295e-01 	1.1659e-02
 622 	 9.9136e-02 	2.4313e+00 	4.8626e-02
 623 	 9.1256e-02 	3.4092e+00 	6.8185e-02
 624 	 3.2389e-01 	3.8467e+00 	7.6933e-02
 625 	 1.8107e-01 	3.2364e+00 	6.4727e-02
 626 	 1.1075e-01 	9.7877e-01 	1.9575e-02
 627 	 1.2632e-01 	8.6215e-01 	1.7243e-02
 628 	 9.4838e-02 	8.7471e-01 	1.7494e-02
 629 	 1.1070e-01 	8.1939e-01 	1.6388e-02
 630 	 1.0811e-01 	2.5440e+00 	5.0880e-02
 631 	 2.3601e-01 	4.5112e+00 	9.0224e-02
 632 	 1.4808e-01 	6.7339e+00 	1.3468e-01
 633 	 3.5619e-01 	8.9781e+00 	1.7956e-01
 634 	 5.0862e-01 	1.0227e+01 	2.0454e-01
 635 	 6.6149e-01 	7.7942e+00 	1.5588e-01
 636 	 4.6097e-01 	1.0720e+01 	2.1439e-01
 637 	 4.6418e-01 	1.5033e+01 	3.0066e-01
 638 	 1.2187e+00 	1.3023e+01 	2.6045e-01
 639 	 9.1896e-01 	5.1942e+00 	1.0388e-01
 640 	 4.2852e-01 	2.8178e+00 	5.6356e-02
 641 	 1.2514e-01 	4.9559e+00 	9.9118e-02
 642 	 2.5732e-01 	6.1465e+00 	1.2293e-01
 643 	 3.4029e-01 	7.3521e+00 	1.4704e-01
 644 	 2.8370e-01 	4.0724e+00 	8.1449e-02
 645 	 1.9764e-01 	9.5414e-01 	1.9083e-02
 646 	 1.0745e-01 	1.4192e+00 	2.8384e-02
 647 	 6.4072e-02 	1.6531e-01 	3.3063e-03
 648 	 3.7628e-02 	1.9025e+00 	3.8049e-02
 649 	 1.1616e-01 	1.4674e+00 	2.9348e-02
 650 	 8.6652e-02 	5.9985e-01 	1.1997e-02
 651 	 6.6307e-02 	9.8435e-01 	1.9687e-02
 652 	 9.0912e-02 	8.9575e-01 	1.7915e-02
 653 	 7.4504e-02 	1.2392e+00 	2.4784e-02
 654 	 1.6970e-01 	1.6302e+00 	3.2604e-02
 655 	 9.0243e-02 	1.5094e-01 	3.0189e-03
 656 	 1.1689e-01 	5.0369e-01 	1.0074e-02
 657 	 1.2282e-01 	4.2490e+00 	8.4980e-02
 658 	 1.7388e-01 	5.0744e+00 	1.0149e-01
 659 	 3.4307e-01 	2.1616e+00 	4.3232e-02
 660 	 1.3017e-01 	7.1025e-01 	1.4205e-02
 661 	 7.3366e-02 	4.7391e-01 	9.4782e-03
 662 	 8.2910e-02 	9.2094e-01 	1.8419e-02
 663 	 7.3986e-02 	1.4560e+00 	2.9120e-02
 664 	 1.3566e-01 	2.4808e+00 	4.9617e-02
 665 	 1.6397e-01 	9.8395e-01 	1.9679e-02
 666 	 1.2639e-01 	1.8840e+00 	3.7680e-02
 667 	 8.6981e-02 	1.0828e+00 	2.1656e-02
 668 	 8.8423e-02 	3.0325e-01 	6.0650e-03
 669 	 1.4734e-01 	9.7282e-01 	1.9456e-02
 670 	 7.4540e-02 	1.5776e+00 	3.1553e-02
 671 	 1.0271e-01 	3.2050e+00 	6.4101e-02
 672 	 8.5493e-02 	2.3927e+00 	4.7855e-02
 673 	 1.3440e-01 	7.3485e-01 	1.4697e-02
 674 	 6.5929e-02 	2.9859e-01 	5.9719e-03
 675 	 1.5101e-01 	1.0275e+00 	2.0549e-02
 676 	 1.8344e-01 	7.4578e-01 	1.4916e-02
 677 	 6.9761e-02 	3.5085e+00 	7.0170e-02
 678 	 1.8157e-01 	8.4369e+00 	1.6874e-01
 679 	 5.2153e-01 	8.0799e+00 	1.6160e-01
 680 	 5.3041e-01 	4.5823e+00 	9.1646e-02
 681 	 2.7586e-01 	4.8492e+00 	9.6985e-02
 682 	 1.3120e-01 	8.8101e+00 	1.7620e-01
 683 	 4.4620e-01 	7.0446e+00 	1.4089e-01
 684 	 6.1025e-01 	1.2460e+00 	2.4921e-02
 685 	 7.2715e-02 	8.6708e-01 	1.7342e-02
 686 	 8.1773e-02 	2.8456e+00 	5.6912e-02
 687 	 9.3003e-02 	1.4672e+00 	2.9343e-02
 688 	 1.2623e-01 	6.6316e-01 	1.3263e-02
 689 	 3.6180e-02 	3.1350e+00 	6.2700e-02
 690 	 1.1498e-01 	2.9470e+00 	5.8941e-02
 691 	 1.6764e-01 	1.6896e+00 	3.3792e-02
 692 	 1.2140e-01 	1.2860e+00 	2.5720e-02
 693 	 2.9680e-02 	5.2434e-01 	1.0487e-02
 694 	 4.1411e-02 	9.4144e-01 	1.8829e-02
 695 	 2.1924e-01 	1.7680e+00 	3.5361e-02
 696 	 4.9561e-02 	4.2311e+00 	8.4623e-02
 697 	 1.5569e-01 	4.2700e+00 	8.5400e-02
 698 	 2.9596e-01 	3.7436e+00 	7.4872e-02
 699 	 2.3068e-01 	3.4170e+00 	6.8341e-02
 700 	 2.8378e-01 	6.3523e+00 	1.2705e-01
 701 	 1.9582e-01 	1.3321e+01 	2.6641e-01
 702 	 6.5207e-01 	7.4295e+00 	1.4859e-01
 703 	 7.1677e-01 	5.1323e+00 	1.0265e-01
 704 	 2.2217e-01 	7.7580e+00 	1.5516e-01
 705 	 4.3420e-01 	5.1345e+00 	1.0269e-01
 706 	 2.0559e-01 	2.6336e+00 	5.2673e-02
 707 	 1.1686e-01 	2.5260e+00 	5.0519e-02
 708 	 2.0551e-01 	2.6813e+00 	5.3625e-02
 709 	 1.9431e-01 	6.6590e-01 	1.3318e-02
 710 	 9.2304e-02 	1.9463e+00 	3.8927e-02
 711 	 8.7616e-02 	3.3025e+00 	6.6050e-02
 712 	 1.4903e-01 	3.7514e+00 	7.5028e-02
 713 	 1.6102e-01 	3.3293e+00 	6.6586e-02
 714 	 7.7538e-02 	2.9713e+00 	5.9427e-02
 715 	 2.2346e-01 	5.2525e-01 	1.0505e-02
 716 	 6.1009e-02 	8.4778e-01 	1.6956e-02
 717 	 6.6015e-02 	8.0482e-01 	1.6096e-02
 718 	 6.1832e-02 	1.7402e+00 	3.4805e-02
 719 	 7.4024e-02 	3.9967e-01 	7.9933e-03
 720 	 4.1382e-02 	2.8404e-01 	5.6809e-03
 721 	 1.0831e-01 	6.8848e-01 	1.3770e-02
 722 	 6.9451e-02 	1.9284e+00 	3.8569e-02
 723 	 9.4642e-02 	1.8261e+00 	3.6522e-02
 724 	 2.3346e-01 	1.9978e-01 	3.9956e-03
 725 	 1.4123e-01 	1.0730e+00 	2.1461e-02
 726 	 1.7805e-01 	8.0548e-01 	1.6110e-02
 727 	 1.3819e-01 	4.5818e-01 	9.1636e-03
 728 	 6.9473e-02 	5.9284e-01 	1.1857e-02
 729 	 1.3559e-01 	2.8898e+00 	5.7795e-02
 730 	 1.3796e-01 	3.2145e+00 	6.4290e-02
 731 	 2.1506e-01 	2.0248e+00 	4.0496e-02
 732 	 1.2024e-01 	2.5911e+00 	5.1821e-02
 733 	 1.5881e-01 	8.9032e-01 	1.7806e-02
 734 	 7.9437e-02 	1.4677e+00 	2.9355e-02
 735 	 1.5843e-01 	6.4578e+00 	1.2916e-01
 736 	 3.3102e-01 	8.8168e+00 	1.7634e-01
 737 	 5.2652e-01 	1.7033e+00 	3.4066e-02
 738 	 4.7800e-02 	2.7502e+00 	5.5005e-02
 739 	 1.6564e-01 	5.9341e-01 	1.1868e-02
 740 	 1.7484e-01 	6.1271e-01 	1.2254e-02
 741 	 7.0035e-02 	4.2188e+00 	8.4377e-02
 742 	 2.2799e-01 	4.2961e+00 	8.5922e-02
 743 	 1.8545e-01 	3.5693e+00 	7.1386e-02
 744 	 1.5055e-01 	2.6508e+00 	5.3015e-02
 745 	 1.1368e-01 	5.2112e-01 	1.0422e-02
 746 	 1.3372e-01 	1.2454e+00 	2.4909e-02
 747 	 1.4847e-01 	1.4430e+00 	2.8860e-02
 748 	 1.0029e-01 	1.3850e+00 	2.7700e-02
 749 	 8.4557e-02 	1.0984e+00 	2.1969e-02
 750 	 1.1409e-01 	3.9842e-01 	7.9684e-03
 751 	 1.1360e-01 	3.1136e+00 	6.2272e-02
 752 	 1.1779e-01 	3.8188e+00 	7.6375e-02
 753 	 1.2106e-01 	2.1475e+00 	4.2949e-02
 754 	 1.0825e-01 	1.1540e+00 	2.3079e-02
 755 	 1.7434e-01 	1.8901e+00 	3.7802e-02
 756 	 1.3572e-01 	1.3245e+00 	2.6490e-02
 757 	 1.4706e-01 	1.7187e+00 	3.4375e-02
 758 	 1.1943e-01 	5.1850e+00 	1.0370e-01
 759 	 2.0843e-01 	7.8821e+00 	1.5764e-01
 760 	 4.9392e-01 	7.4550e+00 	1.4910e-01
 761 	 4.3586e-01 	3.6276e+00 	7.2552e-02
 762 	 2.2514e-01 	9.5414e-01 	1.9083e-02
 763 	 6.6505e-02 	6.7983e-01 	1.3597e-02
 764 	 1.7687e-01 	1.3388e+00 	2.6776e-02
 765 	 1.1967e-01 	2.9057e+00 	5.8115e-02
 766 	 7.8158e-02 	3.4797e+00 	6.9593e-02
 767 	 1.6874e-01 	2.0391e+00 	4.0783e-02
 768 	 8.6570e-02 	4.4236e-01 	8.8471e-03
 769 	 1.1931e-01 	5.7745e-01 	1.1549e-02
 770 	 5.6509e-02 	4.5488e-01 	9.0977e-03
 771 	 1.4323e-01 	2.6441e+00 	5.2882e-02
 772 	 8.1393e-02 	2.9797e+00 	5.9594e-02
 773 	 1.8076e-01 	2.1963e+00 	4.3926e-02
 774 	 9.0890e-02 	7.3512e-01 	1.4702e-02
 775 	 6.5762e-02 	7.4535e-01 	1.4907e-02
 776 	 1.5641e-01 	3.4160e-01 	6.8320e-03
 777 	 8.3034e-02 	1.8384e+00 	3.6768e-02
 778 	 4.6394e-02 	1.4362e+00 	2.8724e-02
 779 	 1.0881e-01 	2.6542e+00 	5.3083e-02
 780 	 8.7238e-02 	3.2731e+00 	6.5462e-02
 781 	 2.6472e-01 	1.9203e+00 	3.8405e-02
 782 	 7.2774e-02 	2.7813e+00 	5.5626e-02
 783 	 1.4662e-01 	5.0636e-01 	1.0127e-02
 784 	 6.3934e-02 	3.4810e+00 	6.9620e-02
 785 	 1.3074e-01 	4.5754e-01 	9.1508e-03
 786 	 1.4803e-01 	1.1609e+00 	2.3218e-02
 787 	 1.3406e-01 	3.6968e+00 	7.3937e-02
 788 	 7.9080e-02 	6.7924e+00 	1.3585e-01
 789 	 2.9473e-01 	5.4997e+00 	1.0999e-01
 790 	 3.6602e-01 	1.3461e+00 	2.6923e-02
 791 	 1.5438e-01 	1.5517e+00 	3.1033e-02
 792 	 1.0032e-01 	2.7377e+00 	5.4754e-02
 793 	 1.0685e-01 	1.3549e+00 	2.7097e-02
 794 	 1.7142e-01 	9.2887e-01 	1.8577e-02
 795 	 1.0113e-01 	9.3788e-01 	1.8758e-02
 796 	 5.1258e-02 	2.8559e+00 	5.7117e-02
 797 	 1.6397e-01 	1.6520e+00 	3.3040e-02
 798 	 1.3847e-01 	5.0122e+00 	1.0024e-01
 799 	 2.4581e-01 	2.4423e+00 	4.8846e-02
 800 	 1.7985e-01 	7.4416e-01 	1.4883e-02
 801 	 1.3466e-01 	1.1520e+00 	2.3039e-02
 802 	 1.0962e-01 	5.1856e-01 	1.0371e-02
 803 	 9.5223e-02 	9.2359e-01 	1.8472e-02
 804 	 7.0721e-02 	1.1201e+00 	2.2401e-02
 805 	 9.1847e-02 	3.2932e+00 	6.5864e-02
 806 	 2.1915e-01 	1.7295e+00 	3.4590e-02
 807 	 6.7255e-02 	2.4217e+00 	4.8434e-02
 808 	 1.6132e-01 	6.1478e+00 	1.2296e-01
 809 	 2.3154e-01 	6.2312e+00 	1.2462e-01
 810 	 2.9825e-01 	4.7680e+00 	9.5360e-02
 811 	 1.5597e-01 	4.6694e+00 	9.3388e-02
 812 	 2.5413e-01 	2.3698e+00 	4.7397e-02
 813 	 6.8792e-02 	5.1093e-01 	1.0219e-02
 814 	 5.4284e-02 	8.9941e-01 	1.7988e-02
 815 	 4.8284e-02 	1.5019e+00 	3.0038e-02
 816 	 6.8835e-02 	9.4757e-01 	1.8951e-02
 817 	 1.3537e-01 	1.8972e+00 	3.7945e-02
 818 	 1.0283e-01 	3.1694e+00 	6.3389e-02
 819 	 1.6469e-01 	3.2423e+00 	6.4846e-02
 820 	 2.3627e-01 	6.6166e-01 	1.3233e-02
 821 	 3.4221e-02 	8.3716e+00 	1.6743e-01
 822 	 3.7115e-01 	1.1424e+01 	2.2848e-01
 823 	 8.3936e-01 	4.8670e+00 	9.7340e-02
 824 	 2.9759e-01 	4.1169e+00 	8.2337e-02
 825 	 1.2688e-01 	5.5619e+00 	1.1124e-01
 826 	 3.1519e-01 	4.0909e+00 	8.1817e-02
 827 	 1.3115e-01 	1.0406e+00 	2.0811e-02
 828 	 2.0110e-01 	7.5404e-01 	1.5081e-02
 829 	 1.0870e-01 	3.7744e+00 	7.5487e-02
 830 	 1.4862e-01 	3.1155e+00 	6.2309e-02
 831 	 2.2375e-01 	6.8991e-01 	1.3798e-02
 832 	 6.8893e-02 	1.6508e+00 	3.3017e-02
 833 	 6.8423e-02 	3.8997e+00 	7.7995e-02
 834 	 1.2126e-01 	5.8279e+00 	1.1656e-01
 835 	 2.2865e-01 	4.4132e+00 	8.8264e-02
 836 	 2.3595e-01 	3.5330e+00 	7.0660e-02
 837 	 1.5380e-01 	2.6254e+00 	5.2509e-02
 838 	 1.4988e-01 	1.1781e-01 	2.3562e-03
 839 	 9.1672e-02 	9.2746e-01 	1.8549e-02
 840 	 3.2781e-02 	1.7541e+00 	3.5082e-02
 841 	 1.6973e-01 	4.1814e+00 	8.3627e-02
 842 	 1.9658e-01 	2.4732e+00 	4.9464e-02
 843 	 1.4749e-01 	1.3448e+00 	2.6897e-02
 844 	 1.1625e-01 	3.5932e+00 	7.1865e-02
 845 	 1.7584e-01 	5.1074e+00 	1.0215e-01
 846 	 2.6060e-01 	2.7579e+00 	5.5157e-02
 847 	 1.2776e-01 	1.4795e+00 	2.9590e-02
 848 	 1.9700e-01 	5.6965e-01 	1.1393e-02
 849 	 8.3793e-02 	4.2148e+00 	8.4295e-02
 850 	 1.2857e-01 	5.9964e-01 	1.1993e-02
 851 	 1.3258e-01 	3.1352e+00 	6.2704e-02
 852 	 1.0451e-01 	1.7777e+00 	3.5553e-02
 853 	 9.5646e-02 	1.7828e+00 	3.5657e-02
 854 	 1.2315e-01 	3.3313e+00 	6.6625e-02
 855 	 1.5885e-01 	4.7340e+00 	9.4680e-02
 856 	 1.6665e-01 	6.2694e+00 	1.2539e-01
 857 	 2.3027e-01 	8.3173e+00 	1.6635e-01
 858 	 5.3682e-01 	1.1876e+01 	2.3751e-01
 859 	 5.7559e-01 	4.1803e+00 	8.3606e-02
 860 	 3.3983e-01 	4.7885e+00 	9.5769e-02
 861 	 2.4635e-01 	2.3555e+00 	4.7109e-02
 862 	 8.5468e-02 	1.1326e+00 	2.2652e-02
 863 	 8.2398e-02 	1.2515e-01 	2.5030e-03
 864 	 1.5408e-01 	6.3575e-01 	1.2715e-02
 865 	 1.9945e-01 	3.0829e+00 	6.1659e-02
 866 	 2.8321e-01 	4.3342e+00 	8.6684e-02
 867 	 2.3034e-01 	1.2081e+00 	2.4163e-02
 868 	 7.9392e-02 	4.1366e-01 	8.2732e-03
 869 	 1.1588e-01 	3.8762e+00 	7.7523e-02
 870 	 1.4780e-01 	1.4815e+00 	2.9629e-02
 871 	 1.6097e-01 	3.5953e+00 	7.1907e-02
 872 	 1.5507e-01 	3.3434e+00 	6.6868e-02
 873 	 1.5649e-01 	6.0507e-01 	1.2101e-02
 874 	 1.2851e-01 	1.1067e+00 	2.2135e-02
 875 	 9.0257e-02 	3.2338e-01 	6.4676e-03
 876 	 1.3688e-01 	7.2612e-01 	1.4522e-02
 877 	 2.0340e-01 	8.5691e-01 	1.7138e-02
 878 	 1.2758e-01 	5.0081e-01 	1.0016e-02
 879 	 1.1143e-01 	1.8055e+00 	3.6111e-02
 880 	 1.0046e-01 	3.5390e+00 	7.0779e-02
 881 	 2.0915e-01 	1.2808e+00 	2.5616e-02
 882 	 1.3676e-01 	3.6824e-01 	7.3648e-03
 883 	 5.4236e-02 	1.6375e+00 	3.2749e-02
 884 	 9.8992e-02 	1.3927e+00 	2.7854e-02
 885 	 9.7369e-02 	9.9870e-01 	1.9974e-02
 886 	 9.5777e-02 	4.6124e-01 	9.2247e-03
 887 	 1.0675e-01 	2.4360e+00 	4.8721e-02
 888 	 1.5651e-01 	5.1645e+00 	1.0329e-01
 889 	 2.7411e-01 	4.8792e+00 	9.7583e-02
 890 	 2.1266e-01 	8.2227e+00 	1.6445e-01
 891 	 3.1503e-01 	1.2318e+01 	2.4636e-01
 892 	 9.4384e-01 	1.4696e+01 	2.9392e-01
 893 	 1.3362e+00 	1.6665e+01 	3.3330e-01
 894 	 1.6464e+00 	5.9109e+00 	1.1822e-01
 895 	 4.3081e-01 	2.3190e+00 	4.6381e-02
 896 	 1.5948e-01 	1.7612e+00 	3.5224e-02
 897 	 1.5929e-01 	1.3430e+00 	2.6860e-02
 898 	 5.3648e-02 	7.8529e-01 	1.5706e-02
 899 	 1.1617e-01 	4.1890e+00 	8.3779e-02
 900 	 2.5688e-01 	2.5257e+00 	5.0513e-02
 901 	 1.5103e-01 	8.6596e-01 	1.7319e-02
 902 	 1.3033e-01 	1.6451e+00 	3.2901e-02
 903 	 9.0736e-02 	2.1724e+00 	4.3449e-02
 904 	 1.3354e-01 	3.7596e+00 	7.5191e-02
 905 	 2.5164e-01 	5.0608e-01 	1.0122e-02
 906 	 9.3308e-02 	2.2442e+00 	4.4884e-02
 907 	 1.2323e-01 	9.1095e-01 	1.8219e-02
 908 	 7.5826e-02 	2.6437e+00 	5.2874e-02
 909 	 2.1157e-01 	8.5463e-01 	1.7093e-02
 910 	 1.4529e-01 	2.1206e+00 	4.2412e-02
 911 	 1.6012e-01 	3.3431e+00 	6.6861e-02
 912 	 2.0792e-01 	1.2493e+00 	2.4986e-02
 913 	 7.8829e-02 	1.6396e+00 	3.2792e-02
 914 	 5.8021e-02 	2.5934e-01 	5.1867e-03
 915 	 6.2578e-02 	3.9920e-01 	7.9839e-03
 916 	 8.4026e-02 	1.4265e+00 	2.8531e-02
 917 	 7.2119e-02 	2.2808e+00 	4.5617e-02
 918 	 1.3233e-01 	1.3976e+00 	2.7952e-02
 919 	 1.5263e-01 	3.2871e+00 	6.5742e-02
 920 	 2.4153e-01 	2.9317e+00 	5.8634e-02
 921 	 1.2515e-01 	1.2870e+00 	2.5740e-02
 922 	 1.3475e-01 	1.2669e+00 	2.5338e-02
 923 	 1.0605e-01 	2.6562e+00 	5.3125e-02
 924 	 1.8673e-01 	1.7233e+00 	3.4466e-02
 925 	 1.8404e-01 	5.8686e-01 	1.1737e-02
 926 	 8.1123e-02 	1.7415e+00 	3.4829e-02
 927 	 5.3128e-02 	2.5224e+00 	5.0449e-02
 928 	 1.3592e-01 	1.4674e+00 	2.9348e-02
 929 	 8.1926e-02 	8.2224e-01 	1.6445e-02
 930 	 9.3919e-02 	2.1131e+00 	4.2263e-02
 931 	 8.1226e-02 	6.4357e-01 	1.2871e-02
 932 	 6.4455e-02 	4.7704e+00 	9.5408e-02
 933 	 1.6349e-01 	9.5175e+00 	1.9035e-01
 934 	 6.1316e-01 	1.3689e+01 	2.7378e-01
 935 	 8.7794e-01 	1.2978e+01 	2.5955e-01
 936 	 1.1989e+00 	7.2200e+00 	1.4440e-01
 937 	 3.4535e-01 	1.1668e+01 	2.3335e-01
 938 	 6.7966e-01 	2.0560e+01 	4.1121e-01
 939 	 1.9609e+00 	4.3126e+00 	8.6251e-02
 940 	 6.5475e-01 	1.4005e+01 	2.8010e-01
 941 	 1.2648e+00 	1.1146e+01 	2.2292e-01
 942 	 7.0278e-01 	1.0652e+01 	2.1304e-01
 943 	 7.3310e-01 	8.5593e+00 	1.7119e-01
 944 	 5.3388e-01 	4.2477e+00 	8.4955e-02
 945 	 3.1682e-01 	9.9161e-01 	1.9832e-02
 946 	 1.9352e-01 	1.7203e+00 	3.4405e-02
 947 	 1.7614e-01 	7.0906e-01 	1.4181e-02
 948 	 7.1935e-02 	2.4603e-01 	4.9206e-03
 949 	 1.3523e-01 	2.0264e+00 	4.0529e-02
 950 	 1.5480e-01 	7.4104e-01 	1.4821e-02
 951 	 5.8085e-02 	8.2411e-01 	1.6482e-02
 952 	 7.4382e-02 	9.8710e-01 	1.9742e-02
 953 	 1.5773e-01 	7.2777e-01 	1.4555e-02
 954 	 8.2556e-02 	1.9850e+00 	3.9699e-02
 955 	 2.4934e-01 	6.6519e-01 	1.3304e-02
 956 	 4.5210e-02 	4.3467e+00 	8.6935e-02
 957 	 1.7692e-01 	2.4527e+00 	4.9054e-02
 958 	 2.3233e-01 	3.9590e-01 	7.9181e-03
 959 	 1.0463e-01 	1.5248e+00 	3.0495e-02
 960 	 7.0456e-02 	1.2065e+00 	2.4130e-02
 961 	 1.5029e-01 	2.0166e+00 	4.0331e-02
 962 	 9.1069e-02 	4.3377e+00 	8.6754e-02
 963 	 1.8628e-01 	3.7168e+00 	7.4337e-02
 964 	 2.0736e-01 	4.5232e-02 	9.0463e-04
 965 	 1.9924e-02 	7.0506e-01 	1.4101e-02
 966 	 3.6221e-02 	1.3202e+00 	2.6404e-02
 967 	 1.3929e-01 	2.3873e+00 	4.7746e-02
 968 	 1.3037e-01 	4.1568e+00 	8.3137e-02
 969 	 2.1656e-01 	1.3843e+00 	2.7685e-02
 970 	 9.2085e-02 	3.1696e+00 	6.3392e-02
 971 	 1.9964e-01 	6.0308e+00 	1.2062e-01
 972 	 2.2883e-01 	9.3292e+00 	1.8658e-01
 973 	 5.4285e-01 	1.2796e+01 	2.5593e-01
 974 	 8.9095e-01 	1.5227e+01 	3.0454e-01
 975 	 1.3397e+00 	9.4711e+00 	1.8942e-01
 976 	 9.1797e-01 	2.1505e+00 	4.3009e-02
 977 	 1.4817e-01 	6.6626e-01 	1.3325e-02
 978 	 9.5920e-02 	2.6363e+00 	5.2727e-02
 979 	 1.5898e-01 	5.6700e+00 	1.1340e-01
 980 	 2.1003e-01 	6.8859e+00 	1.3772e-01
 981 	 3.3722e-01 	4.1127e+00 	8.2254e-02
 982 	 3.6885e-01 	5.9279e-01 	1.1856e-02
 983 	 6.6039e-02 	3.4690e-01 	6.9380e-03
 984 	 5.3692e-02 	1.0967e+00 	2.1935e-02
 985 	 9.4683e-02 	2.9984e+00 	5.9967e-02
 986 	 5.6706e-02 	2.8785e+00 	5.7570e-02
 987 	 8.6314e-02 	3.0981e+00 	6.1962e-02
 988 	 1.7567e-01 	4.2181e+00 	8.4362e-02
 989 	 1.5893e-01 	5.5407e+00 	1.1081e-01
 990 	 2.2299e-01 	4.4979e+00 	8.9958e-02
 991 	 2.7488e-01 	6.0009e-01 	1.2002e-02
 992 	 8.7226e-02 	1.2023e+00 	2.4045e-02
 993 	 5.5364e-02 	1.4735e+00 	2.9470e-02
 994 	 2.3535e-01 	8.1546e-01 	1.6309e-02
 995 	 8.5926e-02 	5.8423e-01 	1.1685e-02
 996 	 7.3586e-02 	5.3722e-01 	1.0744e-02
 997 	 6.6939e-02 	1.2994e+00 	2.5988e-02
 998 	 4.7287e-02 	2.7595e-01 	5.5191e-03
 999 	 4.4761e-02 	7.9443e-01 	1.5889e-02
 1000 	 1.1546e-01 	9.4841e-01 	1.8968e-02
 1001 	 1.1635e-01 	7.1202e-01 	1.4240e-02
 1002 	 1.0237e-01 	5.9886e-01 	1.1977e-02
 1003 	 1.0756e-01 	8.0471e-01 	1.6094e-02
 1004 	 1.1123e-01 	7.9154e-01 	1.5831e-02
 1005 	 1.1214e-01 	4.8910e-01 	9.7820e-03
 1006 	 3.9444e-02 	2.0852e+00 	4.1704e-02
 1007 	 7.6185e-02 	2.2174e+00 	4.4347e-02
 1008 	 1.0923e-01 	3.4485e+00 	6.8970e-02
 1009 	 1.4398e-01 	4.8999e+00 	9.7997e-02
 1010 	 2.5343e-01 	1.5267e+00 	3.0534e-02
 1011 	 6.8151e-02 	6.8494e-01 	1.3699e-02
 1012 	 8.4035e-02 	2.4014e+00 	4.8029e-02
 1013 	 1.6602e-01 	2.4392e+00 	4.8785e-02
 1014 	 1.1658e-01 	1.2034e+00 	2.4069e-02
 1015 	 1.6506e-01 	2.6144e+00 	5.2287e-02
 1016 	 1.8685e-01 	4.3361e+00 	8.6722e-02
 1017 	 1.4034e-01 	5.2776e+00 	1.0555e-01
 1018 	 3.0730e-01 	3.0129e-01 	6.0259e-03
 1019 	 1.1195e-01 	5.4830e+00 	1.0966e-01
 1020 	 1.3940e-01 	4.8428e+00 	9.6857e-02
 1021 	 2.8705e-01 	1.1319e+00 	2.2637e-02
 1022 	 9.6341e-02 	3.6947e-01 	7.3895e-03
 1023 	 5.2085e-02 	2.7667e+00 	5.5333e-02
 1024 	 1.9949e-01 	5.0761e+00 	1.0152e-01
 1025 	 3.4301e-01 	2.0966e+00 	4.1933e-02
 1026 	 1.0153e-01 	1.8588e+00 	3.7175e-02
 1027 	 1.5766e-01 	2.7300e+00 	5.4599e-02
 1028 	 3.4004e-01 	7.9814e-01 	1.5963e-02
 1029 	 1.2705e-01 	2.5409e-01 	5.0817e-03
 1030 	 6.6593e-02 	4.3308e-01 	8.6616e-03
 1031 	 8.8494e-02 	9.6911e-01 	1.9382e-02
 1032 	 1.0952e-01 	2.0786e+00 	4.1571e-02
 1033 	 8.2443e-02 	7.5638e-01 	1.5128e-02
 1034 	 5.0130e-02 	4.1833e-01 	8.3667e-03
 1035 	 9.2142e-02 	1.3829e+00 	2.7659e-02
 1036 	 1.1736e-01 	2.8001e-01 	5.6003e-03
 1037 	 7.7208e-02 	4.3522e-01 	8.7044e-03
 1038 	 1.0034e-01 	2.1774e+00 	4.3548e-02
 1039 	 1.9597e-01 	1.1556e+00 	2.3112e-02
 1040 	 7.6452e-02 	2.6141e+00 	5.2282e-02
 1041 	 1.2436e-01 	4.5157e-01 	9.0315e-03
 1042 	 1.1234e-01 	2.2321e+00 	4.4643e-02
 1043 	 1.4447e-01 	2.2811e+00 	4.5622e-02
 1044 	 1.1801e-01 	5.8268e-01 	1.1654e-02
 1045 	 4.1897e-02 	2.9012e+00 	5.8024e-02
 1046 	 1.5919e-01 	6.2290e+00 	1.2458e-01
 1047 	 2.1639e-01 	7.8092e+00 	1.5618e-01
 1048 	 4.9617e-01 	3.2042e+00 	6.4084e-02
 1049 	 1.2680e-01 	1.7646e+00 	3.5292e-02
 1050 	 5.8204e-02 	1.3790e+00 	2.7580e-02
 1051 	 9.4784e-02 	2.6097e-01 	5.2195e-03
 1052 	 6.2092e-02 	3.4148e+00 	6.8296e-02
 1053 	 1.3691e-01 	4.7745e+00 	9.5490e-02
 1054 	 2.0827e-01 	3.9302e-01 	7.8604e-03
 1055 	 1.3925e-01 	3.9309e+00 	7.8617e-02
 1056 	 1.8246e-01 	1.0069e+00 	2.0138e-02
 1057 	 8.6925e-02 	1.5464e+00 	3.0929e-02
 1058 	 1.0244e-01 	1.5679e+00 	3.1358e-02
 1059 	 9.2588e-02 	4.7198e-01 	9.4396e-03
 1060 	 8.2778e-02 	1.0331e+00 	2.0662e-02
 1061 	 1.0729e-01 	6.7593e-01 	1.3519e-02
 1062 	 9.3759e-02 	2.4901e+00 	4.9802e-02
 1063 	 1.5734e-01 	4.7438e-01 	9.4876e-03
 1064 	 1.3018e-01 	2.9185e+00 	5.8369e-02
 1065 	 1.8936e-01 	1.3976e+00 	2.7951e-02
 1066 	 1.4114e-01 	9.0423e-01 	1.8085e-02
 1067 	 1.7102e-01 	5.9764e-01 	1.1953e-02
 1068 	 2.3949e-01 	2.7935e+00 	5.5870e-02
 1069 	 9.8842e-02 	4.0534e+00 	8.1069e-02
 1070 	 1.2403e-01 	1.7696e+00 	3.5393e-02
 1071 	 1.7933e-01 	7.0762e-01 	1.4152e-02
 1072 	 6.1619e-02 	3.8855e-01 	7.7709e-03
 1073 	 1.2540e-01 	1.1010e+00 	2.2019e-02
 1074 	 9.0360e-02 	2.2022e+00 	4.4045e-02
 1075 	 1.0454e-01 	1.7232e+00 	3.4464e-02
 1076 	 1.2405e-01 	2.5837e+00 	5.1674e-02
 1077 	 1.5802e-01 	4.9548e+00 	9.9095e-02
 1078 	 2.3018e-01 	2.6164e+00 	5.2328e-02
 1079 	 1.7843e-01 	1.5563e+00 	3.1127e-02
 1080 	 1.1610e-01 	2.8117e+00 	5.6234e-02
 1081 	 1.3330e-01 	1.1112e+00 	2.2224e-02
 1082 	 1.6463e-01 	7.8907e-01 	1.5781e-02
 1083 	 1.0455e-01 	1.4316e+00 	2.8633e-02
 1084 	 9.8215e-02 	8.0444e-01 	1.6089e-02
 1085 	 9.3366e-02 	3.5052e-01 	7.0104e-03
 1086 	 4.7452e-02 	1.0619e+00 	2.1238e-02
 1087 	 1.5273e-01 	3.4099e-01 	6.8198e-03
 1088 	 6.9474e-02 	4.0518e+00 	8.1037e-02
 1089 	 1.9498e-01 	5.0086e+00 	1.0017e-01
 1090 	 1.4657e-01 	1.9027e+00 	3.8054e-02
 1091 	 2.0682e-01 	4.7523e-01 	9.5046e-03
 1092 	 1.0124e-01 	1.4124e+00 	2.8249e-02
 1093 	 1.2614e-01 	2.7801e+00 	5.5603e-02
 1094 	 6.6303e-02 	7.1484e-01 	1.4297e-02
 1095 	 1.2266e-01 	1.8470e+00 	3.6940e-02
 1096 	 1.5398e-01 	3.4464e+00 	6.8929e-02
 1097 	 2.1058e-01 	2.8736e+00 	5.7472e-02
 1098 	 2.1173e-01 	1.2109e+00 	2.4217e-02
 1099 	 1.6242e-01 	1.8645e+00 	3.7290e-02
 1100 	 1.2314e-01 	2.7957e+00 	5.5913e-02
 1101 	 1.9154e-01 	1.5694e+00 	3.1389e-02
 1102 	 1.0717e-01 	4.3963e+00 	8.7927e-02
 1103 	 1.6540e-01 	5.1820e+00 	1.0364e-01
 1104 	 2.8210e-01 	2.7565e+00 	5.5130e-02
 1105 	 1.3881e-01 	1.9640e+00 	3.9281e-02
 1106 	 1.1119e-01 	1.9382e+00 	3.8764e-02
 1107 	 1.8832e-01 	1.3227e+00 	2.6454e-02
 1108 	 6.5168e-02 	1.3456e+00 	2.6911e-02
 1109 	 1.5445e-01 	3.9664e+00 	7.9329e-02
 1110 	 2.4597e-01 	4.6460e+00 	9.2920e-02
 1111 	 2.0253e-01 	1.0533e+00 	2.1066e-02
 1112 	 1.1623e-01 	2.8650e+00 	5.7301e-02
 1113 	 1.1272e-01 	5.1249e-01 	1.0250e-02
 1114 	 9.5681e-02 	2.7636e+00 	5.5272e-02
 1115 	 9.6392e-02 	2.9563e+00 	5.9126e-02
 1116 	 2.0987e-01 	2.6646e+00 	5.3292e-02
 1117 	 1.0529e-01 	3.1474e+00 	6.2948e-02
 1118 	 1.9128e-01 	1.1692e+00 	2.3385e-02
 1119 	 1.0955e-01 	3.0516e+00 	6.1033e-02
 1120 	 1.5744e-01 	2.7855e+00 	5.5710e-02
 1121 	 1.2033e-01 	2.2533e+00 	4.5066e-02
 1122 	 1.2688e-01 	2.4035e+00 	4.8071e-02
 1123 	 6.0084e-02 	2.4543e+00 	4.9086e-02
 1124 	 1.7344e-01 	1.7564e+00 	3.5128e-02
 1125 	 9.3589e-02 	1.3954e+00 	2.7907e-02
 1126 	 1.2286e-01 	1.0253e+00 	2.0505e-02
 1127 	 1.2597e-01 	1.0605e+00 	2.1211e-02
 1128 	 1.8335e-01 	1.2297e+00 	2.4595e-02
 1129 	 1.5361e-01 	1.9093e+00 	3.8187e-02
 1130 	 9.1113e-02 	3.0138e+00 	6.0276e-02
 1131 	 1.2327e-01 	2.0416e-01 	4.0832e-03
 1132 	 1.6126e-01 	4.3213e-01 	8.6426e-03
 1133 	 6.8929e-02 	1.6796e-01 	3.3592e-03
 1134 	 1.3661e-01 	4.0377e+00 	8.0755e-02
 1135 	 1.9725e-01 	5.7165e+00 	1.1433e-01
 1136 	 3.3388e-01 	6.9373e+00 	1.3875e-01
 1137 	 1.9190e-01 	6.6331e+00 	1.3266e-01
 1138 	 4.3976e-01 	2.6732e+00 	5.3464e-02
 1139 	 1.3748e-01 	7.5656e-01 	1.5131e-02
 1140 	 1.7558e-01 	2.2465e+00 	4.4929e-02
 1141 	 1.0791e-01 	2.4135e+00 	4.8270e-02
 1142 	 1.2139e-01 	3.4993e-01 	6.9986e-03
 1143 	 4.2971e-02 	6.3103e-01 	1.2621e-02
 1144 	 3.9296e-02 	8.1998e-01 	1.6400e-02
 1145 	 7.8551e-02 	1.4404e+00 	2.8807e-02
 1146 	 1.9737e-01 	1.9263e+00 	3.8526e-02
 1147 	 1.0687e-01 	3.8561e+00 	7.7122e-02
 1148 	 1.6877e-01 	6.7918e-01 	1.3584e-02
 1149 	 1.3194e-01 	3.9107e+00 	7.8214e-02
 1150 	 1.4654e-01 	3.9867e+00 	7.9734e-02
 1151 	 2.1072e-01 	3.5944e+00 	7.1889e-02
 1152 	 1.5442e-01 	3.1985e+00 	6.3971e-02
 1153 	 1.7200e-01 	9.1636e-01 	1.8327e-02
 1154 	 1.1221e-01 	2.6077e+00 	5.2154e-02
 1155 	 1.4480e-01 	4.8603e+00 	9.7206e-02
 1156 	 2.3652e-01 	3.3502e+00 	6.7004e-02
 1157 	 1.8085e-01 	8.6839e-01 	1.7368e-02
 1158 	 1.0599e-01 	7.5612e-01 	1.5122e-02
 1159 	 1.5190e-01 	2.0809e+00 	4.1618e-02
 1160 	 9.9402e-02 	2.9005e+00 	5.8011e-02
 1161 	 1.5536e-01 	3.5088e+00 	7.0175e-02
 1162 	 1.7748e-01 	5.5257e-01 	1.1051e-02
 1163 	 9.9583e-02 	1.9756e+00 	3.9511e-02
 1164 	 1.1300e-01 	9.0289e-01 	1.8058e-02
 1165 	 2.3275e-01 	9.4419e-01 	1.8884e-02
 1166 	 1.2129e-01 	1.1871e+00 	2.3741e-02
 1167 	 1.2493e-01 	1.2626e+00 	2.5253e-02
 1168 	 1.0833e-01 	5.2405e-01 	1.0481e-02
 1169 	 1.2663e-01 	4.3175e-01 	8.6350e-03
 1170 	 3.0746e-02 	1.7994e+00 	3.5989e-02
 1171 	 1.3579e-01 	3.4274e+00 	6.8548e-02
 1172 	 1.1146e-01 	2.4654e+00 	4.9307e-02
 1173 	 1.1459e-01 	7.3998e-01 	1.4800e-02
 1174 	 7.3608e-02 	5.1969e-01 	1.0394e-02
 1175 	 1.3168e-01 	3.7589e+00 	7.5177e-02
 1176 	 2.2024e-01 	4.5827e+00 	9.1654e-02
 1177 	 3.4857e-01 	2.1081e+00 	4.2162e-02
 1178 	 1.2658e-01 	1.1842e+00 	2.3683e-02
 1179 	 9.7724e-02 	1.6971e+00 	3.3942e-02
 1180 	 1.0520e-01 	7.9729e-01 	1.5946e-02
 1181 	 9.9399e-02 	1.2047e+00 	2.4094e-02
 1182 	 7.8655e-02 	3.1585e+00 	6.3170e-02
 1183 	 1.1172e-01 	1.8989e+00 	3.7977e-02
 1184 	 1.2098e-01 	1.6946e+00 	3.3892e-02
 1185 	 2.0108e-01 	5.7764e+00 	1.1553e-01
 1186 	 2.6914e-01 	4.5971e+00 	9.1941e-02
 1187 	 2.4402e-01 	2.0614e-01 	4.1229e-03
 1188 	 9.0676e-02 	8.3463e-01 	1.6693e-02
 1189 	 1.1750e-01 	2.1777e+00 	4.3553e-02
 1190 	 6.5458e-02 	2.2365e+00 	4.4729e-02
 1191 	 1.1316e-01 	3.3372e+00 	6.6744e-02
 1192 	 1.8553e-01 	4.9194e+00 	9.8387e-02
 1193 	 2.6268e-01 	8.4345e+00 	1.6869e-01
 1194 	 3.8817e-01 	6.6675e+00 	1.3335e-01
 1195 	 4.1134e-01 	4.9964e-01 	9.9927e-03
 1196 	 8.8440e-02 	6.0292e-01 	1.2058e-02
 1197 	 7.2347e-02 	2.2878e+00 	4.5755e-02
 1198 	 8.7052e-02 	3.1169e+00 	6.2339e-02
 1199 	 1.8227e-01 	1.6977e+00 	3.3953e-02
 1200 	 9.6511e-02 	3.7988e-01 	7.5975e-03
 1201 	 6.6312e-02 	6.9239e-01 	1.3848e-02
 1202 	 1.0259e-01 	3.1526e-01 	6.3052e-03
 1203 	 7.9289e-02 	3.6246e-01 	7.2492e-03
 1204 	 7.7984e-02 	8.1518e-01 	1.6304e-02
 1205 	 7.7739e-02 	3.2515e+00 	6.5030e-02
 1206 	 2.4576e-01 	2.3464e+00 	4.6928e-02
 1207 	 1.3095e-01 	5.2990e-01 	1.0598e-02
 1208 	 1.1121e-01 	1.0127e+00 	2.0254e-02
 1209 	 1.2785e-01 	5.5524e-01 	1.1105e-02
 1210 	 8.2090e-02 	1.1778e+00 	2.3556e-02
 1211 	 9.3131e-02 	2.1270e+00 	4.2539e-02
 1212 	 9.5686e-02 	8.0637e-01 	1.6127e-02
 1213 	 1.3210e-01 	1.7261e+00 	3.4522e-02
 1214 	 1.6492e-01 	3.1318e-01 	6.2637e-03
 1215 	 1.2877e-01 	1.3129e+00 	2.6257e-02
 1216 	 1.7644e-01 	9.9634e-01 	1.9927e-02
 1217 	 1.0278e-01 	1.0560e+00 	2.1120e-02
 1218 	 9.9729e-02 	2.5479e+00 	5.0959e-02
 1219 	 1.2041e-01 	2.1436e+00 	4.2873e-02
 1220 	 1.2692e-01 	1.4971e+00 	2.9941e-02
 1221 	 1.2735e-01 	4.2721e-01 	8.5443e-03
 1222 	 1.7686e-01 	1.8460e+00 	3.6921e-02
 1223 	 1.4297e-01 	1.0519e+00 	2.1039e-02
 1224 	 1.0893e-01 	2.7362e-01 	5.4723e-03
 1225 	 6.5907e-02 	1.1071e+00 	2.2142e-02
 1226 	 1.5176e-01 	2.7344e+00 	5.4687e-02
 1227 	 2.3439e-01 	1.2780e+00 	2.5560e-02
 1228 	 7.4075e-02 	1.4013e+00 	2.8027e-02
 1229 	 1.2971e-01 	1.2931e+00 	2.5863e-02
 1230 	 7.1266e-02 	2.0815e+00 	4.1630e-02
 1231 	 1.3636e-01 	4.5614e+00 	9.1227e-02
 1232 	 1.6355e-01 	7.1386e+00 	1.4277e-01
 1233 	 2.2615e-01 	3.8863e+00 	7.7726e-02
 1234 	 3.0421e-01 	2.0730e+00 	4.1460e-02
 1235 	 1.2340e-01 	1.1085e+00 	2.2171e-02
 1236 	 1.3423e-01 	1.1176e+00 	2.2352e-02
 1237 	 8.8782e-02 	1.9714e+00 	3.9427e-02
 1238 	 2.1217e-01 	2.3014e+00 	4.6028e-02
 1239 	 1.9813e-01 	5.2437e+00 	1.0487e-01
 1240 	 1.9612e-01 	4.8235e+00 	9.6469e-02
 1241 	 3.5106e-01 	2.3327e+00 	4.6655e-02
 1242 	 1.3231e-01 	4.1535e+00 	8.3070e-02
 1243 	 1.4967e-01 	4.9473e+00 	9.8945e-02
 1244 	 3.0280e-01 	3.5428e+00 	7.0855e-02
 1245 	 1.1256e-01 	2.1999e+00 	4.3999e-02
 1246 	 1.1313e-01 	1.2668e+00 	2.5335e-02
 1247 	 9.5996e-02 	3.3664e+00 	6.7328e-02
 1248 	 2.9034e-01 	2.0804e+00 	4.1607e-02
 1249 	 8.7090e-02 	4.2060e+00 	8.4120e-02
 1250 	 1.6691e-01 	8.9414e+00 	1.7883e-01
 1251 	 3.8409e-01 	6.7180e+00 	1.3436e-01
 1252 	 5.2832e-01 	3.6541e-01 	7.3083e-03
 1253 	 5.1548e-02 	1.7603e+00 	3.5207e-02
 1254 	 1.0381e-01 	3.9336e+00 	7.8673e-02
 1255 	 1.9319e-01 	3.1259e+00 	6.2517e-02
 1256 	 8.9492e-02 	3.2617e+00 	6.5234e-02
 1257 	 1.6538e-01 	1.8668e+00 	3.7335e-02
 1258 	 3.8759e-02 	1.7485e+00 	3.4971e-02
 1259 	 1.2635e-01 	3.7963e+00 	7.5926e-02
 1260 	 1.9486e-01 	4.3067e+00 	8.6134e-02
 1261 	 2.2439e-01 	3.2892e+00 	6.5783e-02
 1262 	 9.8618e-02 	9.6956e-01 	1.9391e-02
 1263 	 1.4545e-01 	5.1898e-01 	1.0380e-02
 1264 	 9.9799e-02 	6.7944e-01 	1.3589e-02
 1265 	 8.1992e-02 	3.9413e+00 	7.8825e-02
 1266 	 1.0875e-01 	6.1179e+00 	1.2236e-01
 1267 	 3.5025e-01 	5.0113e+00 	1.0023e-01
 1268 	 2.7429e-01 	3.3795e+00 	6.7590e-02
 1269 	 1.5501e-01 	1.2554e+00 	2.5107e-02
 1270 	 1.4180e-01 	9.6070e-01 	1.9214e-02
 1271 	 1.0219e-01 	5.0319e+00 	1.0064e-01
 1272 	 1.5283e-01 	9.5638e+00 	1.9128e-01
 1273 	 5.4466e-01 	1.2000e+01 	2.3999e-01
 1274 	 8.0081e-01 	6.4220e+00 	1.2844e-01
 1275 	 5.0757e-01 	5.5408e-01 	1.1082e-02
 1276 	 4.2561e-02 	1.4288e+00 	2.8575e-02
 1277 	 5.2370e-02 	6.3989e-01 	1.2798e-02
 1278 	 2.1112e-01 	4.7551e+00 	9.5101e-02
 1279 	 1.4347e-01 	8.7661e+00 	1.7532e-01
 1280 	 4.7269e-01 	1.5900e+01 	3.1799e-01
 1281 	 1.1107e+00 	2.4390e+01 	4.8781e-01
 1282 	 3.2654e+00 	2.9325e+01 	5.8650e-01
 1283 	 4.0494e+00 	3.4600e+01 	6.9200e-01
 1284 	 5.9094e+00 	3.0130e+01 	6.0259e-01
 1285 	 5.9092e+00 	1.1824e+01 	2.3649e-01
 1286 	 1.2186e+00 	1.0889e+00 	2.1777e-02
 1287 	 6.0641e-02 	1.1361e+00 	2.2722e-02
 1288 	 1.1976e-01 	1.1269e+00 	2.2537e-02
 1289 	 1.3222e-01 	9.5896e-01 	1.9179e-02
 1290 	 1.8432e-01 	9.2324e-01 	1.8465e-02
 1291 	 1.4733e-01 	8.5502e-01 	1.7100e-02
 1292 	 8.7472e-02 	1.0154e+00 	2.0308e-02
 1293 	 1.9078e-01 	1.4190e+00 	2.8380e-02
 1294 	 6.0697e-02 	9.5495e-01 	1.9099e-02
 1295 	 8.7686e-02 	1.8783e+00 	3.7566e-02
 1296 	 8.9331e-02 	1.3978e+00 	2.7955e-02
 1297 	 2.0305e-01 	2.5228e-01 	5.0457e-03
 1298 	 1.0388e-01 	1.6009e+00 	3.2018e-02
 1299 	 1.9988e-01 	4.6784e-01 	9.3568e-03
 1300 	 4.2297e-02 	1.7071e+00 	3.4143e-02
 1301 	 1.1753e-01 	2.4267e+00 	4.8533e-02
 1302 	 1.3293e-01 	5.6794e-01 	1.1359e-02
 1303 	 1.1193e-01 	1.6291e+00 	3.2583e-02
 1304 	 1.5534e-01 	2.1955e+00 	4.3911e-02
 1305 	 1.3746e-01 	3.6778e-01 	7.3556e-03
 1306 	 1.1874e-01 	3.1313e+00 	6.2626e-02
 1307 	 1.4811e-01 	4.9241e+00 	9.8481e-02
 1308 	 1.7249e-01 	1.5314e+00 	3.0628e-02
 1309 	 1.3794e-01 	3.0176e+00 	6.0353e-02
 1310 	 9.3099e-02 	8.7269e-01 	1.7454e-02
 1311 	 7.2399e-02 	1.1111e+00 	2.2222e-02
 1312 	 1.3421e-01 	1.6166e+00 	3.2333e-02
 1313 	 2.0374e-01 	2.0796e+00 	4.1591e-02
 1314 	 8.1801e-02 	2.6392e-01 	5.2784e-03
 1315 	 9.6027e-02 	1.9965e+00 	3.9931e-02
 1316 	 1.1531e-01 	3.8965e+00 	7.7930e-02
 1317 	 1.5857e-01 	3.8106e+00 	7.6212e-02
 1318 	 1.9628e-01 	1.5468e+00 	3.0937e-02
 1319 	 1.3596e-01 	1.1638e+00 	2.3276e-02
 1320 	 5.3941e-02 	2.6136e+00 	5.2272e-02
 1321 	 1.9529e-01 	2.1507e+00 	4.3013e-02
 1322 	 1.8812e-01 	8.6518e-01 	1.7304e-02
 1323 	 1.6162e-01 	5.6675e-01 	1.1335e-02
 1324 	 4.0999e-02 	3.4283e-01 	6.8566e-03
 1325 	 4.7178e-02 	1.0336e+00 	2.0673e-02
 1326 	 7.9516e-02 	5.9989e-01 	1.1998e-02
 1327 	 5.1227e-02 	2.0138e+00 	4.0275e-02
 1328 	 2.3427e-01 	2.1738e+00 	4.3476e-02
 1329 	 1.1634e-01 	4.8401e-01 	9.6802e-03
 1330 	 1.8508e-01 	3.0129e-01 	6.0257e-03
 1331 	 1.2114e-01 	1.3030e+00 	2.6061e-02
 1332 	 4.9421e-02 	2.6368e+00 	5.2736e-02
 1333 	 1.7084e-01 	4.4910e+00 	8.9819e-02
 1334 	 2.0546e-01 	3.4561e+00 	6.9123e-02
 1335 	 1.9545e-01 	2.7721e+00 	5.5441e-02
 1336 	 1.3265e-01 	5.1565e+00 	1.0313e-01
 1337 	 2.5935e-01 	1.6765e+00 	3.3529e-02
 1338 	 8.5572e-02 	1.0183e+00 	2.0367e-02
 1339 	 1.2853e-01 	1.3681e+00 	2.7362e-02
 1340 	 5.4848e-02 	3.1867e+00 	6.3734e-02
 1341 	 3.3497e-01 	2.8064e+00 	5.6129e-02
 1342 	 5.9162e-02 	3.2323e+00 	6.4645e-02
 1343 	 1.3266e-01 	3.1438e+00 	6.2875e-02
 1344 	 1.1952e-01 	3.5712e+00 	7.1425e-02
 1345 	 1.5444e-01 	5.5511e+00 	1.1102e-01
 1346 	 2.6722e-01 	8.8861e+00 	1.7772e-01
 1347 	 4.0967e-01 	1.0646e+01 	2.1292e-01
 1348 	 6.5699e-01 	6.7779e+00 	1.3556e-01
 1349 	 5.4938e-01 	4.7492e+00 	9.4984e-02
 1350 	 2.2263e-01 	3.0173e+00 	6.0345e-02
 1351 	 1.5634e-01 	3.5558e-01 	7.1116e-03
 1352 	 8.6704e-02 	1.3856e-01 	2.7712e-03
 1353 	 1.5127e-02 	2.1176e+00 	4.2352e-02
 1354 	 1.0993e-01 	1.1171e+00 	2.2343e-02
 1355 	 9.5205e-02 	1.4843e+00 	2.9686e-02
 1356 	 1.7088e-01 	4.8966e+00 	9.7932e-02
 1357 	 1.6483e-01 	9.0419e-01 	1.8084e-02
 1358 	 2.3874e-01 	9.9997e-01 	1.9999e-02
 1359 	 4.6711e-02 	2.5728e+00 	5.1455e-02
 1360 	 1.7657e-01 	4.2945e-01 	8.5889e-03
 1361 	 7.7941e-02 	2.4392e+00 	4.8783e-02
 1362 	 1.3083e-01 	3.5667e+00 	7.1333e-02
 1363 	 2.5770e-01 	1.4683e+00 	2.9365e-02
 1364 	 1.2948e-01 	6.2006e-01 	1.2401e-02
 1365 	 4.1505e-02 	6.9095e-01 	1.3819e-02
 1366 	 1.0826e-01 	4.3903e-01 	8.7806e-03
 1367 	 1.3153e-01 	1.5521e+00 	3.1042e-02
 1368 	 1.2865e-01 	1.4133e+00 	2.8266e-02
 1369 	 7.8682e-02 	6.1088e-01 	1.2218e-02
 1370 	 1.1542e-01 	9.5976e-01 	1.9195e-02
 1371 	 1.5178e-01 	1.6936e+00 	3.3872e-02
 1372 	 1.6407e-01 	2.1786e+00 	4.3573e-02
 1373 	 9.2905e-02 	2.4733e+00 	4.9465e-02
 1374 	 1.4712e-01 	6.7501e-01 	1.3500e-02
 1375 	 1.0713e-01 	8.4732e-01 	1.6946e-02
 1376 	 1.1412e-01 	4.2319e-01 	8.4638e-03
 1377 	 1.0826e-01 	1.5873e+00 	3.1747e-02
 1378 	 1.9936e-01 	2.1225e+00 	4.2450e-02
 1379 	 1.0886e-01 	2.0873e+00 	4.1747e-02
 1380 	 6.1542e-02 	2.9168e+00 	5.8337e-02
 1381 	 2.3354e-01 	3.4718e+00 	6.9436e-02
 1382 	 1.1318e-01 	1.8251e+00 	3.6503e-02
 1383 	 1.2345e-01 	1.6785e+00 	3.3570e-02
 1384 	 5.7057e-02 	1.7539e-01 	3.5078e-03
 1385 	 9.1510e-02 	1.4105e+00 	2.8210e-02
 1386 	 8.6541e-02 	1.4258e+00 	2.8516e-02
 1387 	 6.8507e-02 	4.7904e-01 	9.5807e-03
 1388 	 5.8362e-02 	1.1883e+00 	2.3766e-02
 1389 	 9.5644e-02 	2.6511e-01 	5.3021e-03
 1390 	 6.8570e-02 	8.6754e-01 	1.7351e-02
 1391 	 8.6668e-02 	6.8006e-01 	1.3601e-02
 1392 	 4.7614e-02 	2.7521e+00 	5.5042e-02
 1393 	 5.1212e-02 	5.2611e+00 	1.0522e-01
 1394 	 3.2411e-01 	3.3559e+00 	6.7118e-02
 1395 	 2.2941e-01 	2.1923e+00 	4.3846e-02
 1396 	 1.3340e-01 	6.5989e-01 	1.3198e-02
 1397 	 5.2522e-02 	9.9061e-01 	1.9812e-02
 1398 	 7.7315e-02 	6.4143e-01 	1.2829e-02
 1399 	 1.1773e-01 	2.9460e+00 	5.8921e-02
 1400 	 1.6388e-01 	4.5502e+00 	9.1005e-02
 1401 	 2.1864e-01 	1.1684e+00 	2.3367e-02
 1402 	 7.4792e-02 	1.0311e-01 	2.0622e-03
 1403 	 6.4744e-02 	1.6107e+00 	3.2213e-02
 1404 	 1.5122e-01 	4.4502e+00 	8.9003e-02
 1405 	 1.7302e-01 	4.8039e+00 	9.6078e-02
 1406 	 2.3829e-01 	4.5053e+00 	9.0106e-02
 1407 	 2.0529e-01 	4.1628e+00 	8.3256e-02
 1408 	 2.4552e-01 	1.9057e+00 	3.8114e-02
 1409 	 1.3866e-01 	1.2920e+00 	2.5839e-02
 1410 	 1.9888e-01 	6.6730e-01 	1.3346e-02
 1411 	 9.3791e-02 	7.4097e-01 	1.4819e-02
 1412 	 5.2702e-02 	2.8630e+00 	5.7259e-02
 1413 	 1.5547e-01 	1.8153e+00 	3.6307e-02
 1414 	 1.0632e-01 	2.8621e-01 	5.7242e-03
 1415 	 6.6080e-02 	5.2479e-01 	1.0496e-02
 1416 	 5.1288e-02 	1.6059e+00 	3.2119e-02
 1417 	 1.0228e-01 	1.6145e+00 	3.2290e-02
 1418 	 1.1524e-01 	1.9904e+00 	3.9808e-02
 1419 	 8.1280e-02 	7.2011e-01 	1.4402e-02
 1420 	 1.5882e-01 	2.7940e+00 	5.5879e-02
 1421 	 1.6919e-01 	1.6984e+00 	3.3969e-02
 1422 	 4.4197e-02 	7.7238e+00 	1.5448e-01
 1423 	 3.6530e-01 	5.0627e+00 	1.0125e-01
 1424 	 3.2462e-01 	9.3640e-01 	1.8728e-02
 1425 	 3.7672e-02 	9.0728e-01 	1.8146e-02
 1426 	 4.0237e-02 	1.4457e+00 	2.8914e-02
 1427 	 1.3597e-01 	2.1947e+00 	4.3894e-02
 1428 	 2.2411e-01 	2.4787e+00 	4.9575e-02
 1429 	 1.6585e-01 	9.2282e-01 	1.8456e-02
 1430 	 1.3180e-01 	3.9617e-01 	7.9235e-03
 1431 	 4.7481e-02 	1.8655e+00 	3.7309e-02
 1432 	 1.5007e-01 	7.9298e-01 	1.5860e-02
 1433 	 1.7458e-01 	1.0929e+00 	2.1857e-02
 1434 	 1.3510e-01 	1.5209e+00 	3.0417e-02
 1435 	 1.2427e-01 	1.5057e+00 	3.0115e-02
 1436 	 1.3746e-01 	1.4662e+00 	2.9323e-02
 1437 	 1.2907e-01 	3.2851e+00 	6.5702e-02
 1438 	 1.1594e-01 	2.3098e+00 	4.6196e-02
 1439 	 9.1181e-02 	2.7552e+00 	5.5103e-02
 1440 	 1.3765e-01 	8.4009e+00 	1.6802e-01
 1441 	 2.7956e-01 	1.1902e+01 	2.3803e-01
 1442 	 8.2907e-01 	3.7698e+00 	7.5397e-02
 1443 	 3.6744e-01 	4.1741e+00 	8.3483e-02
 1444 	 2.5139e-01 	5.3130e+00 	1.0626e-01
 1445 	 3.3147e-01 	3.5384e+00 	7.0768e-02
 1446 	 1.8337e-01 	1.6543e+00 	3.3087e-02
 1447 	 8.0748e-02 	3.4889e+00 	6.9778e-02
 1448 	 1.4388e-01 	3.3626e+00 	6.7252e-02
 1449 	 2.1745e-01 	9.1014e-01 	1.8203e-02
 1450 	 1.5035e-01 	9.2748e-01 	1.8550e-02
 1451 	 3.8327e-02 	2.4214e+00 	4.8427e-02
 1452 	 9.1052e-02 	6.0317e+00 	1.2063e-01
 1453 	 2.7202e-01 	7.1750e+00 	1.4350e-01
 1454 	 3.9471e-01 	7.4583e+00 	1.4917e-01
 1455 	 3.8695e-01 	4.0310e+00 	8.0620e-02
 1456 	 2.6346e-01 	1.4472e+00 	2.8945e-02
 1457 	 9.4308e-02 	1.9565e+00 	3.9130e-02
 1458 	 1.1631e-01 	9.3116e-01 	1.8623e-02
 1459 	 1.3857e-01 	1.8297e+00 	3.6595e-02
 1460 	 1.4907e-01 	1.3975e+00 	2.7951e-02
 1461 	 7.2952e-02 	2.3319e+00 	4.6638e-02
 1462 	 1.3285e-01 	1.3925e+00 	2.7850e-02
 1463 	 6.2268e-02 	4.8370e+00 	9.6740e-02
 1464 	 3.0378e-01 	4.7887e+00 	9.5774e-02
 1465 	 1.6406e-01 	2.5007e+00 	5.0013e-02
 1466 	 6.9456e-02 	3.7308e-01 	7.4617e-03
 1467 	 1.2049e-01 	1.6707e+00 	3.3414e-02
 1468 	 9.2808e-02 	1.2866e+00 	2.5732e-02
 1469 	 4.9027e-02 	7.0881e-01 	1.4176e-02
 1470 	 1.2303e-01 	6.2985e-01 	1.2597e-02
 1471 	 4.1138e-02 	1.7105e+00 	3.4211e-02
 1472 	 1.6202e-01 	3.6780e+00 	7.3560e-02
 1473 	 1.6006e-01 	2.7822e+00 	5.5645e-02
 1474 	 1.2181e-01 	6.9131e-01 	1.3826e-02
 1475 	 1.1569e-01 	1.6601e+00 	3.3203e-02
 1476 	 7.9578e-02 	3.5664e+00 	7.1328e-02
 1477 	 2.5517e-01 	3.2933e+00 	6.5866e-02
 1478 	 1.7868e-01 	1.0158e-01 	2.0317e-03
 1479 	 1.0005e-01 	3.7234e+00 	7.4469e-02
 1480 	 1.3727e-01 	2.2962e+00 	4.5923e-02
 1481 	 7.2257e-02 	7.1394e-01 	1.4279e-02
 1482 	 4.5516e-02 	2.2278e+00 	4.4556e-02
 1483 	 2.0093e-01 	2.2479e+00 	4.4958e-02
 1484 	 1.6166e-01 	1.3732e+00 	2.7464e-02
 1485 	 8.4481e-02 	5.8981e-01 	1.1796e-02
 1486 	 7.3640e-02 	7.4787e-01 	1.4957e-02
 1487 	 8.7821e-02 	1.5946e+00 	3.1892e-02
 1488 	 9.8803e-02 	3.7940e+00 	7.5881e-02
 1489 	 1.8725e-01 	4.9099e+00 	9.8197e-02
 1490 	 2.8823e-01 	5.2566e+00 	1.0513e-01
 1491 	 2.3271e-01 	1.5533e+00 	3.1065e-02
 1492 	 8.6315e-02 	3.2545e-01 	6.5091e-03
 1493 	 4.4522e-02 	1.0105e+00 	2.0210e-02
 1494 	 1.8964e-01 	2.1303e+00 	4.2606e-02
 1495 	 1.2910e-01 	1.5873e+00 	3.1745e-02
 1496 	 2.0718e-01 	3.4169e-01 	6.8339e-03
 1497 	 1.2126e-01 	8.2252e-01 	1.6450e-02
 1498 	 1.8373e-01 	8.1811e-01 	1.6362e-02
 1499 	 6.7781e-02 	1.1344e+00 	2.2688e-02
 1500 	 1.2307e-01 	3.7133e-01 	7.4266e-03
 1501 	 4.6122e-02 	1.5663e+00 	3.1326e-02
 1502 	 1.8875e-01 	9.4132e-01 	1.8826e-02
 1503 	 8.7254e-02 	1.0246e+00 	2.0493e-02
 1504 	 9.5673e-02 	5.6023e+00 	1.1205e-01
 1505 	 2.3803e-01 	3.9462e+00 	7.8923e-02
 1506 	 1.3914e-01 	4.5250e-02 	9.0501e-04
 1507 	 3.1885e-02 	1.5871e+00 	3.1742e-02
 1508 	 1.2171e-01 	1.3230e+00 	2.6460e-02
 1509 	 6.9042e-02 	2.1330e+00 	4.2661e-02
 1510 	 1.0884e-01 	1.9435e+00 	3.8869e-02
 1511 	 8.5272e-02 	1.2022e+00 	2.4043e-02
 1512 	 5.4466e-02 	1.2348e+00 	2.4696e-02
 1513 	 1.2726e-01 	1.5648e+00 	3.1297e-02
 1514 	 8.0202e-02 	1.3691e+00 	2.7383e-02
 1515 	 1.2554e-01 	3.1149e-01 	6.2299e-03
 1516 	 1.9998e-02 	9.9438e-01 	1.9888e-02
 1517 	 7.0239e-02 	1.4762e+00 	2.9523e-02
 1518 	 1.4339e-01 	1.8039e+00 	3.6079e-02
 1519 	 1.5606e-01 	3.2709e+00 	6.5418e-02
 1520 	 9.0500e-02 	6.2334e-01 	1.2467e-02
 1521 	 1.0064e-01 	2.9601e+00 	5.9203e-02
 1522 	 1.7645e-01 	3.2424e+00 	6.4847e-02
 1523 	 1.5691e-01 	2.5000e+00 	5.0000e-02
 1524 	 1.7174e-01 	1.6842e+00 	3.3684e-02
 1525 	 2.3631e-01 	1.7240e+00 	3.4480e-02
 1526 	 1.3374e-01 	8.6355e-01 	1.7271e-02
 1527 	 1.7469e-01 	1.4131e+00 	2.8261e-02
 1528 	 1.4107e-01 	1.2179e+00 	2.4358e-02
 1529 	 1.4157e-01 	7.7272e-01 	1.5454e-02
 1530 	 1.2659e-01 	4.4166e-01 	8.8332e-03
 1531 	 1.8276e-01 	1.4222e+00 	2.8445e-02
 1532 	 1.3634e-01 	3.8043e+00 	7.6086e-02
 1533 	 1.6742e-01 	2.5413e+00 	5.0826e-02
 1534 	 2.2328e-01 	1.6670e+00 	3.3341e-02
 1535 	 1.7601e-01 	1.0609e+00 	2.1217e-02
 1536 	 1.3948e-01 	1.6259e+00 	3.2518e-02
 1537 	 7.8253e-02 	1.9775e+00 	3.9550e-02
 1538 	 2.0813e-01 	1.1883e+00 	2.3766e-02
 1539 	 1.2382e-01 	1.3118e+00 	2.6235e-02
 1540 	 9.0827e-02 	9.2284e-01 	1.8457e-02
 1541 	 7.6350e-02 	1.0125e+00 	2.0250e-02
 1542 	 1.0512e-01 	1.0385e+00 	2.0770e-02
 1543 	 8.3382e-02 	5.6534e-01 	1.1307e-02
 1544 	 9.4607e-02 	3.9864e-01 	7.9728e-03
 1545 	 4.7191e-02 	2.9335e-01 	5.8671e-03
 1546 	 1.9085e-02 	1.0883e+00 	2.1766e-02
 1547 	 2.4533e-01 	9.2154e-01 	1.8431e-02
 1548 	 1.1650e-01 	3.8938e-01 	7.7876e-03
 1549 	 2.2188e-02 	1.3827e+00 	2.7654e-02
 1550 	 8.0373e-02 	2.3472e+00 	4.6945e-02
 1551 	 9.5474e-02 	4.1791e+00 	8.3582e-02
 1552 	 2.0870e-01 	5.6005e+00 	1.1201e-01
 1553 	 2.6290e-01 	8.5735e+00 	1.7147e-01
 1554 	 4.5582e-01 	1.2647e+01 	2.5295e-01
 1555 	 7.5031e-01 	1.1731e+01 	2.3462e-01
 1556 	 8.2176e-01 	7.6871e+00 	1.5374e-01
 1557 	 5.0652e-01 	5.9269e+00 	1.1854e-01
 1558 	 1.9049e-01 	4.7653e+00 	9.5305e-02
 1559 	 3.5586e-01 	3.9814e+00 	7.9627e-02
 1560 	 1.5633e-01 	6.8269e-01 	1.3654e-02
 1561 	 8.5486e-02 	8.6784e-01 	1.7357e-02
 1562 	 9.2439e-02 	1.7163e+00 	3.4326e-02
 1563 	 1.7876e-01 	2.3147e+00 	4.6293e-02
 1564 	 1.3639e-01 	2.6389e+00 	5.2778e-02
 1565 	 1.4346e-01 	1.8747e+00 	3.7493e-02
 1566 	 8.8861e-02 	1.6890e+00 	3.3780e-02
 1567 	 1.4580e-01 	1.4056e+00 	2.8111e-02
 1568 	 1.6139e-01 	3.6831e+00 	7.3661e-02
 1569 	 2.1418e-01 	1.0124e+00 	2.0248e-02
 1570 	 6.6754e-02 	1.6663e+00 	3.3326e-02
 1571 	 9.3964e-02 	5.0011e+00 	1.0002e-01
 1572 	 2.1699e-01 	6.2485e+00 	1.2497e-01
 1573 	 3.1249e-01 	2.2318e+00 	4.4636e-02
 1574 	 2.7072e-01 	3.5565e+00 	7.1131e-02
 1575 	 2.2719e-01 	2.4133e+00 	4.8266e-02
 1576 	 1.1285e-01 	5.7870e-01 	1.1574e-02
 1577 	 1.0155e-01 	5.5530e-01 	1.1106e-02
 1578 	 8.4902e-02 	1.0021e+00 	2.0042e-02
 1579 	 1.2102e-01 	1.2676e+00 	2.5352e-02
 1580 	 6.0436e-02 	1.4292e+00 	2.8584e-02
 1581 	 4.4908e-02 	4.3812e-01 	8.7623e-03
 1582 	 9.5395e-02 	1.6078e+00 	3.2156e-02
 1583 	 1.7871e-01 	2.3539e+00 	4.7078e-02
 1584 	 1.5542e-01 	4.8880e-01 	9.7759e-03
 1585 	 7.2465e-02 	1.8663e+00 	3.7326e-02
 1586 	 9.3244e-02 	2.0092e+00 	4.0184e-02
 1587 	 5.0335e-02 	1.1331e+00 	2.2662e-02
 1588 	 9.3433e-02 	4.2152e+00 	8.4305e-02
 1589 	 1.1178e-01 	7.2423e+00 	1.4485e-01
 1590 	 2.4837e-01 	5.5015e+00 	1.1003e-01
 1591 	 4.8779e-01 	6.9643e-01 	1.3929e-02
 1592 	 1.4633e-01 	1.2020e+00 	2.4039e-02
 1593 	 9.9429e-02 	1.8016e-01 	3.6033e-03
 1594 	 6.5199e-02 	5.0660e-01 	1.0132e-02
 1595 	 3.2087e-02 	3.7768e+00 	7.5536e-02
 1596 	 1.6374e-01 	6.2031e+00 	1.2406e-01
 1597 	 3.3188e-01 	3.4586e+00 	6.9173e-02
 1598 	 3.1939e-01 	5.0753e-01 	1.0151e-02
 1599 	 8.7823e-02 	3.0115e+00 	6.0230e-02
 1600 	 1.6925e-01 	3.3679e+00 	6.7358e-02
 1601 	 1.7080e-01 	2.3422e+00 	4.6844e-02
 1602 	 1.5481e-01 	2.7718e+00 	5.5437e-02
 1603 	 1.2855e-01 	8.7298e-01 	1.7460e-02
 1604 	 1.8889e-01 	2.2160e+00 	4.4319e-02
 1605 	 1.4400e-01 	2.6351e+00 	5.2702e-02
 1606 	 1.4643e-01 	2.5132e+00 	5.0264e-02
 1607 	 1.9963e-01 	4.1216e+00 	8.2432e-02
 1608 	 1.8992e-01 	2.8744e+00 	5.7488e-02
 1609 	 1.5535e-01 	1.3998e+00 	2.7995e-02
 1610 	 1.2811e-01 	1.7175e+00 	3.4350e-02
 1611 	 2.0792e-01 	1.1849e+00 	2.3698e-02
 1612 	 9.2980e-02 	2.1937e+00 	4.3874e-02
 1613 	 6.9221e-02 	2.6606e+00 	5.3212e-02
 1614 	 1.5275e-01 	4.4775e+00 	8.9550e-02
 1615 	 2.5255e-01 	4.0638e+00 	8.1276e-02
 1616 	 2.6125e-01 	2.0818e+00 	4.1636e-02
 1617 	 1.1905e-01 	2.6499e+00 	5.2997e-02
 1618 	 2.1626e-01 	1.3098e+00 	2.6196e-02
 1619 	 1.3039e-01 	6.8520e-01 	1.3704e-02
 1620 	 3.7044e-02 	3.2909e-01 	6.5819e-03
 1621 	 5.2032e-02 	2.0150e+00 	4.0300e-02
 1622 	 1.9876e-01 	2.3236e+00 	4.6472e-02
 1623 	 1.7847e-01 	1.2810e+00 	2.5620e-02
 1624 	 8.9856e-02 	2.5597e+00 	5.1193e-02
 1625 	 1.7336e-01 	2.1711e+00 	4.3422e-02
 1626 	 1.4175e-01 	1.6792e+00 	3.3584e-02
 1627 	 9.5844e-02 	1.9040e+00 	3.8080e-02
 1628 	 6.6357e-02 	1.0122e+00 	2.0243e-02
 1629 	 9.0371e-02 	8.0919e-01 	1.6184e-02
 1630 	 6.6177e-02 	3.8934e-01 	7.7868e-03
 1631 	 1.6076e-01 	1.3127e+00 	2.6254e-02
 1632 	 1.1296e-01 	1.8846e+00 	3.7692e-02
 1633 	 1.4473e-01 	7.1559e-01 	1.4312e-02
 1634 	 1.2931e-01 	3.4150e-01 	6.8299e-03
 1635 	 2.0862e-02 	1.5955e+00 	3.1909e-02
 1636 	 1.0034e-01 	1.1142e+00 	2.2284e-02
 1637 	 1.5530e-01 	1.8877e+00 	3.7755e-02
 1638 	 1.2301e-01 	7.5123e-01 	1.5025e-02
 1639 	 7.9511e-02 	1.1590e+00 	2.3180e-02
 1640 	 5.6016e-02 	2.7851e+00 	5.5701e-02
 1641 	 8.2216e-02 	3.2461e+00 	6.4923e-02
 1642 	 1.8926e-01 	2.0833e+00 	4.1667e-02
 1643 	 2.2118e-01 	2.0590e+00 	4.1179e-02
 1644 	 1.0118e-01 	3.4870e+00 	6.9739e-02
 1645 	 1.1151e-01 	6.4142e+00 	1.2828e-01
 1646 	 3.6763e-01 	4.8169e+00 	9.6338e-02
 1647 	 2.9783e-01 	9.0092e-01 	1.8018e-02
 1648 	 6.4797e-02 	1.1511e+00 	2.3022e-02
 1649 	 8.2435e-02 	1.2928e+00 	2.5855e-02
 1650 	 9.7864e-02 	4.5751e+00 	9.1501e-02
 1651 	 2.0004e-01 	3.5266e+00 	7.0531e-02
 1652 	 1.3845e-01 	9.7959e-01 	1.9592e-02
 1653 	 8.6990e-02 	8.1151e-01 	1.6230e-02
 1654 	 6.1724e-02 	1.9426e+00 	3.8852e-02
 1655 	 1.3101e-01 	3.0366e+00 	6.0733e-02
 1656 	 1.5209e-01 	1.5139e+00 	3.0278e-02
 1657 	 1.3179e-01 	1.0366e+00 	2.0732e-02
 1658 	 1.0577e-01 	1.6700e+00 	3.3400e-02
 1659 	 1.4371e-01 	2.3585e-01 	4.7170e-03
 1660 	 7.8711e-02 	8.8920e-01 	1.7784e-02
 1661 	 8.0828e-02 	2.9387e+00 	5.8774e-02
 1662 	 1.8512e-01 	2.3500e+00 	4.7001e-02
 1663 	 1.5413e-01 	3.3425e+00 	6.6849e-02
 1664 	 1.3805e-01 	6.8786e+00 	1.3757e-01
 1665 	 3.5317e-01 	5.2968e+00 	1.0594e-01
 1666 	 3.4281e-01 	4.4358e+00 	8.8716e-02
 1667 	 1.0977e-01 	5.6786e+00 	1.1357e-01
 1668 	 3.9480e-01 	1.0736e+01 	2.1471e-01
 1669 	 4.6269e-01 	8.7165e+00 	1.7433e-01
 1670 	 6.7523e-01 	1.7767e-01 	3.5535e-03
 1671 	 9.0801e-02 	2.5048e+00 	5.0096e-02
 1672 	 1.5188e-01 	4.1682e+00 	8.3364e-02
 1673 	 2.1584e-01 	5.6050e+00 	1.1210e-01
 1674 	 2.6183e-01 	3.5602e+00 	7.1204e-02
 1675 	 2.1360e-01 	1.9487e+00 	3.8975e-02
 1676 	 1.0461e-01 	5.8062e+00 	1.1612e-01
 1677 	 2.4398e-01 	8.7414e+00 	1.7483e-01
 1678 	 4.7940e-01 	6.6004e+00 	1.3201e-01
 1679 	 4.3958e-01 	2.3974e+00 	4.7947e-02
 1680 	 1.6627e-01 	2.9328e-01 	5.8655e-03
 1681 	 1.0269e-01 	6.2984e-01 	1.2597e-02
 1682 	 8.6789e-02 	2.1191e+00 	4.2382e-02
 1683 	 1.8757e-01 	3.4313e+00 	6.8625e-02
 1684 	 1.9353e-01 	3.2986e+00 	6.5971e-02
 1685 	 1.6242e-01 	2.6186e+00 	5.2371e-02
 1686 	 1.7498e-01 	3.3802e+00 	6.7604e-02
 1687 	 1.4791e-01 	2.6696e+00 	5.3391e-02
 1688 	 1.3704e-01 	2.3324e+00 	4.6648e-02
 1689 	 1.1917e-01 	5.8809e-01 	1.1762e-02
 1690 	 7.5155e-02 	1.9738e+00 	3.9476e-02
 1691 	 1.7992e-01 	1.8674e+00 	3.7348e-02
 1692 	 6.4414e-02 	6.3319e-01 	1.2664e-02
 1693 	 9.9892e-02 	1.0875e+00 	2.1749e-02
 1694 	 7.5379e-02 	2.3607e+00 	4.7214e-02
 1695 	 9.7096e-02 	2.4240e+00 	4.8479e-02
 1696 	 1.2938e-01 	1.3743e-01 	2.7487e-03
 1697 	 5.2942e-02 	1.2649e+00 	2.5298e-02
 1698 	 1.8638e-01 	1.7802e+00 	3.5604e-02
 1699 	 1.3847e-01 	4.8909e-01 	9.7818e-03
 1700 	 4.9218e-02 	3.2952e-01 	6.5904e-03
 1701 	 8.7322e-02 	2.1534e-01 	4.3068e-03
 1702 	 1.2837e-01 	1.4966e+00 	2.9932e-02
 1703 	 1.3713e-01 	1.0048e+00 	2.0096e-02
 1704 	 2.8849e-01 	3.6144e-01 	7.2287e-03
 1705 	 4.9618e-02 	1.1715e+00 	2.3431e-02
 1706 	 1.5565e-01 	1.4820e+00 	2.9641e-02
 1707 	 8.6123e-02 	9.4323e-01 	1.8865e-02
 1708 	 6.9581e-02 	7.5155e-01 	1.5031e-02
 1709 	 9.1097e-02 	2.1417e+00 	4.2833e-02
 1710 	 1.9015e-01 	8.9332e-01 	1.7866e-02
 1711 	 7.0790e-02 	1.1566e+00 	2.3132e-02
 1712 	 1.4812e-01 	8.0689e-01 	1.6138e-02
 1713 	 1.0367e-01 	3.0684e-01 	6.1368e-03
 1714 	 5.6849e-02 	2.2657e+00 	4.5314e-02
 1715 	 1.5081e-01 	4.3210e+00 	8.6421e-02
 1716 	 2.5391e-01 	2.4592e+00 	4.9185e-02
 1717 	 1.7791e-01 	1.5251e+00 	3.0502e-02
 1718 	 1.2351e-01 	1.9875e+00 	3.9750e-02
 1719 	 7.9656e-02 	6.5605e-01 	1.3121e-02
 1720 	 1.0565e-01 	9.4166e-01 	1.8833e-02
 1721 	 1.9925e-01 	2.5350e+00 	5.0701e-02
 1722 	 1.8526e-01 	4.0168e-01 	8.0336e-03
 1723 	 1.7116e-01 	2.4764e+00 	4.9527e-02
 1724 	 1.4451e-01 	1.3353e+00 	2.6706e-02
 1725 	 9.6446e-02 	2.0477e-01 	4.0953e-03
 1726 	 8.5906e-02 	8.2808e-01 	1.6562e-02
 1727 	 8.9349e-02 	4.8285e+00 	9.6571e-02
 1728 	 2.0116e-01 	5.7449e+00 	1.1490e-01
 1729 	 3.7290e-01 	8.4967e-02 	1.6993e-03
 1730 	 5.4038e-02 	2.1039e+00 	4.2078e-02
 1731 	 1.0306e-01 	2.0677e+00 	4.1353e-02
 1732 	 1.4515e-01 	1.4391e+00 	2.8782e-02
 1733 	 1.7189e-01 	2.1347e+00 	4.2694e-02
 1734 	 1.1039e-01 	3.2153e+00 	6.4306e-02
 1735 	 2.0862e-01 	2.7158e+00 	5.4316e-02
 1736 	 1.1467e-01 	1.2570e+00 	2.5140e-02
 1737 	 1.3188e-01 	2.7492e-01 	5.4984e-03
 1738 	 5.7638e-02 	2.2453e+00 	4.4907e-02
 1739 	 1.0895e-01 	4.6359e+00 	9.2719e-02
 1740 	 2.1046e-01 	8.3955e+00 	1.6791e-01
 1741 	 3.8354e-01 	6.3063e+00 	1.2613e-01
 1742 	 4.1013e-01 	4.6341e-01 	9.2681e-03
 1743 	 5.2959e-02 	2.4110e+00 	4.8221e-02
 1744 	 1.1117e-01 	6.8202e+00 	1.3640e-01
 1745 	 3.2484e-01 	8.9767e+00 	1.7953e-01
 1746 	 4.3670e-01 	7.3283e+00 	1.4657e-01
 1747 	 4.3182e-01 	4.9731e+00 	9.9462e-02
 1748 	 3.2899e-01 	2.5701e+00 	5.1401e-02
 1749 	 7.5974e-02 	1.2164e+00 	2.4328e-02
 1750 	 1.4031e-01 	1.1769e+00 	2.3539e-02
 1751 	 6.3873e-02 	5.2711e-01 	1.0542e-02
 1752 	 5.6035e-02 	1.4834e+00 	2.9667e-02
 1753 	 4.4657e-02 	3.8970e+00 	7.7940e-02
 1754 	 1.4675e-01 	8.1980e-01 	1.6396e-02
 1755 	 7.4240e-02 	1.1064e+00 	2.2128e-02
 1756 	 6.0991e-02 	4.1283e-01 	8.2566e-03
 1757 	 8.9484e-02 	1.6487e+00 	3.2973e-02
 1758 	 1.5223e-01 	7.4702e-01 	1.4940e-02
 1759 	 9.9520e-02 	2.7485e+00 	5.4970e-02
 1760 	 2.0025e-01 	4.5161e+00 	9.0323e-02
 1761 	 1.9028e-01 	8.6495e+00 	1.7299e-01
 1762 	 4.4389e-01 	7.8577e+00 	1.5715e-01
 1763 	 5.4429e-01 	3.0432e+00 	6.0864e-02
 1764 	 1.4274e-01 	1.2900e+00 	2.5799e-02
 1765 	 1.1993e-01 	1.3355e+00 	2.6710e-02
 1766 	 1.0263e-01 	2.4460e+00 	4.8921e-02
 1767 	 2.0354e-01 	2.0356e+00 	4.0713e-02
 1768 	 9.7090e-02 	9.0535e-01 	1.8107e-02
 1769 	 9.1148e-02 	1.4245e-01 	2.8490e-03
 1770 	 1.0758e-01 	2.7577e-01 	5.5154e-03
 1771 	 9.3722e-02 	8.4724e-01 	1.6945e-02
 1772 	 4.3529e-02 	1.9974e+00 	3.9948e-02
 1773 	 8.2611e-02 	2.0749e+00 	4.1497e-02
 1774 	 1.3283e-01 	2.6158e+00 	5.2316e-02
 1775 	 8.9783e-02 	3.6493e+00 	7.2987e-02
 1776 	 2.8447e-01 	1.9992e+00 	3.9983e-02
 1777 	 1.0876e-01 	1.9256e+00 	3.8511e-02
 1778 	 1.1503e-01 	2.7340e+00 	5.4680e-02
 1779 	 1.7577e-01 	4.9329e-01 	9.8659e-03
 1780 	 8.6470e-02 	1.3220e+00 	2.6439e-02
 1781 	 2.0405e-01 	1.5198e+00 	3.0396e-02
 1782 	 1.1859e-01 	8.4169e-01 	1.6834e-02
 1783 	 7.3546e-02 	1.1881e+00 	2.3762e-02
 1784 	 8.7401e-02 	2.8093e-01 	5.6186e-03
 1785 	 1.9507e-01 	3.4737e-01 	6.9473e-03
 1786 	 6.4379e-02 	4.0867e+00 	8.1733e-02
 1787 	 2.2011e-01 	7.0995e+00 	1.4199e-01
 1788 	 3.7508e-01 	4.5058e+00 	9.0117e-02
 1789 	 1.9933e-01 	3.0103e+00 	6.0207e-02
 1790 	 9.5732e-02 	3.3070e+00 	6.6140e-02
 1791 	 1.8016e-01 	5.7952e-01 	1.1590e-02
 1792 	 8.9339e-02 	1.6500e+00 	3.3000e-02
 1793 	 2.2295e-01 	8.9406e-01 	1.7881e-02
 1794 	 6.2231e-02 	4.4083e+00 	8.8167e-02
 1795 	 1.9102e-01 	4.5005e+00 	9.0011e-02
 1796 	 2.1476e-01 	4.6037e-02 	9.2075e-04
 1797 	 3.7828e-02 	1.6624e+00 	3.3247e-02
 1798 	 1.1553e-01 	1.2645e+00 	2.5290e-02
 1799 	 7.9381e-02 	9.1827e-01 	1.8365e-02
 1800 	 1.1359e-01 	6.8581e-01 	1.3716e-02
 1801 	 1.0833e-01 	1.5305e+00 	3.0610e-02
 1802 	 2.0601e-01 	3.0926e-01 	6.1852e-03
 1803 	 1.1615e-01 	1.3042e+00 	2.6084e-02
 1804 	 7.8087e-02 	9.4247e-01 	1.8849e-02
 1805 	 1.7430e-01 	7.9677e-01 	1.5935e-02
 1806 	 6.1781e-02 	8.7713e-01 	1.7543e-02
 1807 	 1.4299e-01 	1.1271e+00 	2.2541e-02
 1808 	 8.8205e-02 	4.9704e+00 	9.9408e-02
 1809 	 1.6737e-01 	4.6726e+00 	9.3452e-02
 1810 	 1.8127e-01 	3.4842e+00 	6.9683e-02
 1811 	 1.9604e-01 	4.5922e-01 	9.1845e-03
 1812 	 2.0127e-01 	7.4462e-01 	1.4892e-02
 1813 	 1.8850e-01 	1.6194e+00 	3.2388e-02
 1814 	 5.9200e-02 	6.0559e-01 	1.2112e-02
 1815 	 1.9955e-01 	3.3645e-01 	6.7290e-03
 1816 	 1.4734e-01 	2.1159e-01 	4.2319e-03
 1817 	 7.9535e-02 	1.2145e+00 	2.4291e-02
 1818 	 1.1030e-01 	2.1048e-01 	4.2097e-03
 1819 	 7.1263e-02 	6.2251e-01 	1.2450e-02
 1820 	 1.4090e-01 	7.4001e-01 	1.4800e-02
 1821 	 6.6244e-02 	3.0096e-01 	6.0191e-03
 1822 	 3.5009e-02 	2.3146e+00 	4.6292e-02
 1823 	 1.1815e-01 	2.6576e+00 	5.3151e-02
 1824 	 1.1922e-01 	3.2087e+00 	6.4173e-02
 1825 	 1.0926e-01 	5.3796e+00 	1.0759e-01
 1826 	 2.1014e-01 	6.5041e+00 	1.3008e-01
 1827 	 3.9847e-01 	5.2244e+00 	1.0449e-01
 1828 	 2.7467e-01 	5.9492e+00 	1.1898e-01
 1829 	 2.7192e-01 	3.9344e+00 	7.8689e-02
 1830 	 1.8199e-01 	7.3813e-01 	1.4763e-02
 1831 	 1.0467e-01 	6.3842e-01 	1.2768e-02
 1832 	 9.7474e-02 	2.9483e+00 	5.8967e-02
 1833 	 7.6073e-02 	7.0322e+00 	1.4064e-01
 1834 	 4.8535e-01 	6.0327e+00 	1.2065e-01
 1835 	 3.0705e-01 	7.4739e+00 	1.4948e-01
 1836 	 3.8857e-01 	8.4919e+00 	1.6984e-01
 1837 	 6.2445e-01 	4.8421e+00 	9.6841e-02
 1838 	 2.0600e-01 	1.0847e+00 	2.1694e-02
 1839 	 2.7604e-01 	7.3266e-01 	1.4653e-02
 1840 	 1.7115e-01 	5.5514e-01 	1.1103e-02
 1841 	 6.5956e-02 	1.2864e+00 	2.5728e-02
 1842 	 1.4571e-01 	1.0922e+00 	2.1844e-02
 1843 	 1.0660e-01 	1.2589e+00 	2.5179e-02
 1844 	 8.1039e-02 	1.9992e+00 	3.9983e-02
 1845 	 1.9692e-01 	4.2797e-01 	8.5595e-03
 1846 	 5.4131e-02 	1.2658e+00 	2.5315e-02
 1847 	 1.6868e-01 	1.6021e+00 	3.2042e-02
 1848 	 9.5866e-02 	1.3716e+00 	2.7432e-02
 1849 	 1.0786e-01 	5.6452e-01 	1.1290e-02
 1850 	 9.4484e-02 	2.8223e-01 	5.6446e-03
 1851 	 4.3403e-02 	5.3384e-01 	1.0677e-02
 1852 	 6.7563e-02 	1.4252e+00 	2.8505e-02
 1853 	 1.2656e-01 	2.0205e+00 	4.0409e-02
 1854 	 9.2068e-02 	2.2302e-01 	4.4604e-03
 1855 	 6.7500e-02 	2.5931e-01 	5.1861e-03
 1856 	 1.4279e-01 	4.3471e+00 	8.6941e-02
 1857 	 1.7775e-01 	5.4132e+00 	1.0826e-01
 1858 	 2.0856e-01 	2.0163e+00 	4.0325e-02
 1859 	 1.6216e-01 	1.0357e+00 	2.0714e-02
 1860 	 1.1368e-01 	2.3021e+00 	4.6042e-02
 1861 	 1.7718e-01 	7.2902e-01 	1.4580e-02
 1862 	 1.5064e-01 	8.5286e-01 	1.7057e-02
 1863 	 6.7724e-02 	3.3257e-01 	6.6515e-03
 1864 	 5.5624e-02 	2.4823e+00 	4.9645e-02
 1865 	 2.0972e-01 	3.3366e+00 	6.6733e-02
 1866 	 2.6338e-01 	2.7924e+00 	5.5847e-02
 1867 	 1.1079e-01 	1.0851e+00 	2.1702e-02
 1868 	 1.5036e-01 	1.2207e+00 	2.4415e-02
 1869 	 6.4938e-02 	6.6357e-01 	1.3271e-02
 1870 	 1.0010e-01 	8.4206e-01 	1.6841e-02
 1871 	 4.8992e-02 	1.6088e+00 	3.2176e-02
 1872 	 1.0240e-01 	2.9140e+00 	5.8280e-02
 1873 	 1.2431e-01 	1.7577e+00 	3.5155e-02
 1874 	 8.2547e-02 	2.0236e+00 	4.0471e-02
 1875 	 1.2067e-01 	7.8515e+00 	1.5703e-01
 1876 	 4.2141e-01 	7.6047e+00 	1.5209e-01
 1877 	 5.5884e-01 	1.9528e+00 	3.9056e-02
 1878 	 9.6633e-02 	1.9561e-01 	3.9123e-03
 1879 	 1.1955e-01 	4.0134e-01 	8.0267e-03
 1880 	 5.1871e-02 	2.4455e-01 	4.8910e-03
 1881 	 4.7586e-02 	3.3264e-01 	6.6528e-03
 1882 	 3.5313e-02 	1.1752e+00 	2.3504e-02
 1883 	 8.5172e-02 	2.2144e-01 	4.4287e-03
 1884 	 7.6631e-02 	2.9259e-01 	5.8518e-03
 1885 	 2.6237e-02 	2.2512e+00 	4.5024e-02
 1886 	 1.8440e-01 	3.3198e+00 	6.6395e-02
 1887 	 1.2450e-01 	2.9334e+00 	5.8668e-02
 1888 	 1.8404e-01 	3.2884e+00 	6.5769e-02
 1889 	 1.7435e-01 	2.5021e-01 	5.0042e-03
 1890 	 1.2089e-01 	4.4387e-01 	8.8775e-03
 1891 	 1.2938e-01 	1.1128e+00 	2.2256e-02
 1892 	 9.5620e-02 	1.1518e+00 	2.3036e-02
 1893 	 8.3565e-02 	1.2534e+00 	2.5068e-02
 1894 	 1.0266e-01 	1.3572e+00 	2.7143e-02
 1895 	 1.6267e-01 	6.3140e-01 	1.2628e-02
 1896 	 2.5390e-02 	5.5307e-01 	1.1061e-02
 1897 	 7.1610e-02 	9.8753e-01 	1.9751e-02
 1898 	 1.9878e-01 	1.0219e+00 	2.0439e-02
 1899 	 5.3752e-02 	2.6128e+00 	5.2256e-02
 1900 	 2.2430e-01 	4.9221e+00 	9.8442e-02
 1901 	 2.1691e-01 	2.5309e+00 	5.0618e-02
 1902 	 2.0148e-01 	2.4773e+00 	4.9546e-02
 1903 	 2.1740e-01 	2.5470e+00 	5.0941e-02
 1904 	 9.5283e-02 	2.9075e+00 	5.8149e-02
 1905 	 1.6601e-01 	8.5185e+00 	1.7037e-01
 1906 	 3.6082e-01 	5.5418e+00 	1.1084e-01
 1907 	 4.4638e-01 	8.0223e-01 	1.6045e-02
 1908 	 5.8419e-02 	9.5408e-01 	1.9082e-02
 1909 	 1.0088e-01 	1.4890e+00 	2.9781e-02
 1910 	 1.4305e-01 	3.7106e+00 	7.4213e-02
 1911 	 9.2220e-02 	1.2872e+00 	2.5744e-02
 1912 	 4.3828e-02 	1.6345e+00 	3.2690e-02
 1913 	 1.5283e-01 	3.8344e-01 	7.6687e-03
 1914 	 6.3360e-02 	5.2067e-01 	1.0413e-02
 1915 	 4.0993e-02 	6.2511e-01 	1.2502e-02
 1916 	 5.5109e-02 	4.2822e-01 	8.5643e-03
 1917 	 1.2809e-01 	6.1809e-01 	1.2362e-02
 1918 	 7.8745e-02 	1.8560e+00 	3.7120e-02
 1919 	 1.1765e-01 	1.2847e+00 	2.5693e-02
 1920 	 1.3271e-01 	6.8048e+00 	1.3610e-01
 1921 	 2.7821e-01 	7.1473e+00 	1.4295e-01
 1922 	 4.1539e-01 	3.3671e+00 	6.7342e-02
 1923 	 2.3070e-01 	7.6103e-01 	1.5221e-02
 1924 	 1.0372e-01 	7.8728e-01 	1.5746e-02
 1925 	 1.0261e-01 	8.1361e-01 	1.6272e-02
 1926 	 1.4868e-01 	7.5409e-01 	1.5082e-02
 1927 	 1.1269e-01 	3.4949e+00 	6.9897e-02
 1928 	 2.9755e-01 	1.8307e+00 	3.6614e-02
 1929 	 1.2031e-01 	5.9288e-01 	1.1858e-02
 1930 	 8.7697e-02 	1.0536e+00 	2.1071e-02
 1931 	 7.6433e-02 	2.8944e-01 	5.7888e-03
 1932 	 8.1157e-02 	6.8773e-01 	1.3755e-02
 1933 	 1.1226e-01 	1.1590e+00 	2.3180e-02
 1934 	 1.9603e-01 	1.7994e+00 	3.5988e-02
 1935 	 9.1175e-02 	5.5523e-01 	1.1105e-02
 1936 	 6.2442e-02 	1.1041e+00 	2.2082e-02
 1937 	 1.0691e-01 	1.8506e+00 	3.7011e-02
 1938 	 1.5337e-01 	2.0282e+00 	4.0564e-02
 1939 	 1.1388e-01 	7.4761e-01 	1.4952e-02
 1940 	 9.1348e-02 	3.3644e+00 	6.7288e-02
 1941 	 1.5089e-01 	1.4008e+00 	2.8016e-02
 1942 	 3.0412e-02 	1.0247e+00 	2.0494e-02
 1943 	 9.8160e-02 	3.8392e+00 	7.6785e-02
 1944 	 9.8085e-02 	6.7531e+00 	1.3506e-01
 1945 	 4.3752e-01 	5.5977e+00 	1.1195e-01
 1946 	 2.1032e-01 	6.1570e+00 	1.2314e-01
 1947 	 3.0192e-01 	3.3931e+00 	6.7861e-02
 1948 	 1.3949e-01 	3.5047e-01 	7.0094e-03
 1949 	 3.8938e-02 	9.2718e-01 	1.8544e-02
 1950 	 1.4476e-01 	1.9743e+00 	3.9487e-02
 1951 	 1.4759e-01 	1.9593e+00 	3.9185e-02
 1952 	 1.1457e-01 	1.1659e+00 	2.3318e-02
 1953 	 5.4815e-02 	1.5895e+00 	3.1789e-02
 1954 	 1.9889e-01 	2.9714e+00 	5.9428e-02
 1955 	 1.0200e-01 	4.1555e+00 	8.3111e-02
 1956 	 1.9278e-01 	5.5451e+00 	1.1090e-01
 1957 	 3.4348e-01 	5.6733e+00 	1.1347e-01
 1958 	 2.9805e-01 	4.3361e+00 	8.6723e-02
 1959 	 2.5159e-01 	1.7969e+00 	3.5937e-02
 1960 	 9.8224e-02 	6.5534e-01 	1.3107e-02
 1961 	 1.4358e-01 	5.3777e+00 	1.0755e-01
 1962 	 3.0312e-01 	3.3512e+00 	6.7024e-02
 1963 	 2.0214e-01 	1.2238e+00 	2.4477e-02
 1964 	 1.9654e-01 	1.5824e-01 	3.1648e-03
 1965 	 5.6086e-02 	9.7917e-01 	1.9583e-02
 1966 	 1.4169e-01 	9.5619e-01 	1.9124e-02
 1967 	 1.3009e-01 	5.5691e+00 	1.1138e-01
 1968 	 2.0526e-01 	3.2512e+00 	6.5024e-02
 1969 	 1.6210e-01 	2.9518e+00 	5.9037e-02
 1970 	 1.7091e-01 	3.7865e+00 	7.5731e-02
 1971 	 1.5945e-01 	3.0450e+00 	6.0901e-02
 1972 	 1.4702e-01 	1.9647e+00 	3.9294e-02
 1973 	 9.5829e-02 	1.6367e+00 	3.2735e-02
 1974 	 1.0564e-01 	1.1110e+00 	2.2219e-02
 1975 	 1.4266e-01 	8.4181e-01 	1.6836e-02
 1976 	 9.6149e-02 	2.7742e+00 	5.5484e-02
 1977 	 1.0864e-01 	1.1142e+00 	2.2284e-02
 1978 	 1.7208e-01 	3.0174e+00 	6.0349e-02
 1979 	 1.7011e-01 	1.6341e+00 	3.2681e-02
 1980 	 1.2567e-01 	2.6956e+00 	5.3911e-02
 1981 	 8.6540e-02 	4.5920e+00 	9.1841e-02
 1982 	 2.7975e-01 	7.5037e+00 	1.5007e-01
 1983 	 4.2984e-01 	4.0411e+00 	8.0822e-02
 1984 	 2.9241e-01 	2.4351e+00 	4.8701e-02
 1985 	 2.3120e-01 	5.3980e+00 	1.0796e-01
 1986 	 2.9516e-01 	1.7999e+00 	3.5999e-02
 1987 	 9.9687e-02 	1.0637e+00 	2.1275e-02
 1988 	 4.6067e-02 	5.1907e+00 	1.0381e-01
 1989 	 1.8536e-01 	8.0440e+00 	1.6088e-01
 1990 	 4.3748e-01 	5.6091e+00 	1.1218e-01
 1991 	 2.3107e-01 	9.4810e-01 	1.8962e-02
 1992 	 1.5341e-01 	1.1692e+00 	2.3385e-02
 1993 	 1.8678e-01 	4.1633e+00 	8.3266e-02
 1994 	 2.1679e-01 	5.0107e+00 	1.0021e-01
 1995 	 1.7151e-01 	1.3749e+00 	2.7498e-02
 1996 	 1.9625e-01 	8.6412e-01 	1.7282e-02
 1997 	 8.2115e-02 	7.2401e-01 	1.4480e-02
 1998 	 5.6630e-02 	2.9458e-01 	5.8915e-03
 1999 	 8.0829e-02 	1.7212e-01 	3.4423e-03
 2000 	 1.0254e-01 	5.0214e-01 	1.0043e-02
 2001 	 7.5835e-02 	9.5064e-01 	1.9013e-02
 2002 	 3.8619e-02 	2.7589e-01 	5.5177e-03
 2003 	 9.6332e-02 	1.5567e+00 	3.1133e-02
 2004 	 1.7638e-01 	5.7698e-01 	1.1540e-02
 2005 	 4.4874e-02 	1.2346e+00 	2.4692e-02
 2006 	 4.3550e-02 	5.2254e+00 	1.0451e-01
 2007 	 1.8813e-01 	6.9694e+00 	1.3939e-01
 2008 	 2.9633e-01 	4.4062e+00 	8.8124e-02
 2009 	 2.8579e-01 	1.6485e+00 	3.2971e-02
 2010 	 2.0032e-01 	8.3240e-01 	1.6648e-02
 2011 	 9.7503e-02 	1.3773e+00 	2.7545e-02
 2012 	 1.3771e-01 	1.9697e+00 	3.9395e-02
 2013 	 9.9170e-02 	6.5443e-01 	1.3089e-02
 2014 	 6.3369e-02 	3.9017e+00 	7.8034e-02
 2015 	 1.1339e-01 	1.2231e+00 	2.4463e-02
 2016 	 1.1092e-01 	1.4159e+00 	2.8319e-02
 2017 	 1.4819e-01 	2.5738e-01 	5.1477e-03
 2018 	 7.9279e-02 	4.2743e-01 	8.5486e-03
 2019 	 1.9492e-01 	1.5507e+00 	3.1014e-02
 2020 	 1.9599e-01 	1.6242e+00 	3.2484e-02
 2021 	 5.3368e-02 	2.2962e+00 	4.5924e-02
 2022 	 1.1339e-01 	3.9963e+00 	7.9925e-02
 2023 	 1.6940e-01 	2.1427e+00 	4.2854e-02
 2024 	 8.3588e-02 	1.2306e+00 	2.4612e-02
 2025 	 1.3354e-01 	1.0394e+00 	2.0788e-02
 2026 	 1.2613e-01 	7.1248e-01 	1.4250e-02
 2027 	 1.6959e-01 	1.3134e+00 	2.6267e-02
 2028 	 1.0080e-01 	3.6271e+00 	7.2542e-02
 2029 	 1.0505e-01 	4.3342e+00 	8.6683e-02
 2030 	 1.4287e-01 	4.1940e+00 	8.3880e-02
 2031 	 1.4278e-01 	1.0660e+00 	2.1319e-02
 2032 	 1.4902e-01 	1.5200e+00 	3.0400e-02
 2033 	 1.5377e-01 	1.4702e-01 	2.9404e-03
 2034 	 1.1292e-01 	1.3672e+00 	2.7344e-02
 2035 	 9.4825e-02 	4.1321e-01 	8.2642e-03
 2036 	 1.0503e-01 	6.2305e-01 	1.2461e-02
 2037 	 9.7252e-02 	2.2773e+00 	4.5545e-02
 2038 	 2.2202e-01 	1.1164e+00 	2.2328e-02
 2039 	 1.8693e-01 	1.0106e-01 	2.0212e-03
 2040 	 1.0244e-01 	3.4505e-01 	6.9011e-03
 2041 	 2.5817e-02 	6.0639e-01 	1.2128e-02
 2042 	 6.9226e-02 	1.6232e+00 	3.2464e-02
 2043 	 1.6635e-01 	6.3092e-01 	1.2618e-02
 2044 	 1.3323e-01 	6.5450e-01 	1.3090e-02
 2045 	 7.7343e-02 	5.5584e-01 	1.1117e-02
 2046 	 8.4447e-02 	1.9609e+00 	3.9217e-02
 2047 	 7.8584e-02 	4.9628e-01 	9.9256e-03
 2048 	 7.2197e-02 	2.0870e+00 	4.1740e-02
 2049 	 1.8017e-01 	3.8362e+00 	7.6725e-02
 2050 	 1.9297e-01 	4.8445e+00 	9.6891e-02
 2051 	 2.7895e-01 	1.8633e+00 	3.7265e-02
 2052 	 1.1325e-01 	3.3872e-01 	6.7744e-03
 2053 	 1.2951e-01 	3.8148e-01 	7.6296e-03
 2054 	 4.2174e-02 	1.9908e+00 	3.9815e-02
 2055 	 1.6096e-01 	3.7565e+00 	7.5130e-02
 2056 	 2.5048e-01 	5.6551e+00 	1.1310e-01
 2057 	 1.8154e-01 	6.0672e+00 	1.2134e-01
 2058 	 3.1824e-01 	2.3299e+00 	4.6597e-02
 2059 	 2.2314e-01 	9.3267e-01 	1.8653e-02
 2060 	 1.5366e-01 	3.2645e+00 	6.5289e-02
 2061 	 2.5769e-01 	3.6192e+00 	7.2383e-02
 2062 	 1.7025e-01 	6.8932e+00 	1.3786e-01
 2063 	 4.4412e-01 	3.3717e+00 	6.7434e-02
 2064 	 1.5237e-01 	5.8232e+00 	1.1646e-01
 2065 	 1.7555e-01 	6.5831e+00 	1.3166e-01
 2066 	 3.9325e-01 	3.4520e+00 	6.9040e-02
 2067 	 2.0839e-01 	2.1596e+00 	4.3191e-02
 2068 	 1.6223e-01 	6.5213e-01 	1.3043e-02
 2069 	 1.2486e-01 	1.2853e+00 	2.5706e-02
 2070 	 1.2439e-01 	2.1566e+00 	4.3133e-02
 2071 	 1.6364e-01 	1.0306e-01 	2.0612e-03
 2072 	 5.9987e-02 	1.9858e+00 	3.9715e-02
 2073 	 8.1466e-02 	2.1172e+00 	4.2344e-02
 2074 	 1.1257e-01 	4.7947e-01 	9.5893e-03
 2075 	 1.3750e-01 	1.0412e+00 	2.0823e-02
 2076 	 6.7038e-02 	3.6230e-01 	7.2461e-03
 2077 	 1.4556e-01 	1.0129e+00 	2.0259e-02
 2078 	 5.1052e-02 	3.0604e+00 	6.1208e-02
 2079 	 2.2741e-01 	4.1813e+00 	8.3626e-02
 2080 	 2.2827e-01 	4.1274e+00 	8.2549e-02
 2081 	 1.5266e-01 	2.2634e+00 	4.5267e-02
 2082 	 1.2058e-01 	2.1806e+00 	4.3612e-02
 2083 	 6.0531e-02 	1.6808e+00 	3.3616e-02
 2084 	 9.5460e-02 	4.9624e-01 	9.9247e-03
 2085 	 3.6824e-02 	6.4183e-01 	1.2837e-02
 2086 	 4.3695e-02 	1.1442e+00 	2.2883e-02
 2087 	 1.1898e-01 	1.8792e+00 	3.7585e-02
 2088 	 1.6501e-01 	2.6160e+00 	5.2319e-02
 2089 	 2.4221e-01 	3.6055e+00 	7.2110e-02
 2090 	 8.6169e-02 	4.0853e+00 	8.1706e-02
 2091 	 1.5960e-01 	2.1734e+00 	4.3469e-02
 2092 	 9.8501e-02 	3.0798e+00 	6.1596e-02
 2093 	 7.9515e-02 	6.1287e-01 	1.2257e-02
 2094 	 2.2221e-01 	4.3158e+00 	8.6317e-02
 2095 	 1.4894e-01 	3.0753e+00 	6.1507e-02
 2096 	 2.0694e-01 	3.7896e-01 	7.5793e-03
 2097 	 1.2402e-01 	1.5446e+00 	3.0891e-02
 2098 	 1.7649e-01 	1.2122e+00 	2.4244e-02
 2099 	 1.5356e-01 	2.4296e+00 	4.8591e-02
 2100 	 6.6534e-02 	4.8017e+00 	9.6034e-02
 2101 	 1.9220e-01 	1.4688e+00 	2.9376e-02
 2102 	 1.0190e-01 	7.5014e-01 	1.5003e-02
 2103 	 1.3335e-01 	1.7023e+00 	3.4046e-02
 2104 	 8.9422e-02 	1.1740e+00 	2.3480e-02
 2105 	 1.5269e-01 	2.7315e+00 	5.4631e-02
 2106 	 7.9010e-02 	4.5721e+00 	9.1441e-02
 2107 	 2.4399e-01 	6.7877e+00 	1.3575e-01
 2108 	 2.5864e-01 	1.3061e+01 	2.6122e-01
 2109 	 7.9952e-01 	7.5841e+00 	1.5168e-01
 2110 	 8.8868e-01 	2.8972e+00 	5.7944e-02
 2111 	 1.7339e-01 	3.5893e+00 	7.1786e-02
 2112 	 1.7486e-01 	1.2237e+00 	2.4473e-02
 2113 	 1.1828e-01 	1.0938e+00 	2.1876e-02
 2114 	 2.7427e-01 	3.4180e+00 	6.8361e-02
 2115 	 1.8459e-01 	3.6709e+00 	7.3417e-02
 2116 	 1.8969e-01 	3.6122e+00 	7.2244e-02
 2117 	 1.3338e-01 	3.0398e+00 	6.0797e-02
 2118 	 1.5349e-01 	2.0565e+00 	4.1130e-02
 2119 	 9.1822e-02 	2.3837e-01 	4.7674e-03
 2120 	 1.1857e-01 	2.1134e+00 	4.2268e-02
 2121 	 1.3542e-01 	1.0018e+00 	2.0035e-02
 2122 	 1.0911e-01 	4.9712e-01 	9.9424e-03
 2123 	 9.3084e-02 	1.1807e+00 	2.3613e-02
 2124 	 1.8467e-01 	2.5419e-01 	5.0839e-03
 2125 	 6.8356e-02 	1.4708e+00 	2.9416e-02
 2126 	 9.1100e-02 	3.6562e+00 	7.3124e-02
 2127 	 9.8742e-02 	3.4564e+00 	6.9128e-02
 2128 	 1.6095e-01 	3.9955e-01 	7.9909e-03
 2129 	 1.0033e-01 	5.4486e-01 	1.0897e-02
 2130 	 1.3778e-01 	1.6629e-01 	3.3258e-03
 2131 	 4.5191e-02 	9.5118e-01 	1.9024e-02
 2132 	 7.4459e-02 	1.9377e+00 	3.8754e-02
 2133 	 1.0107e-01 	1.5481e+00 	3.0961e-02
 2134 	 8.9034e-02 	4.2118e-01 	8.4236e-03
 2135 	 1.1732e-01 	1.0677e+00 	2.1354e-02
 2136 	 2.4668e-01 	1.0656e+00 	2.1312e-02
 2137 	 3.0703e-02 	4.8919e-01 	9.7839e-03
 2138 	 1.2869e-01 	1.2746e-01 	2.5491e-03
 2139 	 1.5197e-01 	5.8009e-01 	1.1602e-02
 2140 	 5.7573e-02 	2.8928e+00 	5.7856e-02
 2141 	 1.0273e-01 	5.6892e+00 	1.1378e-01
 2142 	 2.2606e-01 	3.6289e+00 	7.2577e-02
 2143 	 2.4252e-01 	9.2381e-01 	1.8476e-02
 2144 	 8.1614e-02 	2.4456e+00 	4.8912e-02
 2145 	 7.0481e-02 	2.0371e+00 	4.0742e-02
 2146 	 1.7885e-01 	1.8250e+00 	3.6501e-02
 2147 	 8.4921e-02 	1.8779e+00 	3.7557e-02
 2148 	 1.4727e-01 	1.5164e+00 	3.0329e-02
 2149 	 1.2840e-01 	1.3171e+00 	2.6341e-02
 2150 	 2.3651e-01 	1.8203e+00 	3.6406e-02
 2151 	 7.3991e-02 	1.2021e+00 	2.4043e-02
 2152 	 1.0869e-01 	4.8053e-01 	9.6106e-03
 2153 	 9.3263e-02 	5.9038e-02 	1.1808e-03
 2154 	 6.3535e-02 	5.5359e-01 	1.1072e-02
 2155 	 4.2342e-02 	1.1614e+00 	2.3227e-02
 2156 	 1.9112e-01 	1.9214e+00 	3.8429e-02
 2157 	 1.0113e-01 	5.4026e-01 	1.0805e-02
 2158 	 8.2744e-02 	1.6758e+00 	3.3517e-02
 2159 	 1.5724e-01 	3.1633e+00 	6.3266e-02
 2160 	 6.1814e-02 	3.1657e+00 	6.3314e-02
 2161 	 1.5297e-01 	6.1620e+00 	1.2324e-01
 2162 	 3.0776e-01 	4.5100e+00 	9.0200e-02
 2163 	 3.0703e-01 	1.3153e+00 	2.6306e-02
 2164 	 8.4269e-02 	4.2635e+00 	8.5271e-02
 2165 	 1.1438e-01 	8.2612e-01 	1.6522e-02
 2166 	 6.0918e-02 	4.8760e+00 	9.7520e-02
 2167 	 1.7351e-01 	4.8018e+00 	9.6037e-02
 2168 	 2.6127e-01 	2.3766e+00 	4.7532e-02
 2169 	 1.3196e-01 	8.7979e-01 	1.7596e-02
 2170 	 1.1481e-01 	1.2370e+00 	2.4740e-02
 2171 	 1.1088e-01 	4.0943e-01 	8.1887e-03
 2172 	 9.5822e-02 	7.8353e-01 	1.5671e-02
 2173 	 1.0234e-01 	1.1406e+00 	2.2813e-02
 2174 	 6.8621e-02 	1.3576e+00 	2.7151e-02
 2175 	 9.9504e-02 	8.4792e-01 	1.6958e-02
 2176 	 5.8260e-02 	1.4107e+00 	2.8214e-02
 2177 	 1.5257e-01 	6.3680e-01 	1.2736e-02
 2178 	 4.4781e-02 	9.2820e-01 	1.8564e-02
 2179 	 8.2865e-02 	9.3962e-01 	1.8792e-02
 2180 	 1.6846e-01 	1.4708e+00 	2.9415e-02
 2181 	 7.7891e-02 	3.8264e-01 	7.6527e-03
 2182 	 4.6753e-02 	4.1378e-01 	8.2755e-03
 2183 	 1.1162e-01 	5.0582e+00 	1.0116e-01
 2184 	 2.8344e-01 	2.7006e+00 	5.4013e-02
 2185 	 1.2417e-01 	2.3472e+00 	4.6945e-02
 2186 	 1.7803e-01 	1.6128e+00 	3.2256e-02
 2187 	 9.1723e-02 	8.4456e-01 	1.6891e-02
 2188 	 7.8476e-02 	1.8610e+00 	3.7219e-02
 2189 	 1.1228e-01 	2.9427e+00 	5.8854e-02
 2190 	 2.9015e-01 	3.5462e+00 	7.0924e-02
 2191 	 1.8569e-01 	1.9048e+00 	3.8096e-02
 2192 	 1.5850e-01 	1.2123e+00 	2.4245e-02
 2193 	 9.5585e-02 	1.4058e+00 	2.8116e-02
 2194 	 2.3055e-01 	1.7388e+00 	3.4776e-02
 2195 	 1.4872e-01 	2.3044e+00 	4.6088e-02
 2196 	 1.0815e-01 	1.3699e+00 	2.7398e-02
 2197 	 1.8812e-01 	7.4084e-01 	1.4817e-02
 2198 	 8.4812e-02 	1.7358e+00 	3.4717e-02
 2199 	 1.1214e-01 	5.1111e-01 	1.0222e-02
 2200 	 1.2800e-01 	7.4529e-01 	1.4906e-02
 2201 	 6.5601e-02 	3.6009e+00 	7.2019e-02
 2202 	 1.3414e-01 	1.6817e+00 	3.3634e-02
 2203 	 1.1468e-01 	2.3331e+00 	4.6663e-02
 2204 	 2.0593e-01 	2.4880e+00 	4.9759e-02
 2205 	 9.5307e-02 	2.5238e+00 	5.0477e-02
 2206 	 1.2259e-01 	4.3310e-01 	8.6621e-03
 2207 	 6.3719e-02 	2.1056e+00 	4.2111e-02
 2208 	 1.2983e-01 	4.7191e+00 	9.4381e-02
 2209 	 1.6686e-01 	3.9637e+00 	7.9275e-02
 2210 	 1.9624e-01 	1.7596e+00 	3.5193e-02
 2211 	 9.2868e-02 	6.5332e-01 	1.3066e-02
 2212 	 7.3869e-02 	1.9656e+00 	3.9313e-02
 2213 	 1.0889e-01 	3.6142e+00 	7.2285e-02
 2214 	 3.4121e-01 	1.3760e+00 	2.7519e-02
 2215 	 1.3979e-01 	3.2862e+00 	6.5723e-02
 2216 	 1.0098e-01 	6.8746e-01 	1.3749e-02
 2217 	 1.8516e-01 	3.1621e+00 	6.3243e-02
 2218 	 1.5568e-01 	2.8549e+00 	5.7097e-02
 2219 	 7.0802e-02 	3.4136e+00 	6.8271e-02
 2220 	 1.9301e-01 	2.0596e+00 	4.1191e-02
 2221 	 1.2353e-01 	4.8665e-01 	9.7330e-03
 2222 	 1.7377e-01 	1.5237e-01 	3.0473e-03
 2223 	 1.2168e-01 	8.1139e-01 	1.6228e-02
 2224 	 8.0565e-02 	2.4067e+00 	4.8135e-02
 2225 	 1.2105e-01 	8.0775e-01 	1.6155e-02
 2226 	 8.4498e-02 	5.0361e-01 	1.0072e-02
 2227 	 9.2972e-02 	1.4322e+00 	2.8644e-02
 2228 	 8.4788e-02 	2.2348e-01 	4.4695e-03
 2229 	 4.4086e-02 	8.1771e-01 	1.6354e-02
 2230 	 2.4340e-01 	1.0179e+00 	2.0358e-02
 2231 	 2.4955e-01 	2.7632e+00 	5.5264e-02
 2232 	 2.3285e-01 	1.4602e+00 	2.9204e-02
 2233 	 9.0004e-02 	1.9132e+00 	3.8264e-02
 2234 	 1.3197e-01 	1.5038e+00 	3.0076e-02
 2235 	 8.7915e-02 	8.6807e-01 	1.7361e-02
 2236 	 5.0485e-02 	9.0227e-01 	1.8045e-02
 2237 	 1.0005e-01 	8.6420e-01 	1.7284e-02
 2238 	 1.3477e-01 	8.3617e-01 	1.6723e-02
 2239 	 5.3553e-02 	2.9041e+00 	5.8083e-02
 2240 	 1.6037e-01 	4.5619e+00 	9.1238e-02
 2241 	 2.0818e-01 	7.6820e+00 	1.5364e-01
 2242 	 3.1597e-01 	8.9508e+00 	1.7902e-01
 2243 	 5.3968e-01 	8.5521e+00 	1.7104e-01
 2244 	 4.3724e-01 	8.0814e+00 	1.6163e-01
 2245 	 5.3481e-01 	6.2958e+00 	1.2592e-01
 2246 	 2.5164e-01 	5.6994e+00 	1.1399e-01
 2247 	 2.4916e-01 	4.9135e+00 	9.8270e-02
 2248 	 2.1993e-01 	3.3520e+00 	6.7039e-02
 2249 	 1.7421e-01 	1.3031e+00 	2.6062e-02
 2250 	 6.1694e-02 	1.3895e+00 	2.7790e-02
 2251 	 1.1481e-01 	6.5592e-01 	1.3118e-02
 2252 	 6.5475e-02 	2.6690e-01 	5.3380e-03
 2253 	 4.5863e-02 	9.0603e-01 	1.8121e-02
 2254 	 5.5796e-02 	8.2518e-01 	1.6504e-02
 2255 	 5.7304e-02 	1.7956e+00 	3.5911e-02
 2256 	 6.1717e-02 	1.2415e+00 	2.4831e-02
 2257 	 1.3803e-01 	1.3515e+00 	2.7029e-02
 2258 	 1.8504e-01 	2.0972e+00 	4.1943e-02
 2259 	 7.5208e-02 	4.3514e-01 	8.7028e-03
 2260 	 1.0149e-01 	8.3785e-01 	1.6757e-02
 2261 	 8.4084e-02 	1.7032e+00 	3.4065e-02
 2262 	 1.2940e-01 	3.1273e+00 	6.2546e-02
 2263 	 1.6049e-01 	2.8410e+00 	5.6820e-02
 2264 	 1.7730e-01 	1.0768e+00 	2.1535e-02
 2265 	 5.9179e-02 	2.4253e+00 	4.8505e-02
 2266 	 2.1094e-01 	7.2230e-01 	1.4446e-02
 2267 	 1.2937e-01 	1.1212e+00 	2.2424e-02
 2268 	 1.3433e-01 	1.4515e+00 	2.9030e-02
 2269 	 9.5884e-02 	6.0473e-01 	1.2095e-02
 2270 	 9.7217e-02 	1.3014e+00 	2.6028e-02
 2271 	 4.8695e-02 	1.3326e+00 	2.6653e-02
 2272 	 5.9054e-02 	9.2010e-01 	1.8402e-02
 2273 	 8.8704e-02 	2.5315e+00 	5.0630e-02
 2274 	 2.1229e-01 	6.3977e+00 	1.2795e-01
 2275 	 3.4119e-01 	3.6597e+00 	7.3194e-02
 2276 	 2.3157e-01 	1.4927e+00 	2.9854e-02
 2277 	 1.7184e-01 	2.5399e+00 	5.0798e-02
 2278 	 1.0350e-01 	1.3105e+00 	2.6210e-02
 2279 	 1.5823e-01 	4.8022e-01 	9.6043e-03
 2280 	 1.3416e-01 	1.3258e+00 	2.6517e-02
 2281 	 2.1178e-01 	8.0872e+00 	1.6174e-01
 2282 	 3.9589e-01 	9.4251e+00 	1.8850e-01
 2283 	 7.7274e-01 	2.3144e+00 	4.6288e-02
 2284 	 7.8989e-02 	8.4218e-01 	1.6844e-02
 2285 	 6.0194e-02 	1.2061e+00 	2.4122e-02
 2286 	 1.2995e-01 	1.6166e+00 	3.2333e-02
 2287 	 1.2360e-01 	3.5093e+00 	7.0187e-02
 2288 	 1.5466e-01 	2.8692e+00 	5.7384e-02
 2289 	 2.6764e-01 	7.8977e-01 	1.5795e-02
 2290 	 1.7241e-01 	1.1433e+00 	2.2866e-02
 2291 	 9.7006e-02 	1.4244e+00 	2.8488e-02
 2292 	 6.2495e-02 	2.0802e+00 	4.1605e-02
 2293 	 8.2262e-02 	5.4042e+00 	1.0808e-01
 2294 	 2.7714e-01 	8.0357e+00 	1.6071e-01
 2295 	 3.9090e-01 	8.3025e+00 	1.6605e-01
 2296 	 5.1150e-01 	7.7764e+00 	1.5553e-01
 2297 	 5.1256e-01 	5.5696e+00 	1.1139e-01
 2298 	 2.0355e-01 	4.1117e+00 	8.2233e-02
 2299 	 2.0073e-01 	2.0728e+00 	4.1456e-02
 2300 	 9.0834e-02 	2.2188e-01 	4.4377e-03
 2301 	 2.7715e-02 	9.2383e-01 	1.8477e-02
 2302 	 9.9073e-02 	3.0877e+00 	6.1753e-02
 2303 	 2.4447e-01 	1.5690e+00 	3.1380e-02
 2304 	 1.2921e-01 	3.8241e+00 	7.6482e-02
 2305 	 1.6244e-01 	5.0103e+00 	1.0021e-01
 2306 	 2.5182e-01 	2.3875e+00 	4.7750e-02
 2307 	 1.6580e-01 	1.4469e+00 	2.8938e-02
 2308 	 1.9443e-01 	4.6436e-01 	9.2873e-03
 2309 	 1.5436e-01 	1.5617e+00 	3.1233e-02
 2310 	 9.9999e-02 	6.3251e-01 	1.2650e-02
 2311 	 8.1009e-02 	1.5243e+00 	3.0486e-02
 2312 	 6.1445e-02 	1.0499e+00 	2.0999e-02
 2313 	 1.1808e-01 	1.4876e+00 	2.9752e-02
 2314 	 8.7520e-02 	2.0326e+00 	4.0652e-02
 2315 	 1.8496e-01 	4.8667e+00 	9.7333e-02
 2316 	 1.8706e-01 	3.6499e+00 	7.2999e-02
 2317 	 2.2147e-01 	8.5293e-01 	1.7059e-02
 2318 	 8.1795e-02 	1.8293e+00 	3.6585e-02
 2319 	 1.3483e-01 	6.7689e-01 	1.3538e-02
 2320 	 6.3332e-02 	7.0160e-01 	1.4032e-02
 2321 	 1.0242e-01 	1.5801e+00 	3.1602e-02
 2322 	 1.6983e-01 	1.8825e+00 	3.7651e-02
 2323 	 6.1910e-02 	1.3424e+00 	2.6849e-02
 2324 	 1.3142e-01 	2.5111e+00 	5.0222e-02
 2325 	 1.3405e-01 	1.0035e+00 	2.0069e-02
 2326 	 1.1605e-01 	2.2342e+00 	4.4685e-02
 2327 	 1.3118e-01 	2.0112e+00 	4.0224e-02
 2328 	 2.0231e-01 	7.7141e+00 	1.5428e-01
 2329 	 4.8636e-01 	1.7410e+01 	3.4820e-01
 2330 	 1.1149e+00 	3.3552e+01 	6.7104e-01
 2331 	 4.1325e+00 	4.3102e+01 	8.6205e-01
 2332 	 1.0086e+01 	3.1437e+01 	6.2874e-01
 2333 	 7.1413e+00 	1.6719e+01 	3.3438e-01
 2334 	 1.6431e+00 	6.0949e+00 	1.2190e-01
 2335 	 4.4807e-01 	1.6463e+00 	3.2926e-02
 2336 	 7.1244e-02 	8.1470e-01 	1.6294e-02
 2337 	 1.3254e-01 	9.9855e-01 	1.9971e-02
 2338 	 1.4380e-01 	5.4898e-01 	1.0980e-02
 2339 	 1.1910e-01 	4.4101e-01 	8.8203e-03
 2340 	 1.0228e-01 	1.0053e+00 	2.0106e-02
 2341 	 9.5645e-02 	3.0600e+00 	6.1201e-02
 2342 	 1.6518e-01 	2.4356e+00 	4.8712e-02
 2343 	 1.1001e-01 	4.5122e+00 	9.0243e-02
 2344 	 1.8371e-01 	1.0735e+01 	2.1470e-01
 2345 	 4.3448e-01 	4.4932e+00 	8.9864e-02
 2346 	 2.6800e-01 	3.6226e+00 	7.2452e-02
 2347 	 2.4380e-01 	2.2221e+00 	4.4442e-02
 2348 	 2.1307e-01 	2.3256e-01 	4.6511e-03
 2349 	 1.4819e-01 	2.1827e+00 	4.3655e-02
 2350 	 1.0012e-01 	7.3777e-01 	1.4755e-02
 2351 	 1.6931e-01 	6.6472e+00 	1.3294e-01
 2352 	 2.8604e-01 	4.8706e+00 	9.7412e-02
 2353 	 2.3360e-01 	1.7427e+00 	3.4854e-02
 2354 	 9.1132e-02 	4.1397e-01 	8.2794e-03
 2355 	 3.9266e-02 	4.8154e-01 	9.6308e-03
 2356 	 1.0209e-01 	1.2983e+00 	2.5966e-02
 2357 	 6.4929e-02 	1.9624e+00 	3.9248e-02
 2358 	 1.0601e-01 	1.8780e+00 	3.7559e-02
 2359 	 1.1898e-01 	4.5434e+00 	9.0869e-02
 2360 	 2.7966e-01 	3.0029e+00 	6.0058e-02
 2361 	 1.6465e-01 	7.2018e-01 	1.4404e-02
 2362 	 1.6892e-01 	6.8770e-01 	1.3754e-02
 2363 	 1.0263e-01 	1.4416e+00 	2.8832e-02
 2364 	 9.4555e-02 	1.8635e+00 	3.7270e-02
 2365 	 1.5155e-01 	7.6280e-01 	1.5256e-02
 2366 	 6.8408e-02 	2.4290e-01 	4.8580e-03
 2367 	 1.1180e-01 	9.0443e-01 	1.8089e-02
 2368 	 6.6698e-02 	1.2923e+00 	2.5847e-02
 2369 	 8.0680e-02 	1.8875e+00 	3.7749e-02
 2370 	 1.0307e-01 	5.8177e-01 	1.1635e-02
 2371 	 7.1663e-02 	8.4890e-01 	1.6978e-02
 2372 	 1.0212e-01 	2.6039e+00 	5.2079e-02
 2373 	 1.2326e-01 	3.2066e+00 	6.4132e-02
 2374 	 2.7365e-01 	5.9927e-01 	1.1985e-02
 2375 	 4.3912e-02 	2.4852e+00 	4.9705e-02
 2376 	 1.2739e-01 	6.4786e+00 	1.2957e-01
 2377 	 2.4821e-01 	3.9179e+00 	7.8357e-02
 2378 	 1.8402e-01 	2.0222e+00 	4.0444e-02
 2379 	 1.7565e-01 	3.4248e+00 	6.8496e-02
 2380 	 2.2803e-01 	3.8328e+00 	7.6656e-02
 2381 	 1.9451e-01 	1.1977e+00 	2.3953e-02
 2382 	 1.0830e-01 	7.0978e-01 	1.4196e-02
 2383 	 1.0758e-01 	1.3860e+00 	2.7719e-02
 2384 	 2.0788e-01 	2.4071e+00 	4.8142e-02
 2385 	 8.4705e-02 	2.0727e+00 	4.1453e-02
 2386 	 1.3445e-01 	2.4200e+00 	4.8399e-02
 2387 	 1.5671e-01 	5.5515e+00 	1.1103e-01
 2388 	 2.8170e-01 	6.4248e+00 	1.2850e-01
 2389 	 3.1894e-01 	3.8798e+00 	7.7596e-02
 2390 	 1.2108e-01 	1.7450e+00 	3.4901e-02
 2391 	 5.7933e-02 	1.6656e+00 	3.3312e-02
 2392 	 6.0859e-02 	3.5898e+00 	7.1795e-02
 2393 	 6.5183e-02 	4.6504e+00 	9.3008e-02
 2394 	 2.0557e-01 	2.2607e+00 	4.5214e-02
 2395 	 1.2418e-01 	3.3341e+00 	6.6681e-02
 2396 	 1.3200e-01 	5.5963e+00 	1.1193e-01
 2397 	 3.2009e-01 	3.4273e+00 	6.8545e-02
 2398 	 1.5204e-01 	2.4630e+00 	4.9261e-02
 2399 	 1.0091e-01 	2.8055e+00 	5.6109e-02
 2400 	 1.7251e-01 	7.6704e-01 	1.5341e-02
 2401 	 1.1039e-01 	2.7590e-01 	5.5180e-03
 2402 	 1.2944e-01 	7.2532e-01 	1.4506e-02
 2403 	 1.0711e-01 	2.6198e+00 	5.2396e-02
 2404 	 8.2692e-02 	5.3791e+00 	1.0758e-01
 2405 	 2.5815e-01 	5.8820e+00 	1.1764e-01
 2406 	 3.4305e-01 	1.8564e+00 	3.7129e-02
 2407 	 1.1558e-01 	1.8357e+00 	3.6715e-02
 2408 	 1.1147e-01 	5.9923e-01 	1.1985e-02
 2409 	 9.5601e-02 	1.4309e+00 	2.8618e-02
 2410 	 1.3828e-01 	2.3710e+00 	4.7420e-02
 2411 	 1.2751e-01 	3.1049e+00 	6.2097e-02
 2412 	 2.6565e-01 	3.0954e+00 	6.1909e-02
 2413 	 1.6090e-01 	5.5996e+00 	1.1199e-01
 2414 	 2.0530e-01 	4.1929e+00 	8.3858e-02
 2415 	 1.9585e-01 	7.1163e-01 	1.4233e-02
 2416 	 4.0890e-02 	7.6471e-01 	1.5294e-02
 2417 	 6.4510e-02 	3.8293e+00 	7.6585e-02
 2418 	 1.6437e-01 	4.6952e+00 	9.3905e-02
 2419 	 2.2659e-01 	2.5180e+00 	5.0359e-02
 2420 	 1.1794e-01 	1.1133e+00 	2.2266e-02
 2421 	 1.1147e-01 	9.4338e-01 	1.8868e-02
 2422 	 8.7938e-02 	1.5110e-01 	3.0219e-03
 2423 	 5.2280e-02 	2.3785e+00 	4.7571e-02
 2424 	 1.7169e-01 	7.0594e+00 	1.4119e-01
 2425 	 3.3533e-01 	1.0975e+01 	2.1949e-01
 2426 	 7.1619e-01 	8.6641e+00 	1.7328e-01
 2427 	 6.9657e-01 	3.3340e+00 	6.6679e-02
 2428 	 1.8404e-01 	1.6513e+00 	3.3025e-02
 2429 	 1.0081e-01 	2.6894e-01 	5.3788e-03
 2430 	 9.6510e-02 	4.6847e-01 	9.3694e-03
 2431 	 1.3741e-01 	2.9369e-01 	5.8739e-03
 2432 	 1.0058e-01 	2.2736e+00 	4.5473e-02
 2433 	 1.1979e-01 	3.4665e+00 	6.9329e-02
 2434 	 2.1632e-01 	3.9962e+00 	7.9923e-02
 2435 	 1.8156e-01 	3.6896e+00 	7.3791e-02
 2436 	 1.0824e-01 	5.1094e+00 	1.0219e-01
 2437 	 2.2788e-01 	4.4151e+00 	8.8302e-02
 2438 	 2.7360e-01 	1.3980e+00 	2.7961e-02
 2439 	 5.3767e-02 	1.2588e+00 	2.5176e-02
 2440 	 1.3100e-01 	8.3677e-01 	1.6735e-02
 2441 	 1.6325e-01 	1.9174e+00 	3.8349e-02
 2442 	 6.9901e-02 	2.6527e+00 	5.3055e-02
 2443 	 1.6958e-01 	2.1707e+00 	4.3413e-02
 2444 	 1.4536e-01 	3.2126e+00 	6.4253e-02
 2445 	 2.2478e-01 	2.3375e+00 	4.6750e-02
 2446 	 2.1354e-01 	6.0212e-01 	1.2042e-02
 2447 	 1.2524e-01 	2.6574e+00 	5.3148e-02
 2448 	 1.9502e-01 	2.1344e+00 	4.2689e-02
 2449 	 8.5009e-02 	4.1426e-01 	8.2853e-03
 2450 	 4.8674e-02 	1.1803e+00 	2.3606e-02
 2451 	 3.4061e-02 	3.2585e+00 	6.5171e-02
 2452 	 1.2803e-01 	3.4403e+00 	6.8805e-02
 2453 	 2.8371e-01 	1.1640e+00 	2.3280e-02
 2454 	 1.1364e-01 	4.8703e+00 	9.7407e-02
 2455 	 2.3167e-01 	4.4421e+00 	8.8842e-02
 2456 	 1.2550e-01 	3.1942e+00 	6.3884e-02
 2457 	 1.5663e-01 	8.3374e-01 	1.6675e-02
 2458 	 4.9694e-02 	6.9638e-01 	1.3928e-02
 2459 	 1.2806e-01 	2.3340e+00 	4.6680e-02
 2460 	 4.5474e-02 	5.0882e+00 	1.0176e-01
 2461 	 2.9184e-01 	6.0722e+00 	1.2144e-01
 2462 	 2.9448e-01 	1.6227e+00 	3.2455e-02
 2463 	 9.5747e-02 	2.7656e+00 	5.5312e-02
 2464 	 1.3776e-01 	2.8787e+00 	5.7574e-02
 2465 	 1.9388e-01 	4.3065e+00 	8.6130e-02
 2466 	 2.5582e-01 	2.7578e+00 	5.5155e-02
 2467 	 1.3620e-01 	1.2286e+00 	2.4572e-02
 2468 	 5.8434e-02 	9.2655e-01 	1.8531e-02
 2469 	 4.6178e-02 	1.1668e+00 	2.3337e-02
 2470 	 1.1294e-01 	1.3884e+00 	2.7768e-02
 2471 	 1.6930e-01 	1.2234e+00 	2.4468e-02
 2472 	 7.9367e-02 	5.0554e-01 	1.0111e-02
 2473 	 9.0249e-02 	6.8228e-01 	1.3646e-02
 2474 	 9.8923e-02 	1.4281e+00 	2.8562e-02
 2475 	 1.9073e-01 	5.5219e-01 	1.1044e-02
 2476 	 2.0626e-01 	1.2617e+00 	2.5233e-02
 2477 	 8.0618e-02 	1.4710e+00 	2.9421e-02
 2478 	 5.5245e-02 	2.7726e+00 	5.5453e-02
 2479 	 2.2937e-01 	3.7835e+00 	7.5670e-02
 2480 	 2.0850e-01 	2.0055e+00 	4.0111e-02
 2481 	 1.2382e-01 	1.4083e+00 	2.8167e-02
 2482 	 1.4714e-01 	7.3608e-01 	1.4722e-02
 2483 	 9.9752e-02 	3.5184e-01 	7.0367e-03
 2484 	 1.0044e-01 	1.7149e+00 	3.4297e-02
 2485 	 1.3376e-01 	9.8896e-01 	1.9779e-02
 2486 	 8.4734e-02 	7.4256e-01 	1.4851e-02
 2487 	 8.7543e-02 	4.4935e-01 	8.9870e-03
 2488 	 1.2434e-01 	2.1024e+00 	4.2049e-02
 2489 	 1.2868e-01 	4.3252e+00 	8.6504e-02
 2490 	 1.7632e-01 	3.8781e+00 	7.7562e-02
 2491 	 1.2266e-01 	6.2546e+00 	1.2509e-01
 2492 	 2.7679e-01 	8.0620e+00 	1.6124e-01
 2493 	 3.6095e-01 	4.0794e+00 	8.1588e-02
 2494 	 2.2356e-01 	2.9464e+00 	5.8929e-02
 2495 	 1.0521e-01 	5.8674e+00 	1.1735e-01
 2496 	 2.1536e-01 	5.5940e+00 	1.1188e-01
 2497 	 2.6957e-01 	7.1559e+00 	1.4312e-01
 2498 	 3.3406e-01 	8.6806e+00 	1.7361e-01
 2499 	 5.6201e-01 	6.9093e+00 	1.3819e-01
 2500 	 4.7039e-01 	3.5483e-01 	7.0966e-03
 2501 	 6.7189e-02 	2.4081e+00 	4.8163e-02
 2502 	 1.3747e-01 	5.9454e-01 	1.1891e-02
 2503 	 1.2204e-01 	1.3068e+00 	2.6137e-02
 2504 	 1.2585e-01 	1.1733e+00 	2.3466e-02
 2505 	 1.1052e-01 	1.5946e+00 	3.1891e-02
 2506 	 1.1776e-01 	6.8342e-01 	1.3668e-02
 2507 	 1.2296e-01 	2.9710e+00 	5.9420e-02
 2508 	 2.1715e-01 	3.6092e+00 	7.2185e-02
 2509 	 9.4007e-02 	1.1836e+00 	2.3672e-02
 2510 	 1.0099e-01 	1.3400e+00 	2.6800e-02
 2511 	 1.0557e-01 	8.4471e-01 	1.6894e-02
 2512 	 6.3435e-02 	2.7110e-01 	5.4220e-03
 2513 	 9.0462e-02 	2.9124e-01 	5.8248e-03
 2514 	 7.0806e-02 	2.5196e+00 	5.0393e-02
 2515 	 1.2110e-01 	4.3252e+00 	8.6505e-02
 2516 	 2.2440e-01 	3.0547e+00 	6.1094e-02
 2517 	 2.8543e-01 	1.2839e+00 	2.5677e-02
 2518 	 8.7098e-02 	1.8096e+00 	3.6192e-02
 2519 	 1.1473e-01 	4.1641e-01 	8.3282e-03
 2520 	 1.1503e-01 	1.9253e-01 	3.8505e-03
 2521 	 7.5941e-02 	7.7510e-01 	1.5502e-02
 2522 	 1.3893e-01 	1.3227e+00 	2.6455e-02
 2523 	 1.3396e-01 	9.7486e-01 	1.9497e-02
 2524 	 5.3196e-02 	4.0219e+00 	8.0438e-02
 2525 	 2.2689e-01 	6.5137e+00 	1.3027e-01
 2526 	 3.7557e-01 	2.2876e+00 	4.5751e-02
 2527 	 1.2370e-01 	3.4228e+00 	6.8455e-02
 2528 	 2.6133e-01 	1.0791e+01 	2.1582e-01
 2529 	 3.9537e-01 	1.6481e+01 	3.2962e-01
 2530 	 1.4677e+00 	9.8834e+00 	1.9767e-01
 2531 	 9.7280e-01 	1.3453e+00 	2.6905e-02
 2532 	 1.0286e-01 	5.6188e-01 	1.1238e-02
 2533 	 8.6463e-02 	1.3553e+00 	2.7107e-02
 2534 	 1.3190e-01 	5.8743e-01 	1.1749e-02
 2535 	 5.9681e-02 	2.4061e+00 	4.8123e-02
 2536 	 8.4595e-02 	3.5586e+00 	7.1171e-02
 2537 	 2.0921e-01 	1.8801e+00 	3.7601e-02
 2538 	 1.3585e-01 	9.9894e-01 	1.9979e-02
 2539 	 1.1285e-01 	6.0176e-01 	1.2035e-02
 2540 	 6.2357e-02 	2.1890e+00 	4.3779e-02
 2541 	 1.8095e-01 	2.1402e+00 	4.2805e-02
 2542 	 9.9720e-02 	1.8095e+00 	3.6189e-02
 2543 	 1.0067e-01 	2.7308e+00 	5.4615e-02
 2544 	 9.4993e-02 	5.3150e+00 	1.0630e-01
 2545 	 1.5476e-01 	2.4751e+00 	4.9503e-02
 2546 	 2.7182e-01 	3.4578e+00 	6.9155e-02
 2547 	 2.2818e-01 	3.2785e+00 	6.5569e-02
 2548 	 1.2649e-01 	6.7526e+00 	1.3505e-01
 2549 	 2.9943e-01 	4.8022e+00 	9.6044e-02
 2550 	 2.8519e-01 	3.4893e-01 	6.9785e-03
 2551 	 1.2201e-01 	3.1220e+00 	6.2441e-02
 2552 	 1.2159e-01 	6.8367e+00 	1.3673e-01
 2553 	 2.8587e-01 	5.5943e+00 	1.1189e-01
 2554 	 4.0111e-01 	8.4053e-01 	1.6811e-02
 2555 	 6.6099e-02 	2.1787e+00 	4.3574e-02
 2556 	 8.5516e-02 	5.2439e-01 	1.0488e-02
 2557 	 7.1896e-02 	8.6467e-01 	1.7293e-02
 2558 	 9.5690e-02 	2.7315e+00 	5.4630e-02
 2559 	 1.1975e-01 	8.8929e-01 	1.7786e-02
 2560 	 1.1233e-01 	3.0936e+00 	6.1872e-02
 2561 	 2.2183e-01 	1.3757e+00 	2.7514e-02
 2562 	 1.7396e-01 	7.7612e-01 	1.5522e-02
 2563 	 9.9758e-02 	1.3856e+00 	2.7712e-02
 2564 	 6.3327e-02 	8.3936e-01 	1.6787e-02
 2565 	 5.4635e-02 	1.8226e+00 	3.6452e-02
 2566 	 1.6503e-01 	1.1510e+00 	2.3020e-02
 2567 	 1.7795e-01 	1.9261e+00 	3.8522e-02
 2568 	 1.0388e-01 	9.7120e-01 	1.9424e-02
 2569 	 1.1657e-01 	5.0373e-01 	1.0075e-02
 2570 	 1.2640e-01 	8.3871e-01 	1.6774e-02
 2571 	 5.4291e-02 	1.2973e+00 	2.5947e-02
 2572 	 7.0214e-02 	1.4149e+00 	2.8297e-02
 2573 	 5.3391e-02 	2.0221e+00 	4.0443e-02
 2574 	 1.6651e-01 	7.5901e-01 	1.5180e-02
 2575 	 1.4249e-01 	1.3859e+00 	2.7717e-02
 2576 	 1.1398e-01 	1.0585e+00 	2.1170e-02
 2577 	 9.5441e-02 	3.9221e+00 	7.8441e-02
 2578 	 3.0051e-01 	2.2704e+00 	4.5408e-02
 2579 	 1.8121e-01 	6.9869e-01 	1.3974e-02
 2580 	 6.0278e-02 	5.7943e-01 	1.1589e-02
 2581 	 6.7789e-02 	1.9914e+00 	3.9829e-02
 2582 	 9.5795e-02 	2.5427e+00 	5.0853e-02
 2583 	 2.5216e-01 	1.6408e+00 	3.2817e-02
 2584 	 5.5611e-02 	1.8277e+00 	3.6555e-02
 2585 	 1.0774e-01 	2.5141e+00 	5.0281e-02
 2586 	 1.9505e-01 	5.5727e-01 	1.1145e-02
 2587 	 8.9609e-02 	1.0843e+00 	2.1685e-02
 2588 	 1.4992e-01 	9.4032e-01 	1.8806e-02
 2589 	 1.0624e-01 	4.9148e-01 	9.8295e-03
 2590 	 5.4161e-02 	2.3777e+00 	4.7553e-02
 2591 	 8.9055e-02 	2.0053e+00 	4.0107e-02
 2592 	 1.6130e-01 	2.5019e-01 	5.0037e-03
 2593 	 9.6261e-02 	3.4298e-01 	6.8596e-03
 2594 	 1.5344e-01 	9.3389e-01 	1.8678e-02
 2595 	 4.1444e-02 	4.0277e-01 	8.0554e-03
 2596 	 5.9108e-02 	1.6931e-01 	3.3862e-03
 2597 	 9.7825e-02 	5.8979e-01 	1.1796e-02
 2598 	 5.3099e-02 	1.0428e+00 	2.0856e-02
 2599 	 7.9078e-02 	1.3193e+00 	2.6386e-02
 2600 	 1.5026e-01 	9.8706e-01 	1.9741e-02
 2601 	 7.3085e-02 	1.4574e+00 	2.9147e-02
 2602 	 6.7520e-02 	1.2425e+00 	2.4850e-02
 2603 	 3.7270e-02 	9.9357e-01 	1.9871e-02
 2604 	 8.7425e-02 	1.0347e+00 	2.0695e-02
 2605 	 7.8989e-02 	1.4395e+00 	2.8789e-02
 2606 	 1.0898e-01 	1.7989e+00 	3.5978e-02
 2607 	 1.3734e-01 	1.2299e+00 	2.4597e-02
 2608 	 4.9210e-02 	1.1430e+00 	2.2861e-02
 2609 	 9.1414e-02 	6.7956e-01 	1.3591e-02
 2610 	 1.0336e-01 	6.3169e-01 	1.2634e-02
 2611 	 7.8281e-02 	1.4962e+00 	2.9924e-02
 2612 	 1.6013e-01 	1.8747e+00 	3.7494e-02
 2613 	 8.4671e-02 	3.8550e+00 	7.7100e-02
 2614 	 2.1694e-01 	2.3685e+00 	4.7370e-02
 2615 	 9.8877e-02 	6.4443e-02 	1.2889e-03
 2616 	 1.1802e-01 	4.3069e-01 	8.6138e-03
 2617 	 5.8066e-02 	4.4151e-01 	8.8302e-03
 2618 	 1.2211e-01 	1.5300e+00 	3.0600e-02
 2619 	 1.5938e-01 	4.4172e+00 	8.8344e-02
 2620 	 1.3829e-01 	1.8646e+00 	3.7291e-02
 2621 	 1.4875e-01 	2.9898e+00 	5.9797e-02
 2622 	 1.1250e-01 	5.9256e+00 	1.1851e-01
 2623 	 2.5068e-01 	6.4186e+00 	1.2837e-01
 2624 	 5.2921e-01 	1.6007e+00 	3.2014e-02
 2625 	 6.1538e-02 	2.9420e-01 	5.8839e-03
 2626 	 5.7102e-02 	3.8132e-01 	7.6265e-03
 2627 	 1.0879e-01 	6.8006e-01 	1.3601e-02
 2628 	 1.2114e-01 	3.6994e-01 	7.3987e-03
 2629 	 8.0853e-02 	8.3560e-01 	1.6712e-02
 2630 	 1.1468e-01 	4.1727e-01 	8.3453e-03
 2631 	 1.9567e-02 	1.5924e+00 	3.1848e-02
 2632 	 9.6067e-02 	5.4773e-01 	1.0955e-02
 2633 	 1.4395e-01 	1.1486e+00 	2.2972e-02
 2634 	 4.7703e-02 	2.1190e+00 	4.2379e-02
 2635 	 2.4276e-01 	6.6095e-01 	1.3219e-02
 2636 	 6.1213e-02 	4.5309e-01 	9.0617e-03
 2637 	 9.5967e-02 	1.2118e+00 	2.4237e-02
 2638 	 1.3696e-01 	6.7044e-01 	1.3409e-02
 2639 	 1.3839e-01 	1.1976e+00 	2.3952e-02
 2640 	 1.4290e-01 	1.8830e+00 	3.7659e-02
 2641 	 6.9849e-02 	1.2873e+00 	2.5746e-02
 2642 	 6.8555e-02 	2.6356e+00 	5.2711e-02
 2643 	 1.0820e-01 	2.8777e+00 	5.7554e-02
 2644 	 1.5012e-01 	4.0402e-01 	8.0804e-03
 2645 	 1.1867e-01 	1.4867e+00 	2.9734e-02
 2646 	 1.0681e-01 	3.2466e+00 	6.4931e-02
 2647 	 2.0991e-01 	5.1275e+00 	1.0255e-01
 2648 	 1.2314e-01 	7.0236e+00 	1.4047e-01
 2649 	 3.6339e-01 	2.8278e+00 	5.6556e-02
 2650 	 1.4556e-01 	2.1511e+00 	4.3022e-02
 2651 	 1.1154e-01 	2.9554e+00 	5.9108e-02
 2652 	 9.5903e-02 	3.5362e+00 	7.0724e-02
 2653 	 1.4467e-01 	1.7593e+00 	3.5185e-02
 2654 	 8.4701e-02 	9.3026e-01 	1.8605e-02
 2655 	 1.1672e-01 	3.2786e+00 	6.5572e-02
 2656 	 1.9510e-01 	3.5159e+00 	7.0319e-02
 2657 	 2.3404e-01 	1.9899e+00 	3.9799e-02
 2658 	 2.3788e-01 	3.2290e-02 	6.4581e-04
 2659 	 9.4395e-02 	6.3984e-01 	1.2797e-02
 2660 	 6.6253e-02 	1.8930e+00 	3.7861e-02
 2661 	 1.9579e-01 	3.1184e+00 	6.2369e-02
 2662 	 1.6038e-01 	1.3393e+00 	2.6786e-02
 2663 	 1.2984e-01 	1.3451e+00 	2.6903e-02
 2664 	 2.0361e-01 	6.1512e-01 	1.2302e-02
 2665 	 6.6065e-02 	1.5109e+00 	3.0219e-02
 2666 	 2.1383e-01 	5.1345e+00 	1.0269e-01
 2667 	 1.7665e-01 	6.1543e+00 	1.2309e-01
 2668 	 3.0102e-01 	4.2157e+00 	8.4314e-02
 2669 	 2.1428e-01 	1.7126e+00 	3.4251e-02
 2670 	 6.5472e-02 	5.9765e-01 	1.1953e-02
 2671 	 7.3244e-02 	2.2312e+00 	4.4623e-02
 2672 	 1.4551e-01 	3.3260e+00 	6.6519e-02
 2673 	 2.2876e-01 	1.4001e+00 	2.8001e-02
 2674 	 1.1927e-01 	3.2660e+00 	6.5319e-02
 2675 	 1.5177e-01 	5.9564e+00 	1.1913e-01
 2676 	 3.3235e-01 	7.3398e+00 	1.4680e-01
 2677 	 3.9903e-01 	9.7768e+00 	1.9554e-01
 2678 	 6.2595e-01 	5.2108e+00 	1.0422e-01
 2679 	 2.9112e-01 	1.4523e+00 	2.9046e-02
 2680 	 6.8341e-02 	3.6425e+00 	7.2850e-02
 2681 	 2.2784e-01 	4.9862e+00 	9.9724e-02
 2682 	 2.1418e-01 	5.5661e+00 	1.1132e-01
 2683 	 3.1784e-01 	8.3187e+00 	1.6637e-01
 2684 	 3.0382e-01 	6.9557e+00 	1.3911e-01
 2685 	 5.8186e-01 	5.4715e-01 	1.0943e-02
 2686 	 6.1814e-02 	1.1243e+00 	2.2487e-02
 2687 	 1.4634e-01 	1.0130e-01 	2.0260e-03
 2688 	 1.0463e-01 	1.9610e+00 	3.9220e-02
 2689 	 1.5038e-01 	1.8665e+00 	3.7331e-02
 2690 	 1.5501e-01 	7.1956e-01 	1.4391e-02
 2691 	 5.7038e-02 	1.1635e+00 	2.3270e-02
 2692 	 1.1535e-01 	3.4416e+00 	6.8831e-02
 2693 	 1.5818e-01 	3.0582e+00 	6.1164e-02
 2694 	 1.7534e-01 	2.2107e+00 	4.4214e-02
 2695 	 2.0726e-01 	1.9121e+00 	3.8242e-02
 2696 	 8.5676e-02 	4.2059e+00 	8.4117e-02
 2697 	 1.8528e-01 	3.4739e+00 	6.9479e-02
 2698 	 3.1617e-01 	1.1916e+00 	2.3832e-02
 2699 	 5.9871e-02 	7.9042e-01 	1.5808e-02
 2700 	 1.4614e-01 	1.4739e+00 	2.9477e-02
 2701 	 7.4375e-02 	4.5525e+00 	9.1051e-02
 2702 	 2.2736e-01 	3.6611e+00 	7.3223e-02
 2703 	 2.7557e-01 	2.6128e+00 	5.2256e-02
 2704 	 1.0988e-01 	2.6196e+00 	5.2392e-02
 2705 	 1.4557e-01 	4.9515e-01 	9.9030e-03
 2706 	 1.2697e-01 	1.3482e+00 	2.6964e-02
 2707 	 1.1784e-01 	1.3184e+00 	2.6368e-02
 2708 	 1.3587e-01 	3.0071e+00 	6.0143e-02
 2709 	 1.6573e-01 	2.9931e+00 	5.9863e-02
 2710 	 1.4075e-01 	2.0997e+00 	4.1993e-02
 2711 	 8.4117e-02 	7.3576e-02 	1.4715e-03
 2712 	 9.6585e-02 	2.1011e+00 	4.2022e-02
 2713 	 1.2820e-01 	2.0608e+00 	4.1216e-02
 2714 	 1.1294e-01 	2.1591e+00 	4.3182e-02
 2715 	 1.2733e-01 	1.8550e+00 	3.7100e-02
 2716 	 1.3672e-01 	3.7318e+00 	7.4636e-02
 2717 	 2.0701e-01 	4.9403e+00 	9.8806e-02
 2718 	 2.0918e-01 	4.6035e+00 	9.2070e-02
 2719 	 2.0371e-01 	2.3777e+00 	4.7555e-02
 2720 	 9.9517e-02 	1.2008e+00 	2.4015e-02
 2721 	 8.4167e-02 	5.6201e-01 	1.1240e-02
 2722 	 6.5215e-02 	3.4847e+00 	6.9694e-02
 2723 	 2.0235e-01 	1.9242e+00 	3.8485e-02
 2724 	 7.8292e-02 	9.9635e-01 	1.9927e-02
 2725 	 1.0312e-01 	9.9348e-01 	1.9870e-02
 2726 	 1.3851e-01 	1.9263e+00 	3.8526e-02
 2727 	 6.1222e-02 	3.5040e+00 	7.0080e-02
 2728 	 2.1874e-01 	7.7484e-01 	1.5497e-02
 2729 	 1.7078e-01 	3.5670e+00 	7.1339e-02
 2730 	 2.1741e-01 	3.1221e+00 	6.2442e-02
 2731 	 1.8653e-01 	6.4986e-01 	1.2997e-02
 2732 	 1.5826e-01 	1.0828e+00 	2.1655e-02
 2733 	 1.0653e-01 	2.0627e+00 	4.1254e-02
 2734 	 9.5347e-02 	1.4057e+00 	2.8113e-02
 2735 	 1.2019e-01 	1.8344e+00 	3.6687e-02
 2736 	 9.5129e-02 	2.7824e+00 	5.5647e-02
 2737 	 1.2335e-01 	3.0352e+00 	6.0703e-02
 2738 	 1.5065e-01 	3.0180e+00 	6.0359e-02
 2739 	 8.8372e-02 	1.7416e+00 	3.4832e-02
 2740 	 1.4650e-01 	2.3133e+00 	4.6267e-02
 2741 	 1.2006e-01 	1.2867e+00 	2.5735e-02
 2742 	 1.2983e-01 	7.1365e-01 	1.4273e-02
 2743 	 1.0375e-01 	1.0489e+00 	2.0979e-02
 2744 	 1.0454e-01 	8.1647e-02 	1.6329e-03
 2745 	 7.7578e-02 	1.3293e+00 	2.6586e-02
 2746 	 1.6298e-01 	1.4484e+00 	2.8967e-02
 2747 	 1.1351e-01 	2.2177e+00 	4.4354e-02
 2748 	 1.4801e-01 	4.0494e-01 	8.0989e-03
 2749 	 1.2717e-01 	3.7000e-01 	7.4000e-03
 2750 	 1.0926e-01 	1.4504e+00 	2.9007e-02
 2751 	 1.2080e-01 	1.0036e+00 	2.0071e-02
 2752 	 1.4086e-01 	1.3274e+00 	2.6548e-02
 2753 	 4.9358e-02 	3.0553e-01 	6.1107e-03
 2754 	 7.3062e-02 	1.2867e+00 	2.5733e-02
 2755 	 5.4957e-02 	7.8171e-01 	1.5634e-02
 2756 	 8.9393e-02 	5.4563e+00 	1.0913e-01
 2757 	 2.8977e-01 	1.9995e+00 	3.9990e-02
 2758 	 1.9977e-01 	3.1983e+00 	6.3966e-02
 2759 	 1.5927e-01 	1.1458e+00 	2.2917e-02
 2760 	 1.3529e-01 	1.3914e+00 	2.7827e-02
 2761 	 9.1435e-02 	8.0629e-01 	1.6126e-02
 2762 	 6.7772e-02 	6.1641e-01 	1.2328e-02
 2763 	 3.4403e-02 	6.4962e-01 	1.2992e-02
 2764 	 9.9908e-02 	3.2373e+00 	6.4746e-02
 2765 	 1.0922e-01 	4.8777e+00 	9.7554e-02
 2766 	 1.9502e-01 	5.1093e+00 	1.0219e-01
 2767 	 1.8248e-01 	6.4854e+00 	1.2971e-01
 2768 	 2.5322e-01 	5.3830e+00 	1.0766e-01
 2769 	 3.4764e-01 	7.3934e-01 	1.4787e-02
 2770 	 1.1292e-01 	2.4232e+00 	4.8465e-02
 2771 	 9.7673e-02 	2.2892e+00 	4.5785e-02
 2772 	 1.3622e-01 	7.7132e-01 	1.5426e-02
 2773 	 1.2322e-01 	1.3718e-01 	2.7436e-03
 2774 	 1.4433e-01 	2.1765e+00 	4.3530e-02
 2775 	 8.3999e-02 	9.1762e-01 	1.8352e-02
 2776 	 7.6796e-02 	2.1624e+00 	4.3247e-02
 2777 	 1.5296e-01 	8.8803e-01 	1.7761e-02
 2778 	 8.3363e-02 	4.5055e-01 	9.0110e-03
 2779 	 6.8217e-02 	1.4202e+00 	2.8404e-02
 2780 	 9.6842e-02 	1.6000e+00 	3.2001e-02
 2781 	 7.1287e-02 	1.6709e-01 	3.3418e-03
 2782 	 1.7182e-01 	1.1933e+00 	2.3867e-02
 2783 	 1.4100e-01 	2.8835e+00 	5.7670e-02
 2784 	 2.1421e-01 	3.0860e+00 	6.1720e-02
 2785 	 2.1008e-01 	7.2582e-01 	1.4516e-02
 2786 	 1.6493e-01 	3.6223e-01 	7.2447e-03
 2787 	 4.1643e-02 	1.0348e+00 	2.0696e-02
 2788 	 1.5724e-01 	9.5588e-01 	1.9118e-02
 2789 	 1.4190e-01 	1.3329e+00 	2.6659e-02
 2790 	 1.0450e-01 	4.6721e-01 	9.3441e-03
 2791 	 1.2447e-01 	3.5054e+00 	7.0107e-02
 2792 	 1.6356e-01 	2.3229e+00 	4.6458e-02
 2793 	 2.4519e-01 	9.6400e-01 	1.9280e-02
 2794 	 1.6923e-01 	1.9292e+00 	3.8585e-02
 2795 	 1.0652e-01 	9.4408e-01 	1.8882e-02
 2796 	 1.5882e-01 	7.1081e-01 	1.4216e-02
 2797 	 1.3135e-01 	3.9275e-01 	7.8550e-03
 2798 	 3.1110e-02 	1.6930e+00 	3.3859e-02
 2799 	 6.5357e-02 	2.6830e+00 	5.3661e-02
 2800 	 6.6507e-02 	1.3536e+00 	2.7072e-02
 2801 	 7.5346e-02 	1.1678e+00 	2.3355e-02
 2802 	 2.5056e-02 	8.6935e-01 	1.7387e-02
 2803 	 1.0072e-01 	2.5814e+00 	5.1628e-02
 2804 	 1.4136e-01 	2.1142e+00 	4.2283e-02
 2805 	 1.3468e-01 	6.0636e-01 	1.2127e-02
 2806 	 1.6387e-01 	1.1992e+00 	2.3985e-02
 2807 	 1.3012e-01 	3.5967e+00 	7.1934e-02
 2808 	 1.4563e-01 	1.0485e+00 	2.0971e-02
 2809 	 1.0745e-01 	6.4640e+00 	1.2928e-01
 2810 	 2.5571e-01 	7.8461e+00 	1.5692e-01
 2811 	 3.6291e-01 	3.0871e+00 	6.1741e-02
 2812 	 1.9536e-01 	1.1025e+00 	2.2050e-02
 2813 	 1.0309e-01 	2.1220e+00 	4.2439e-02
 2814 	 7.6394e-02 	2.0082e+00 	4.0164e-02
 2815 	 1.1200e-01 	1.0979e+00 	2.1958e-02
 2816 	 1.1659e-01 	2.0329e+00 	4.0659e-02
 2817 	 1.4082e-01 	3.6457e+00 	7.2914e-02
 2818 	 2.1201e-01 	3.2565e+00 	6.5129e-02
 2819 	 1.2877e-01 	2.5775e+00 	5.1550e-02
 2820 	 1.0957e-01 	2.1166e+00 	4.2332e-02
 2821 	 1.2024e-01 	2.6595e-01 	5.3191e-03
 2822 	 6.6519e-02 	1.0562e+00 	2.1124e-02
 2823 	 3.4931e-02 	1.1695e+00 	2.3390e-02
 2824 	 2.8723e-02 	4.1166e+00 	8.2331e-02
 2825 	 2.5463e-01 	1.5374e+00 	3.0749e-02
 2826 	 1.5533e-01 	1.2988e+00 	2.5975e-02
 2827 	 7.1492e-02 	4.1913e-01 	8.3827e-03
 2828 	 7.9350e-02 	8.1014e-01 	1.6203e-02
 2829 	 2.1803e-01 	2.0672e+00 	4.1343e-02
 2830 	 1.0167e-01 	2.9684e+00 	5.9368e-02
 2831 	 9.3861e-02 	1.1050e+00 	2.2100e-02
 2832 	 1.5431e-01 	2.4575e+00 	4.9151e-02
 2833 	 1.3550e-01 	3.7742e+00 	7.5484e-02
 2834 	 1.6981e-01 	2.3757e+00 	4.7514e-02
 2835 	 1.2956e-01 	2.6493e+00 	5.2985e-02
 2836 	 1.2476e-01 	1.7277e+00 	3.4554e-02
 2837 	 1.4429e-01 	4.4063e-01 	8.8125e-03
 2838 	 1.4534e-01 	5.8540e-01 	1.1708e-02
 2839 	 1.2622e-01 	2.1776e+00 	4.3552e-02
 2840 	 7.2853e-02 	1.4391e+00 	2.8782e-02
 2841 	 9.3127e-02 	1.9669e+00 	3.9337e-02
 2842 	 7.8536e-02 	4.8945e+00 	9.7889e-02
 2843 	 1.9287e-01 	6.0215e+00 	1.2043e-01
 2844 	 2.0231e-01 	3.3105e+00 	6.6209e-02
 2845 	 2.6413e-01 	4.5398e-01 	9.0795e-03
 2846 	 7.9006e-02 	3.5200e-01 	7.0401e-03
 2847 	 1.9801e-01 	1.8347e+00 	3.6695e-02
 2848 	 3.9835e-02 	6.9207e-01 	1.3841e-02
 2849 	 1.2270e-01 	1.5585e+00 	3.1171e-02
 2850 	 2.0803e-01 	8.3914e-01 	1.6783e-02
 2851 	 1.1596e-01 	5.4384e+00 	1.0877e-01
 2852 	 2.4190e-01 	1.7443e+00 	3.4885e-02
 2853 	 1.1473e-01 	4.8314e+00 	9.6628e-02
 2854 	 2.0520e-01 	5.6273e+00 	1.1255e-01
 2855 	 1.9917e-01 	6.2158e-01 	1.2432e-02
 2856 	 1.9588e-01 	1.9670e+00 	3.9341e-02
 2857 	 3.1281e-01 	1.1529e+00 	2.3058e-02
 2858 	 9.9508e-02 	1.3911e+00 	2.7822e-02
 2859 	 7.0219e-02 	7.9100e-02 	1.5820e-03
 2860 	 8.1797e-02 	7.7443e-01 	1.5489e-02
 2861 	 4.6551e-02 	2.6597e+00 	5.3195e-02
 2862 	 1.4191e-01 	2.0820e+00 	4.1641e-02
 2863 	 1.0586e-01 	1.8687e+00 	3.7373e-02
 2864 	 1.3100e-01 	2.3750e+00 	4.7501e-02
 2865 	 9.3460e-02 	1.4720e+00 	2.9440e-02
 2866 	 1.2030e-01 	2.8715e+00 	5.7430e-02
 2867 	 1.1693e-01 	5.3901e+00 	1.0780e-01
 2868 	 2.0955e-01 	1.2865e+00 	2.5729e-02
 2869 	 1.2068e-01 	2.0072e+00 	4.0144e-02
 2870 	 1.9153e-01 	1.1139e+00 	2.2278e-02
 2871 	 1.4118e-01 	2.8937e+00 	5.7873e-02
 2872 	 1.3030e-01 	1.5392e+00 	3.0785e-02
 2873 	 1.7939e-01 	3.3118e+00 	6.6235e-02
 2874 	 1.3351e-01 	6.9003e+00 	1.3801e-01
 2875 	 3.0443e-01 	2.4786e+00 	4.9572e-02
 2876 	 2.7777e-01 	4.0301e+00 	8.0602e-02
 2877 	 2.5108e-01 	4.9735e+00 	9.9471e-02
 2878 	 2.9853e-01 	7.0817e+00 	1.4163e-01
 2879 	 3.1679e-01 	5.8948e+00 	1.1790e-01
 2880 	 2.6885e-01 	4.8571e+00 	9.7143e-02
 2881 	 1.9753e-01 	6.1521e+00 	1.2304e-01
 2882 	 3.4434e-01 	1.0078e+01 	2.0157e-01
 2883 	 5.0488e-01 	1.7006e+01 	3.4012e-01
 2884 	 1.2407e+00 	1.2311e+01 	2.4621e-01
 2885 	 1.4361e+00 	1.4825e+00 	2.9651e-02
 2886 	 8.1426e-02 	1.1439e+00 	2.2877e-02
 2887 	 7.1392e-02 	5.0129e-01 	1.0026e-02
 2888 	 5.8570e-02 	4.5461e-01 	9.0922e-03
 2889 	 9.1854e-02 	2.6545e+00 	5.3090e-02
 2890 	 8.3055e-02 	1.1803e+00 	2.3607e-02
 2891 	 7.9078e-02 	2.2984e+00 	4.5967e-02
 2892 	 1.2513e-01 	3.5926e+00 	7.1852e-02
 2893 	 2.1330e-01 	2.8778e+00 	5.7556e-02
 2894 	 1.5857e-01 	4.0895e+00 	8.1789e-02
 2895 	 1.7623e-01 	4.0834e+00 	8.1669e-02
 2896 	 2.8876e-01 	3.9856e-01 	7.9713e-03
 2897 	 1.4364e-01 	7.9228e-01 	1.5846e-02
 2898 	 1.2775e-01 	2.6705e+00 	5.3411e-02
 2899 	 1.4606e-01 	1.9938e+00 	3.9876e-02
 2900 	 2.0621e-01 	3.1973e+00 	6.3947e-02
 2901 	 1.7636e-01 	7.3789e+00 	1.4758e-01
 2902 	 3.7874e-01 	5.0595e+00 	1.0119e-01
 2903 	 2.1665e-01 	4.5980e+00 	9.1960e-02
 2904 	 2.6584e-01 	1.2395e+00 	2.4790e-02
 2905 	 9.0366e-02 	3.1679e+00 	6.3358e-02
 2906 	 1.9020e-01 	3.1867e+00 	6.3735e-02
 2907 	 1.7385e-01 	3.4930e+00 	6.9861e-02
 2908 	 1.3778e-01 	2.0410e+00 	4.0821e-02
 2909 	 1.7238e-01 	1.1699e+00 	2.3397e-02
 2910 	 1.9699e-01 	6.5589e-01 	1.3118e-02
 2911 	 1.2343e-01 	2.5684e-01 	5.1368e-03
 2912 	 7.2196e-02 	7.2765e-01 	1.4553e-02
 2913 	 8.1380e-02 	7.5591e-01 	1.5118e-02
 2914 	 9.7586e-02 	3.0779e+00 	6.1558e-02
 2915 	 1.7258e-01 	3.0654e+00 	6.1308e-02
 2916 	 1.9065e-01 	1.7722e+00 	3.5443e-02
 2917 	 1.0748e-01 	1.0464e+00 	2.0928e-02
 2918 	 7.5488e-02 	2.6121e+00 	5.2243e-02
 2919 	 1.0844e-01 	4.0479e+00 	8.0957e-02
 2920 	 1.6050e-01 	4.3555e+00 	8.7111e-02
 2921 	 3.0522e-01 	4.2336e+00 	8.4672e-02
 2922 	 2.8030e-01 	2.8843e+00 	5.7685e-02
 2923 	 2.5978e-01 	5.6243e-02 	1.1249e-03
 2924 	 7.2790e-02 	9.6444e-01 	1.9289e-02
 2925 	 5.4684e-02 	1.1141e+00 	2.2282e-02
 2926 	 2.2012e-01 	2.6651e+00 	5.3303e-02
 2927 	 1.6644e-01 	3.7546e+00 	7.5093e-02
 2928 	 3.2421e-01 	9.5520e-01 	1.9104e-02
 2929 	 1.5159e-01 	2.1381e+00 	4.2763e-02
 2930 	 1.2164e-01 	4.7595e-01 	9.5190e-03
 2931 	 5.8616e-02 	1.5051e+00 	3.0103e-02
 2932 	 1.4102e-01 	2.2864e+00 	4.5729e-02
 2933 	 9.8062e-02 	2.9325e+00 	5.8651e-02
 2934 	 1.9560e-01 	2.7147e+00 	5.4294e-02
 2935 	 1.6409e-01 	1.7199e+00 	3.4398e-02
 2936 	 1.3939e-01 	4.1671e-02 	8.3342e-04
 2937 	 6.2750e-02 	2.1352e+00 	4.2705e-02
 2938 	 8.3350e-02 	1.8637e+00 	3.7275e-02
 2939 	 1.5497e-01 	1.4771e+00 	2.9541e-02
 2940 	 1.1867e-01 	2.6686e+00 	5.3372e-02
 2941 	 1.0948e-01 	2.6231e+00 	5.2463e-02
 2942 	 1.3018e-01 	2.3551e+00 	4.7102e-02
 2943 	 1.3322e-01 	2.2085e+00 	4.4169e-02
 2944 	 1.4686e-01 	1.2621e+00 	2.5243e-02
 2945 	 1.4282e-01 	1.5735e+00 	3.1470e-02
 2946 	 8.3761e-02 	5.3792e+00 	1.0758e-01
 2947 	 2.0015e-01 	1.1907e+01 	2.3813e-01
 2948 	 5.2556e-01 	1.4782e+01 	2.9564e-01
 2949 	 1.4979e+00 	7.4314e+00 	1.4863e-01
 2950 	 5.2404e-01 	1.9171e+00 	3.8343e-02
 2951 	 2.6188e-01 	9.4843e-01 	1.8969e-02
 2952 	 4.4611e-02 	7.0392e-01 	1.4078e-02
 2953 	 1.2580e-01 	1.3367e+00 	2.6735e-02
 2954 	 9.2100e-02 	8.1614e-01 	1.6323e-02
 2955 	 2.0236e-01 	1.3327e+00 	2.6654e-02
 2956 	 5.5974e-02 	1.2517e+00 	2.5034e-02
 2957 	 6.9692e-02 	2.7939e+00 	5.5879e-02
 2958 	 1.8714e-01 	3.6245e+00 	7.2490e-02
 2959 	 1.7571e-01 	3.7006e+00 	7.4013e-02
 2960 	 1.4798e-01 	5.7669e+00 	1.1534e-01
 2961 	 3.1237e-01 	2.9750e+00 	5.9500e-02
 2962 	 1.5925e-01 	1.4097e+00 	2.8195e-02
 2963 	 1.5492e-01 	3.3498e-01 	6.6997e-03
 2964 	 8.9451e-02 	2.1927e+00 	4.3854e-02
 2965 	 7.9134e-02 	2.3950e+00 	4.7899e-02
 2966 	 8.6414e-02 	1.0704e+00 	2.1409e-02
 2967 	 1.1560e-01 	7.0040e-01 	1.4008e-02
 2968 	 1.0645e-01 	1.2519e+00 	2.5038e-02
 2969 	 8.8907e-02 	5.1077e-01 	1.0215e-02
 2970 	 1.2579e-01 	9.0367e-01 	1.8073e-02
 2971 	 9.0190e-02 	1.2249e+00 	2.4498e-02
 2972 	 9.8128e-02 	1.8102e-01 	3.6204e-03
 2973 	 7.1213e-02 	9.1356e-01 	1.8271e-02
 2974 	 1.8455e-01 	1.6179e+00 	3.2359e-02
 2975 	 8.8901e-02 	3.2218e+00 	6.4436e-02
 2976 	 2.1648e-01 	2.1580e+00 	4.3160e-02
 2977 	 2.0988e-01 	4.9201e-01 	9.8401e-03
 2978 	 7.1921e-02 	1.3013e+00 	2.6026e-02
 2979 	 7.0502e-02 	2.0079e+00 	4.0157e-02
 2980 	 6.4457e-02 	3.4851e-01 	6.9701e-03
 2981 	 8.1881e-02 	4.7215e-01 	9.4429e-03
 2982 	 9.3427e-02 	1.5449e+00 	3.0897e-02
 2983 	 7.4828e-02 	3.6164e+00 	7.2328e-02
 2984 	 1.5343e-01 	1.8919e+00 	3.7838e-02
 2985 	 8.6070e-02 	9.0353e-01 	1.8071e-02
 2986 	 1.1851e-01 	3.7439e-01 	7.4877e-03
 2987 	 9.2513e-02 	1.0617e+00 	2.1235e-02
 2988 	 3.7984e-02 	1.9098e+00 	3.8197e-02
 2989 	 1.3096e-01 	4.0208e-01 	8.0415e-03
 2990 	 4.8414e-02 	3.0060e+00 	6.0120e-02
 2991 	 1.8303e-01 	6.6103e+00 	1.3221e-01
 2992 	 1.9211e-01 	1.7693e+00 	3.5385e-02
 2993 	 1.5462e-01 	4.9906e+00 	9.9811e-02
 2994 	 1.6930e-01 	3.5562e+00 	7.1123e-02
 2995 	 1.2416e-01 	2.5475e+00 	5.0950e-02
 2996 	 1.1346e-01 	1.6657e+00 	3.3315e-02
 2997 	 7.3559e-02 	1.0048e+00 	2.0095e-02
 2998 	 9.1473e-02 	1.8889e+00 	3.7777e-02
 2999 	 1.8061e-01 	4.2628e-01 	8.5255e-03
 3000 	 8.4176e-02 	1.1088e-01 	2.2177e-03
 3001 	 5.6786e-02 	1.2098e+00 	2.4195e-02
 3002 	 1.4205e-01 	2.7313e+00 	5.4626e-02
 3003 	 1.5048e-01 	2.0742e+00 	4.1484e-02
 3004 	 1.3011e-01 	2.3603e+00 	4.7206e-02
 3005 	 1.1296e-01 	9.4076e+00 	1.8815e-01
 3006 	 3.0658e-01 	9.3060e+00 	1.8612e-01
 3007 	 8.9595e-01 	2.7555e+00 	5.5109e-02
 3008 	 1.4095e-01 	5.9327e-01 	1.1865e-02
 3009 	 8.2973e-02 	1.5658e+00 	3.1317e-02
 3010 	 7.5183e-02 	1.9344e+00 	3.8688e-02
 3011 	 9.0245e-02 	1.9273e+00 	3.8545e-02
 3012 	 7.7233e-02 	1.4024e+00 	2.8049e-02
 3013 	 7.6119e-02 	2.5448e+00 	5.0895e-02
 3014 	 1.0117e-01 	4.4707e+00 	8.9414e-02
 3015 	 1.7214e-01 	4.8896e+00 	9.7791e-02
 3016 	 2.1015e-01 	2.5605e+00 	5.1209e-02
 3017 	 1.3265e-01 	7.7224e-01 	1.5445e-02
 3018 	 1.0221e-01 	1.5865e+00 	3.1730e-02
 3019 	 1.0903e-01 	7.0908e-01 	1.4182e-02
 3020 	 1.0883e-01 	7.3470e-01 	1.4694e-02
 3021 	 1.3187e-01 	2.6729e+00 	5.3458e-02
 3022 	 6.3410e-02 	1.2291e+00 	2.4582e-02
 3023 	 1.5750e-01 	1.4117e+00 	2.8233e-02
 3024 	 1.7497e-01 	2.7045e+00 	5.4090e-02
 3025 	 2.3321e-01 	3.3774e+00 	6.7548e-02
 3026 	 1.5854e-01 	6.0112e-01 	1.2022e-02
 3027 	 2.6252e-02 	3.8673e-01 	7.7347e-03
 3028 	 1.0855e-01 	1.4230e+00 	2.8460e-02
 3029 	 1.3162e-01 	2.0550e-01 	4.1100e-03
 3030 	 1.1024e-01 	3.7933e+00 	7.5866e-02
 3031 	 1.5268e-01 	3.0853e+00 	6.1706e-02
 3032 	 1.4033e-01 	1.3839e+00 	2.7678e-02
 3033 	 9.1214e-02 	8.6348e-01 	1.7270e-02
 3034 	 3.8469e-02 	7.5190e-01 	1.5038e-02
 3035 	 8.1368e-02 	9.2197e-01 	1.8439e-02
 3036 	 5.2783e-02 	5.1930e-01 	1.0386e-02
 3037 	 1.0441e-01 	2.2639e-01 	4.5278e-03
 3038 	 1.0330e-01 	5.7666e-01 	1.1533e-02
 3039 	 1.8768e-01 	3.2303e-01 	6.4605e-03
 3040 	 4.8031e-02 	1.9017e+00 	3.8034e-02
 3041 	 7.7757e-02 	4.3196e+00 	8.6392e-02
 3042 	 1.5910e-01 	1.6236e+00 	3.2472e-02
 3043 	 1.7998e-01 	1.3539e+00 	2.7077e-02
 3044 	 8.1818e-02 	5.2539e-01 	1.0508e-02
 3045 	 1.0651e-01 	1.4946e+00 	2.9892e-02
 3046 	 1.5534e-01 	7.3907e-01 	1.4781e-02
 3047 	 1.6995e-01 	1.9968e+00 	3.9937e-02
 3048 	 6.6874e-02 	1.2567e+00 	2.5134e-02
 3049 	 1.6162e-01 	3.2972e-01 	6.5943e-03
 3050 	 1.1632e-01 	4.1051e-01 	8.2102e-03
 3051 	 8.1433e-02 	2.2186e+00 	4.4371e-02
 3052 	 1.1974e-01 	2.7590e+00 	5.5181e-02
 3053 	 2.1012e-01 	2.1545e+00 	4.3090e-02
 3054 	 1.0956e-01 	1.0780e+00 	2.1561e-02
 3055 	 1.4131e-01 	1.2820e+00 	2.5640e-02
 3056 	 1.1934e-01 	8.4201e-01 	1.6840e-02
 3057 	 7.9994e-02 	3.0108e+00 	6.0217e-02
 3058 	 1.2403e-01 	1.7676e+00 	3.5351e-02
 3059 	 1.1450e-01 	8.1209e-01 	1.6242e-02
 3060 	 1.0724e-01 	1.7048e+00 	3.4096e-02
 3061 	 1.9910e-01 	2.4021e+00 	4.8042e-02
 3062 	 1.4529e-01 	2.2845e+00 	4.5690e-02
 3063 	 1.3058e-01 	1.3942e+00 	2.7884e-02
 3064 	 1.5681e-01 	1.4431e+00 	2.8862e-02
 3065 	 1.1544e-01 	5.1881e+00 	1.0376e-01
 3066 	 2.1933e-01 	2.2125e+00 	4.4250e-02
 3067 	 2.0747e-01 	3.1422e+00 	6.2843e-02
 3068 	 8.6695e-02 	8.4262e-01 	1.6852e-02
 3069 	 1.2786e-01 	4.4516e+00 	8.9031e-02
 3070 	 2.2951e-01 	4.5817e+00 	9.1634e-02
 3071 	 3.0134e-01 	2.1397e+00 	4.2794e-02
 3072 	 1.9565e-01 	2.1109e+00 	4.2218e-02
 3073 	 1.1037e-01 	2.2146e+00 	4.4293e-02
 3074 	 1.0933e-01 	1.5590e+00 	3.1180e-02
 3075 	 1.2859e-01 	1.5612e+00 	3.1223e-02
 3076 	 1.5678e-01 	6.6147e-01 	1.3229e-02
 3077 	 7.3303e-02 	5.2816e-01 	1.0563e-02
 3078 	 5.5817e-02 	5.5480e-01 	1.1096e-02
 3079 	 1.0036e-01 	4.6356e-01 	9.2713e-03
 3080 	 1.7782e-01 	1.1751e+00 	2.3502e-02
 3081 	 7.2854e-02 	1.2560e+00 	2.5121e-02
 3082 	 7.6010e-02 	1.7359e+00 	3.4718e-02
 3083 	 1.3092e-01 	3.1461e-01 	6.2923e-03
 3084 	 1.4513e-01 	1.8778e+00 	3.7555e-02
 3085 	 6.7136e-02 	5.3661e+00 	1.0732e-01
 3086 	 2.9282e-01 	2.9989e+00 	5.9979e-02
 3087 	 2.4668e-01 	6.7676e-01 	1.3535e-02
 3088 	 4.1108e-02 	1.5359e+00 	3.0717e-02
 3089 	 2.3251e-01 	2.7372e+00 	5.4745e-02
 3090 	 2.2500e-01 	2.2387e-01 	4.4774e-03
 3091 	 9.8898e-02 	2.0746e+00 	4.1493e-02
 3092 	 7.3236e-02 	6.5482e-01 	1.3096e-02
 3093 	 6.7412e-02 	7.3988e-01 	1.4798e-02
 3094 	 1.0140e-01 	1.5459e-01 	3.0919e-03
 3095 	 1.4854e-01 	1.9990e+00 	3.9980e-02
 3096 	 1.4423e-01 	1.1464e+00 	2.2928e-02
 3097 	 6.4897e-02 	5.6247e-01 	1.1249e-02
 3098 	 1.1055e-01 	2.1179e+00 	4.2358e-02
 3099 	 1.3023e-01 	2.4159e+00 	4.8318e-02
 3100 	 1.5342e-01 	7.9971e-01 	1.5994e-02
 3101 	 1.1803e-01 	1.1329e+00 	2.2658e-02
 3102 	 6.1084e-02 	2.1608e+00 	4.3215e-02
 3103 	 1.2515e-01 	2.6838e+00 	5.3677e-02
 3104 	 9.2985e-02 	3.6032e+00 	7.2064e-02
 3105 	 1.1344e-01 	1.7221e+00 	3.4441e-02
 3106 	 1.3308e-01 	2.3302e+00 	4.6603e-02
 3107 	 2.5439e-01 	2.9779e+00 	5.9558e-02
 3108 	 1.2224e-01 	4.5012e-01 	9.0023e-03
 3109 	 4.2061e-02 	3.1112e+00 	6.2224e-02
 3110 	 1.5658e-01 	3.0336e+00 	6.0672e-02
 3111 	 2.0342e-01 	7.1805e+00 	1.4361e-01
 3112 	 2.7167e-01 	1.2699e+01 	2.5398e-01
 3113 	 7.6127e-01 	9.6989e+00 	1.9398e-01
 3114 	 8.3455e-01 	6.2612e+00 	1.2522e-01
 3115 	 3.5154e-01 	1.1712e+01 	2.3425e-01
 3116 	 5.8524e-01 	7.4336e+00 	1.4867e-01
 3117 	 6.2107e-01 	6.7840e-01 	1.3568e-02
 3118 	 6.6653e-02 	1.7438e+00 	3.4876e-02
 3119 	 1.3277e-01 	5.6979e-01 	1.1396e-02
 3120 	 1.3137e-01 	2.2966e+00 	4.5932e-02
 3121 	 9.5459e-02 	1.0745e+00 	2.1490e-02
 3122 	 1.3023e-01 	3.4616e+00 	6.9232e-02
 3123 	 8.6178e-02 	5.3576e+00 	1.0715e-01
 3124 	 2.8513e-01 	2.6674e+00 	5.3348e-02
 3125 	 1.5143e-01 	3.0603e+00 	6.1206e-02
 3126 	 1.3824e-01 	5.0362e+00 	1.0072e-01
 3127 	 1.6013e-01 	6.7449e+00 	1.3490e-01
 3128 	 2.4971e-01 	5.9876e+00 	1.1975e-01
 3129 	 2.8617e-01 	2.6615e+00 	5.3229e-02
 3130 	 1.4710e-01 	7.8331e-01 	1.5666e-02
 3131 	 2.5623e-01 	1.0885e+00 	2.1770e-02
 3132 	 3.7353e-02 	7.8907e-01 	1.5781e-02
 3133 	 1.5418e-01 	6.2283e-01 	1.2457e-02
 3134 	 1.1689e-01 	2.0986e+00 	4.1972e-02
 3135 	 1.0661e-01 	2.5146e+00 	5.0292e-02
 3136 	 1.0750e-01 	9.9785e-01 	1.9957e-02
 3137 	 1.4858e-01 	6.4584e-01 	1.2917e-02
 3138 	 1.7653e-01 	1.5634e+00 	3.1267e-02
 3139 	 2.4886e-01 	1.5963e+00 	3.1927e-02
 3140 	 1.4855e-01 	1.3163e+00 	2.6325e-02
 3141 	 1.0781e-01 	5.5030e-01 	1.1006e-02
 3142 	 6.3708e-02 	1.4894e+00 	2.9789e-02
 3143 	 1.5338e-01 	3.2751e+00 	6.5501e-02
 3144 	 1.3044e-01 	3.6250e+00 	7.2501e-02
 3145 	 1.8305e-01 	4.1918e+00 	8.3835e-02
 3146 	 1.6589e-01 	4.5165e+00 	9.0329e-02
 3147 	 2.3938e-01 	7.3015e+00 	1.4603e-01
 3148 	 4.5219e-01 	3.7398e+00 	7.4796e-02
 3149 	 2.4452e-01 	9.6404e-01 	1.9281e-02
 3150 	 6.1973e-02 	2.7789e+00 	5.5578e-02
 3151 	 1.4801e-01 	1.8558e+00 	3.7116e-02
 3152 	 1.2852e-01 	8.0518e-01 	1.6104e-02
 3153 	 1.1772e-01 	1.6036e+00 	3.2073e-02
 3154 	 9.0481e-02 	3.2065e+00 	6.4130e-02
 3155 	 8.2166e-02 	5.0927e+00 	1.0185e-01
 3156 	 2.0313e-01 	4.0544e+00 	8.1089e-02
 3157 	 1.7677e-01 	7.2506e-01 	1.4501e-02
 3158 	 1.0845e-01 	5.0909e+00 	1.0182e-01
 3159 	 2.6142e-01 	6.5119e+00 	1.3024e-01
 3160 	 3.7218e-01 	1.3270e+00 	2.6540e-02
 3161 	 1.6647e-01 	3.4131e+00 	6.8261e-02
 3162 	 1.1633e-01 	1.4012e+00 	2.8024e-02
 3163 	 1.7995e-01 	3.7622e-01 	7.5244e-03
 3164 	 7.8589e-02 	9.6915e-01 	1.9383e-02
 3165 	 1.0941e-01 	1.2403e+00 	2.4807e-02
 3166 	 4.7825e-02 	1.9220e+00 	3.8439e-02
 3167 	 1.2616e-01 	3.8369e-01 	7.6738e-03
 3168 	 1.1788e-01 	2.4338e+00 	4.8675e-02
 3169 	 5.7436e-02 	5.2621e+00 	1.0524e-01
 3170 	 1.8540e-01 	5.7609e+00 	1.1522e-01
 3171 	 3.3016e-01 	6.8315e+00 	1.3663e-01
 3172 	 2.5084e-01 	6.1782e+00 	1.2356e-01
 3173 	 3.7603e-01 	1.6157e+00 	3.2314e-02
 3174 	 1.5447e-01 	5.5788e-01 	1.1158e-02
 3175 	 7.1802e-02 	2.0986e+00 	4.1972e-02
 3176 	 1.0328e-01 	4.8942e+00 	9.7885e-02
 3177 	 2.5842e-01 	2.4932e+00 	4.9863e-02
 3178 	 1.3934e-01 	2.0831e+00 	4.1662e-02
 3179 	 1.6039e-01 	4.9102e+00 	9.8204e-02
 3180 	 2.5925e-01 	5.0707e+00 	1.0141e-01
 3181 	 2.6315e-01 	3.6521e+00 	7.3042e-02
 3182 	 1.2829e-01 	4.0290e+00 	8.0581e-02
 3183 	 1.9446e-01 	2.4675e+00 	4.9350e-02
 3184 	 1.3055e-01 	1.1971e+00 	2.3941e-02
 3185 	 1.6859e-01 	7.0076e-01 	1.4015e-02
 3186 	 1.0577e-01 	7.2477e-01 	1.4495e-02
 3187 	 5.3687e-02 	4.5845e-01 	9.1691e-03
 3188 	 7.5453e-02 	8.9895e-01 	1.7979e-02
 3189 	 1.2332e-01 	2.3251e+00 	4.6502e-02
 3190 	 9.6066e-02 	4.0324e+00 	8.0648e-02
 3191 	 2.1333e-01 	5.2276e+00 	1.0455e-01
 3192 	 2.0870e-01 	2.5656e+00 	5.1312e-02
 3193 	 2.5389e-01 	2.4031e-01 	4.8063e-03
 3194 	 5.4489e-02 	1.0494e+00 	2.0989e-02
 3195 	 1.6816e-01 	1.1548e+00 	2.3096e-02
 3196 	 5.9930e-02 	1.4376e+00 	2.8752e-02
 3197 	 1.1011e-01 	9.9089e-02 	1.9818e-03
 3198 	 4.3748e-02 	1.1018e+00 	2.2036e-02
 3199 	 1.9380e-01 	5.6230e-01 	1.1246e-02
 3200 	 1.5234e-01 	1.8974e+00 	3.7948e-02
 3201 	 1.2231e-01 	1.2426e+00 	2.4851e-02
 3202 	 9.7192e-02 	9.8722e-01 	1.9744e-02
 3203 	 9.8563e-02 	2.2647e+00 	4.5294e-02
 3204 	 5.5337e-02 	1.0211e+00 	2.0423e-02
 3205 	 9.5181e-02 	6.0223e-01 	1.2045e-02
 3206 	 9.8268e-02 	1.1007e+00 	2.2013e-02
 3207 	 6.8359e-02 	1.1040e+00 	2.2080e-02
 3208 	 2.4417e-01 	4.9135e-01 	9.8271e-03
 3209 	 1.4038e-01 	1.3869e+00 	2.7738e-02
 3210 	 9.9079e-02 	1.0483e+00 	2.0965e-02
 3211 	 1.1589e-01 	4.5895e-01 	9.1790e-03
 3212 	 1.7532e-01 	2.5551e-01 	5.1102e-03
 3213 	 6.6803e-02 	1.1912e+00 	2.3824e-02
 3214 	 9.3585e-02 	1.3429e+00 	2.6859e-02
 3215 	 9.9367e-02 	2.1351e+00 	4.2702e-02
 3216 	 2.1244e-01 	1.3996e+00 	2.7992e-02
 3217 	 1.0065e-01 	4.6298e+00 	9.2596e-02
 3218 	 1.4710e-01 	1.3232e+00 	2.6464e-02
 3219 	 1.1932e-01 	6.4938e+00 	1.2988e-01
 3220 	 2.5276e-01 	6.9194e+00 	1.3839e-01
 3221 	 2.8983e-01 	4.5177e+00 	9.0353e-02
 3222 	 2.1821e-01 	1.4359e-01 	2.8717e-03
 3223 	 9.9200e-02 	5.1857e-01 	1.0371e-02
 3224 	 4.5207e-02 	3.3845e-01 	6.7691e-03
 3225 	 4.1080e-02 	2.3560e-01 	4.7121e-03
 3226 	 4.8056e-02 	5.1739e-01 	1.0348e-02
 3227 	 2.4740e-01 	6.1219e-01 	1.2244e-02
 3228 	 1.0860e-01 	3.9486e-01 	7.8973e-03
 3229 	 1.0018e-01 	2.3789e+00 	4.7579e-02
 3230 	 1.5163e-01 	4.3394e+00 	8.6789e-02
 3231 	 1.9207e-01 	7.5261e+00 	1.5052e-01
 3232 	 3.5720e-01 	5.8503e+00 	1.1701e-01
 3233 	 3.6181e-01 	2.4823e+00 	4.9645e-02
 3234 	 1.2192e-01 	9.7390e-01 	1.9478e-02
 3235 	 8.7129e-02 	3.9128e-01 	7.8256e-03
 3236 	 1.0243e-01 	1.7766e-01 	3.5533e-03
 3237 	 7.0249e-02 	1.5312e+00 	3.0624e-02
 3238 	 1.5717e-01 	6.5091e+00 	1.3018e-01
 3239 	 3.1524e-01 	7.0621e+00 	1.4124e-01
 3240 	 4.0936e-01 	3.3816e+00 	6.7632e-02
 3241 	 1.5690e-01 	3.4812e-01 	6.9624e-03
 3242 	 9.2568e-02 	1.2257e+00 	2.4514e-02
 3243 	 6.9474e-02 	5.2995e-01 	1.0599e-02
 3244 	 1.3107e-01 	4.8727e-01 	9.7453e-03
 3245 	 8.9796e-02 	2.4220e-01 	4.8441e-03
 3246 	 7.0490e-02 	1.4796e+00 	2.9592e-02
 3247 	 9.3129e-02 	2.8328e+00 	5.6657e-02
 3248 	 2.3346e-01 	3.5775e+00 	7.1550e-02
 3249 	 1.3955e-01 	1.4932e+00 	2.9864e-02
 3250 	 1.1283e-01 	5.8022e-01 	1.1604e-02
 3251 	 2.0623e-01 	1.0502e+00 	2.1004e-02
 3252 	 9.2843e-02 	1.4434e+00 	2.8867e-02
 3253 	 1.3855e-01 	4.3048e-01 	8.6096e-03
 3254 	 9.8957e-02 	2.8463e-01 	5.6926e-03
 3255 	 7.3768e-02 	8.6757e-01 	1.7351e-02
 3256 	 1.4211e-01 	4.6389e-01 	9.2779e-03
 3257 	 4.4211e-02 	1.2504e+00 	2.5008e-02
 3258 	 7.6289e-02 	1.7046e+00 	3.4092e-02
 3259 	 1.2730e-01 	1.5401e+00 	3.0802e-02
 3260 	 5.8592e-02 	5.5335e-01 	1.1067e-02
 3261 	 1.4958e-01 	1.5416e+00 	3.0832e-02
 3262 	 1.3985e-01 	1.5486e+00 	3.0973e-02
 3263 	 1.0983e-01 	2.4710e+00 	4.9420e-02
 3264 	 2.0423e-01 	1.7032e+00 	3.4063e-02
 3265 	 2.0780e-01 	2.6718e+00 	5.3436e-02
 3266 	 1.9547e-01 	6.2847e+00 	1.2569e-01
 3267 	 2.0792e-01 	3.8060e+00 	7.6119e-02
 3268 	 2.5483e-01 	7.1501e-01 	1.4300e-02
 3269 	 5.5347e-02 	1.1350e+00 	2.2700e-02
 3270 	 1.0209e-01 	1.0016e+00 	2.0032e-02
 3271 	 1.2829e-01 	6.8501e-01 	1.3700e-02
 3272 	 1.1494e-01 	2.2501e+00 	4.5003e-02
 3273 	 1.0003e-01 	2.0673e+00 	4.1345e-02
 3274 	 8.1178e-02 	5.4125e-01 	1.0825e-02
 3275 	 1.6612e-01 	6.2316e-01 	1.2463e-02
 3276 	 1.9559e-01 	2.6562e-01 	5.3124e-03
 3277 	 9.6338e-02 	5.0186e-01 	1.0037e-02
 3278 	 1.0451e-01 	1.1636e+00 	2.3271e-02
 3279 	 8.9571e-02 	8.5052e-01 	1.7010e-02
 3280 	 1.3467e-01 	2.6171e+00 	5.2343e-02
 3281 	 1.3433e-01 	3.2228e+00 	6.4457e-02
 3282 	 1.4205e-01 	2.4470e+00 	4.8940e-02
 3283 	 1.0215e-01 	8.9266e-01 	1.7853e-02
 3284 	 1.3243e-01 	9.2014e-01 	1.8403e-02
 3285 	 4.9876e-02 	1.9984e+00 	3.9968e-02
 3286 	 1.2569e-01 	1.6882e+00 	3.3764e-02
 3287 	 1.6069e-01 	6.9509e-01 	1.3902e-02
 3288 	 1.3854e-01 	5.5312e-01 	1.1062e-02
 3289 	 8.4548e-02 	1.9165e+00 	3.8330e-02
 3290 	 9.6988e-02 	1.4042e+00 	2.8083e-02
 3291 	 9.5376e-02 	5.0402e-01 	1.0080e-02
 3292 	 9.0027e-02 	6.6733e-01 	1.3347e-02
 3293 	 1.3105e-01 	2.4081e+00 	4.8162e-02
 3294 	 1.6354e-01 	6.8147e+00 	1.3629e-01
 3295 	 2.1675e-01 	1.0186e+01 	2.0372e-01
 3296 	 6.8772e-01 	4.9003e+00 	9.8005e-02
 3297 	 3.4776e-01 	3.3617e-01 	6.7235e-03
 3298 	 7.8918e-02 	2.1751e+00 	4.3502e-02
 3299 	 2.3503e-01 	1.8205e+00 	3.6409e-02
 3300 	 9.5849e-02 	3.4035e-01 	6.8070e-03
 3301 	 5.7124e-02 	1.2691e+00 	2.5383e-02
 3302 	 1.1160e-01 	1.3780e+00 	2.7560e-02
 3303 	 8.6729e-02 	7.5327e-01 	1.5065e-02
 3304 	 1.7446e-01 	1.5189e+00 	3.0379e-02
 3305 	 8.7024e-02 	2.8146e+00 	5.6292e-02
 3306 	 1.2809e-01 	1.5866e+00 	3.1731e-02
 3307 	 7.7712e-02 	1.3369e+00 	2.6738e-02
 3308 	 4.2603e-02 	2.1959e+00 	4.3918e-02
 3309 	 1.4025e-01 	1.3913e+00 	2.7826e-02
 3310 	 1.2554e-01 	6.1479e-01 	1.2296e-02
 3311 	 1.0999e-01 	6.7629e-01 	1.3526e-02
 3312 	 3.2832e-02 	1.4041e+00 	2.8081e-02
 3313 	 9.5459e-02 	3.1504e-01 	6.3007e-03
 3314 	 7.0712e-02 	3.3950e+00 	6.7900e-02
 3315 	 1.8496e-01 	1.7545e+00 	3.5090e-02
 3316 	 5.5240e-02 	3.3829e+00 	6.7658e-02
 3317 	 1.3685e-01 	3.6556e+00 	7.3111e-02
 3318 	 2.0111e-01 	2.5906e+00 	5.1812e-02
 3319 	 1.5486e-01 	2.5376e+00 	5.0751e-02
 3320 	 7.7133e-02 	2.4324e+00 	4.8648e-02
 3321 	 9.8988e-02 	2.8596e+00 	5.7192e-02
 3322 	 1.5917e-01 	1.2274e+00 	2.4547e-02
 3323 	 1.6970e-01 	1.1295e+00 	2.2589e-02
 3324 	 4.8120e-02 	2.3830e+00 	4.7659e-02
 3325 	 1.4203e-01 	8.5194e-01 	1.7039e-02
 3326 	 8.1574e-02 	1.9259e+00 	3.8519e-02
 3327 	 9.5235e-02 	1.8387e+00 	3.6773e-02
 3328 	 1.3870e-01 	1.0359e+00 	2.0718e-02
 3329 	 1.3822e-01 	2.5468e+00 	5.0937e-02
 3330 	 1.3663e-01 	2.5435e+00 	5.0869e-02
 3331 	 9.6917e-02 	1.3944e+00 	2.7888e-02
 3332 	 1.8535e-01 	3.2570e-01 	6.5140e-03
 3333 	 7.2737e-02 	2.8019e+00 	5.6038e-02
 3334 	 1.7389e-01 	6.8442e+00 	1.3688e-01
 3335 	 3.4023e-01 	8.7180e+00 	1.7436e-01
 3336 	 5.4145e-01 	1.0564e+01 	2.1129e-01
 3337 	 5.2862e-01 	1.0950e+01 	2.1900e-01
 3338 	 7.4263e-01 	6.6870e+00 	1.3374e-01
 3339 	 4.3441e-01 	3.2335e+00 	6.4671e-02
 3340 	 1.3903e-01 	3.6709e+00 	7.3417e-02
 3341 	 2.4543e-01 	6.1173e-01 	1.2235e-02
 3342 	 1.0710e-01 	1.8534e+00 	3.7068e-02
 3343 	 1.9510e-01 	1.2933e+00 	2.5867e-02
 3344 	 3.6861e-02 	1.9098e+00 	3.8195e-02
 3345 	 1.9015e-01 	4.8013e+00 	9.6025e-02
 3346 	 1.7687e-01 	3.5676e+00 	7.1352e-02
 3347 	 2.6822e-01 	1.6337e+00 	3.2675e-02
 3348 	 1.2115e-01 	1.1438e+00 	2.2876e-02
 3349 	 1.2612e-01 	2.3778e+00 	4.7555e-02
 3350 	 1.9507e-01 	3.1009e+00 	6.2019e-02
 3351 	 1.6129e-01 	3.3074e+00 	6.6149e-02
 3352 	 1.7417e-01 	2.8098e+00 	5.6196e-02
 3353 	 1.9856e-01 	1.0952e+00 	2.1904e-02
 3354 	 2.4142e-01 	1.5056e+00 	3.0113e-02
 3355 	 1.9688e-01 	1.8793e+00 	3.7586e-02
 3356 	 1.1078e-01 	3.5806e+00 	7.1612e-02
 3357 	 1.8484e-01 	1.5677e+00 	3.1353e-02
 3358 	 1.4314e-01 	7.7858e-01 	1.5572e-02
 3359 	 9.6845e-02 	8.3896e-01 	1.6779e-02
 3360 	 6.0882e-02 	7.0553e-01 	1.4111e-02
 3361 	 9.2992e-02 	6.3611e-01 	1.2722e-02
 3362 	 1.2279e-01 	2.2664e+00 	4.5327e-02
 3363 	 8.1871e-02 	9.0207e-01 	1.8041e-02
 3364 	 6.3168e-02 	1.8885e+00 	3.7771e-02
 3365 	 1.1824e-01 	7.8612e-01 	1.5722e-02
 3366 	 6.4852e-02 	6.6178e-01 	1.3236e-02
 3367 	 5.8060e-02 	1.4097e+00 	2.8193e-02
 3368 	 1.0969e-01 	8.4245e-01 	1.6849e-02
 3369 	 1.0068e-01 	1.8795e+00 	3.7590e-02
 3370 	 2.2308e-01 	3.4648e+00 	6.9296e-02
 3371 	 1.8598e-01 	2.4636e+00 	4.9273e-02
 3372 	 9.3862e-02 	2.1251e+00 	4.2502e-02
 3373 	 2.0582e-01 	9.4058e-01 	1.8812e-02
 3374 	 1.5402e-01 	9.0648e-01 	1.8130e-02
 3375 	 8.1140e-02 	1.7374e-01 	3.4748e-03
 3376 	 6.3814e-02 	2.3735e-01 	4.7470e-03
 3377 	 6.9580e-02 	7.6037e-01 	1.5207e-02
 3378 	 5.9692e-02 	1.4402e+00 	2.8804e-02
 3379 	 6.1690e-02 	1.2666e+00 	2.5332e-02
 3380 	 1.4058e-01 	2.3736e+00 	4.7471e-02
 3381 	 1.1768e-01 	4.0006e+00 	8.0013e-02
 3382 	 2.1583e-01 	4.1806e+00 	8.3613e-02
 3383 	 1.6880e-01 	1.4781e+00 	2.9561e-02
 3384 	 8.0177e-02 	1.5469e+00 	3.0937e-02
 3385 	 1.4880e-01 	4.1241e+00 	8.2482e-02
 3386 	 1.8392e-01 	7.1107e+00 	1.4221e-01
 3387 	 3.2972e-01 	5.5543e+00 	1.1109e-01
 3388 	 2.8195e-01 	1.1185e+00 	2.2370e-02
 3389 	 7.2340e-02 	1.4093e+00 	2.8185e-02
 3390 	 1.5347e-01 	2.1246e+00 	4.2492e-02
 3391 	 1.4752e-01 	5.0132e+00 	1.0026e-01
 3392 	 3.4385e-01 	5.2887e+00 	1.0577e-01
 3393 	 2.2360e-01 	3.1173e+00 	6.2346e-02
 3394 	 1.4603e-01 	2.7621e+00 	5.5242e-02
 3395 	 1.5817e-01 	2.2277e+00 	4.4554e-02
 3396 	 1.0518e-01 	1.8604e+00 	3.7208e-02
 3397 	 8.5723e-02 	1.1588e+00 	2.3177e-02
 3398 	 1.9839e-01 	2.0444e+00 	4.0888e-02
 3399 	 1.5620e-01 	3.7631e+00 	7.5261e-02
 3400 	 1.9825e-01 	4.3568e+00 	8.7136e-02
 3401 	 2.2734e-01 	2.8610e+00 	5.7220e-02
 3402 	 1.6925e-01 	7.5141e-01 	1.5028e-02
 3403 	 1.0697e-01 	1.2327e+00 	2.4653e-02
 3404 	 1.8769e-01 	3.9884e+00 	7.9769e-02
 3405 	 1.6943e-01 	3.8602e+00 	7.7204e-02
 3406 	 2.1669e-01 	1.7793e+00 	3.5586e-02
 3407 	 1.6106e-01 	3.9337e+00 	7.8674e-02
 3408 	 1.4892e-01 	2.2514e+00 	4.5028e-02
 3409 	 1.4867e-01 	2.1779e+00 	4.3558e-02
 3410 	 1.9502e-01 	5.1796e-01 	1.0359e-02
 3411 	 2.1410e-01 	5.0809e+00 	1.0162e-01
 3412 	 3.0958e-01 	5.2365e+00 	1.0473e-01
 3413 	 3.2830e-01 	1.3324e+00 	2.6648e-02
 3414 	 1.1569e-01 	2.3301e+00 	4.6601e-02
 3415 	 1.3129e-01 	7.4490e-01 	1.4898e-02
 3416 	 6.7756e-02 	1.6704e+00 	3.3408e-02
 3417 	 1.7367e-01 	1.4383e+00 	2.8766e-02
 3418 	 9.7134e-02 	1.1986e+00 	2.3971e-02
 3419 	 1.2065e-01 	8.3146e-01 	1.6629e-02
 3420 	 1.0837e-01 	8.2454e-01 	1.6491e-02
 3421 	 1.6825e-01 	2.2125e+00 	4.4251e-02
 3422 	 1.1056e-01 	7.7110e-01 	1.5422e-02
 3423 	 1.6038e-01 	5.3983e-01 	1.0797e-02
 3424 	 5.2924e-02 	1.5103e+00 	3.0206e-02
 3425 	 3.6772e-02 	8.2789e-01 	1.6558e-02
 3426 	 1.1068e-01 	2.5886e+00 	5.1773e-02
 3427 	 1.6305e-01 	3.4754e+00 	6.9509e-02
 3428 	 8.9424e-02 	1.3408e+00 	2.6817e-02
 3429 	 1.1001e-01 	1.1448e+00 	2.2897e-02
 3430 	 7.3820e-02 	9.5674e-01 	1.9135e-02
 3431 	 7.9881e-02 	6.2049e-01 	1.2410e-02
 3432 	 4.7487e-02 	4.5314e-01 	9.0628e-03
 3433 	 1.2705e-01 	9.6083e-01 	1.9217e-02
 3434 	 6.8193e-02 	4.2008e-01 	8.4016e-03
 3435 	 1.9991e-01 	1.4864e+00 	2.9728e-02
 3436 	 2.3701e-01 	7.6252e-01 	1.5250e-02
 3437 	 8.5502e-02 	9.4398e-01 	1.8880e-02
 3438 	 6.4913e-02 	2.9270e+00 	5.8541e-02
 3439 	 1.2120e-01 	5.1865e-01 	1.0373e-02
 3440 	 1.3533e-01 	1.5790e+00 	3.1580e-02
 3441 	 1.4153e-01 	3.4080e+00 	6.8160e-02
 3442 	 1.6388e-01 	3.8634e+00 	7.7268e-02
 3443 	 3.2016e-01 	4.9966e-01 	9.9932e-03
 3444 	 6.5575e-02 	5.2635e-01 	1.0527e-02
 3445 	 7.7885e-02 	1.2320e+00 	2.4640e-02
 3446 	 1.2024e-01 	1.5000e+00 	3.0000e-02
 3447 	 9.2557e-02 	2.0915e+00 	4.1830e-02
 3448 	 1.9230e-01 	5.4081e-01 	1.0816e-02
 3449 	 1.4336e-01 	3.8766e+00 	7.7532e-02
 3450 	 1.5349e-01 	5.6801e+00 	1.1360e-01
 3451 	 2.4722e-01 	3.1951e+00 	6.3902e-02
 3452 	 1.5231e-01 	1.0766e+00 	2.1533e-02
 3453 	 9.3133e-02 	2.7370e-01 	5.4740e-03
 3454 	 1.0512e-01 	1.0124e+00 	2.0248e-02
 3455 	 4.3636e-02 	9.7080e-01 	1.9416e-02
 3456 	 1.3689e-01 	8.3226e-01 	1.6645e-02
 3457 	 2.7601e-02 	3.7119e-01 	7.4237e-03
 3458 	 1.3443e-01 	1.2193e+00 	2.4386e-02
 3459 	 1.3241e-01 	1.2668e+00 	2.5336e-02
 3460 	 1.6283e-01 	1.1189e+00 	2.2378e-02
 3461 	 1.1383e-01 	1.7244e+00 	3.4489e-02
 3462 	 1.1622e-01 	3.4086e+00 	6.8172e-02
 3463 	 1.2273e-01 	1.9125e+00 	3.8249e-02
 3464 	 7.1057e-02 	1.4544e+00 	2.9088e-02
 3465 	 1.2826e-01 	5.5259e-01 	1.1052e-02
 3466 	 7.2027e-02 	1.8194e+00 	3.6389e-02
 3467 	 4.9165e-02 	2.7529e-01 	5.5058e-03
 3468 	 1.3662e-01 	5.5255e+00 	1.1051e-01
 3469 	 1.6969e-01 	6.7896e+00 	1.3579e-01
 3470 	 3.5223e-01 	6.3414e+00 	1.2683e-01
 3471 	 4.3081e-01 	3.2004e+00 	6.4008e-02
 3472 	 1.4054e-01 	3.2804e-01 	6.5609e-03
 3473 	 1.1558e-01 	2.8292e-01 	5.6585e-03
 3474 	 5.8104e-02 	3.6836e-01 	7.3672e-03
 3475 	 2.6312e-02 	1.1588e+00 	2.3176e-02
 3476 	 8.7361e-02 	1.4714e+00 	2.9427e-02
 3477 	 1.3629e-01 	1.2592e+00 	2.5183e-02
 3478 	 1.5558e-01 	6.7753e-01 	1.3551e-02
 3479 	 7.4112e-02 	1.1143e+00 	2.2286e-02
 3480 	 2.3447e-01 	7.0099e-01 	1.4020e-02
 3481 	 4.9787e-02 	1.5333e+00 	3.0667e-02
 3482 	 1.1436e-01 	6.8659e-01 	1.3732e-02
 3483 	 9.9667e-02 	1.8090e+00 	3.6180e-02
 3484 	 1.1091e-01 	1.3713e+00 	2.7427e-02
 3485 	 5.9798e-02 	3.2675e-01 	6.5351e-03
 3486 	 6.1933e-02 	1.2273e+00 	2.4547e-02
 3487 	 1.2837e-01 	6.7015e-01 	1.3403e-02
 3488 	 7.5095e-02 	2.2062e+00 	4.4123e-02
 3489 	 1.0780e-01 	1.4321e+00 	2.8641e-02
 3490 	 1.3159e-01 	4.5507e-01 	9.1015e-03
 3491 	 1.0167e-01 	1.7339e+00 	3.4678e-02
 3492 	 1.9197e-01 	2.2241e+00 	4.4483e-02
 3493 	 8.7253e-02 	9.0749e-01 	1.8150e-02
 3494 	 1.0688e-01 	1.9632e+00 	3.9264e-02
 3495 	 1.4077e-01 	1.8249e+00 	3.6497e-02
 3496 	 1.2582e-01 	2.6841e+00 	5.3682e-02
 3497 	 6.6297e-02 	1.8426e+00 	3.6851e-02
 3498 	 9.6340e-02 	7.2531e-01 	1.4506e-02
 3499 	 7.1421e-02 	2.6014e+00 	5.2029e-02
 3500 	 5.7522e-02 	4.5506e+00 	9.1013e-02
 3501 	 1.5601e-01 	6.2722e+00 	1.2544e-01
 3502 	 1.9594e-01 	2.3469e+00 	4.6938e-02
 3503 	 1.2977e-01 	2.6153e+00 	5.2305e-02
 3504 	 2.3246e-01 	9.3290e-01 	1.8658e-02
 3505 	 6.0279e-02 	1.1301e+00 	2.2602e-02
 3506 	 9.5755e-02 	2.2593e+00 	4.5185e-02
 3507 	 9.3228e-02 	8.5183e-01 	1.7037e-02
 3508 	 7.9061e-02 	1.3380e+00 	2.6761e-02
 3509 	 8.8553e-02 	2.3339e+00 	4.6678e-02
 3510 	 2.4257e-01 	1.3019e+00 	2.6039e-02
 3511 	 1.2999e-01 	2.6279e+00 	5.2558e-02
 3512 	 1.3040e-01 	5.9883e-01 	1.1977e-02
 3513 	 6.6472e-02 	1.4513e+00 	2.9025e-02
 3514 	 1.9132e-01 	6.3876e-01 	1.2775e-02
 3515 	 1.6591e-01 	3.8251e+00 	7.6502e-02
 3516 	 2.1834e-01 	3.5782e+00 	7.1564e-02
 3517 	 1.9669e-01 	1.4936e+00 	2.9872e-02
 3518 	 1.2694e-01 	3.0402e+00 	6.0805e-02
 3519 	 2.5454e-01 	1.7046e+00 	3.4091e-02
 3520 	 1.8214e-01 	1.6130e+00 	3.2260e-02
 3521 	 8.8557e-02 	4.3758e-01 	8.7517e-03
 3522 	 1.2645e-01 	2.0535e+00 	4.1070e-02
 3523 	 1.1589e-01 	4.0194e-01 	8.0387e-03
 3524 	 7.5730e-02 	2.9018e+00 	5.8036e-02
 3525 	 1.8108e-01 	1.3513e+00 	2.7026e-02
 3526 	 6.6603e-02 	1.8862e+00 	3.7724e-02
 3527 	 1.1117e-01 	9.0516e-01 	1.8103e-02
 3528 	 8.3271e-02 	1.3955e+00 	2.7911e-02
 3529 	 1.1513e-01 	2.4285e+00 	4.8569e-02
 3530 	 1.0540e-01 	1.2000e+00 	2.3999e-02
 3531 	 8.4953e-02 	5.1302e+00 	1.0260e-01
 3532 	 2.0845e-01 	1.1129e+01 	2.2258e-01
 3533 	 5.9497e-01 	1.2062e+01 	2.4124e-01
 3534 	 1.1866e+00 	6.7057e+00 	1.3411e-01
 3535 	 3.9161e-01 	3.6032e+00 	7.2064e-02
 3536 	 3.0127e-01 	5.8158e-01 	1.1632e-02
 3537 	 8.8790e-02 	1.5530e+00 	3.1060e-02
 3538 	 1.5833e-01 	9.8374e-01 	1.9675e-02
 3539 	 9.9616e-02 	1.9349e+00 	3.8698e-02
 3540 	 5.4633e-02 	1.8145e+00 	3.6291e-02
 3541 	 7.6153e-02 	3.2563e+00 	6.5125e-02
 3542 	 1.7299e-01 	2.6391e+00 	5.2782e-02
 3543 	 8.3775e-02 	9.7526e-01 	1.9505e-02
 3544 	 4.6727e-02 	6.2950e-01 	1.2590e-02
 3545 	 6.7064e-02 	1.4269e+00 	2.8538e-02
 3546 	 1.5663e-01 	2.1994e+00 	4.3988e-02
 3547 	 1.2413e-01 	5.4206e-01 	1.0841e-02
 3548 	 6.2810e-02 	1.5467e+00 	3.0935e-02
 3549 	 1.5680e-01 	1.2528e+00 	2.5056e-02
 3550 	 1.5104e-01 	1.2214e+00 	2.4428e-02
 3551 	 6.8043e-02 	2.3363e-01 	4.6727e-03
 3552 	 1.0205e-01 	9.3539e-01 	1.8708e-02
 3553 	 9.1397e-02 	1.4221e+00 	2.8442e-02
 3554 	 1.4796e-01 	4.7656e-01 	9.5313e-03
 3555 	 7.8487e-02 	2.5071e+00 	5.0142e-02
 3556 	 1.1503e-01 	6.2414e+00 	1.2483e-01
 3557 	 2.9229e-01 	9.5237e+00 	1.9047e-01
 3558 	 5.0393e-01 	7.8037e+00 	1.5607e-01
 3559 	 4.4983e-01 	5.0536e+00 	1.0107e-01
 3560 	 2.5812e-01 	3.9705e+00 	7.9409e-02
 3561 	 2.3035e-01 	5.4729e+00 	1.0946e-01
 3562 	 2.7629e-01 	5.4764e+00 	1.0953e-01
 3563 	 3.4490e-01 	1.8747e+00 	3.7493e-02
 3564 	 3.7399e-02 	2.3315e-01 	4.6631e-03
 3565 	 1.4121e-01 	1.7240e+00 	3.4480e-02
 3566 	 1.1079e-01 	1.7018e+00 	3.4036e-02
 3567 	 1.5227e-01 	1.2472e+00 	2.4944e-02
 3568 	 9.6599e-02 	5.2130e-01 	1.0426e-02
 3569 	 1.4574e-01 	8.4551e-01 	1.6910e-02
 3570 	 9.8530e-02 	4.5061e-01 	9.0123e-03
 3571 	 6.3990e-02 	1.1172e+00 	2.2344e-02
 3572 	 9.3482e-02 	1.6216e+00 	3.2432e-02
 3573 	 2.6183e-01 	2.1694e+00 	4.3389e-02
 3574 	 7.3457e-02 	4.4127e+00 	8.8255e-02
 3575 	 2.0644e-01 	4.8010e+00 	9.6021e-02
 3576 	 2.4306e-01 	2.5436e+00 	5.0871e-02
 3577 	 1.0745e-01 	2.2060e+00 	4.4121e-02
 3578 	 8.7578e-02 	2.2009e+00 	4.4018e-02
 3579 	 1.2578e-01 	5.2490e-01 	1.0498e-02
 3580 	 1.2552e-01 	6.3677e-01 	1.2735e-02
 3581 	 1.1137e-01 	6.2294e-01 	1.2459e-02
 3582 	 1.0283e-01 	7.2553e-01 	1.4511e-02
 3583 	 4.2475e-02 	3.0309e-01 	6.0618e-03
 3584 	 2.4815e-02 	3.3938e-01 	6.7877e-03
 3585 	 5.2176e-02 	2.6564e+00 	5.3128e-02
 3586 	 1.9567e-01 	3.0696e+00 	6.1393e-02
 3587 	 2.1594e-01 	3.5703e-01 	7.1406e-03
 3588 	 6.7310e-02 	1.5027e+00 	3.0053e-02
 3589 	 8.3684e-02 	1.3150e+00 	2.6301e-02
 3590 	 1.0829e-01 	7.5473e-01 	1.5095e-02
 3591 	 7.9817e-02 	4.6613e+00 	9.3227e-02
 3592 	 2.5323e-01 	4.4848e+00 	8.9696e-02
 3593 	 2.5360e-01 	8.8742e-01 	1.7748e-02
 3594 	 9.3338e-02 	9.5229e-01 	1.9046e-02
 3595 	 6.1836e-02 	2.2698e+00 	4.5396e-02
 3596 	 1.2118e-01 	3.4144e+00 	6.8289e-02
 3597 	 1.9811e-01 	4.5196e+00 	9.0393e-02
 3598 	 2.3722e-01 	3.1431e+00 	6.2862e-02
 3599 	 1.7804e-01 	2.0196e+00 	4.0393e-02
 3600 	 3.5134e-02 	4.0603e-01 	8.1207e-03
 3601 	 8.1863e-02 	3.1363e+00 	6.2725e-02
 3602 	 1.6407e-01 	2.9083e+00 	5.8167e-02
 3603 	 2.4062e-01 	4.0147e+00 	8.0294e-02
 3604 	 1.9461e-01 	4.0365e+00 	8.0729e-02
 3605 	 2.0308e-01 	9.3149e-01 	1.8630e-02
 3606 	 1.3261e-01 	7.2545e-01 	1.4509e-02
 3607 	 7.5413e-02 	7.6994e-01 	1.5399e-02
 3608 	 4.4679e-02 	5.1119e-01 	1.0224e-02
 3609 	 8.0983e-02 	9.8804e-01 	1.9761e-02
 3610 	 1.7948e-01 	2.9499e-01 	5.8998e-03
 3611 	 6.8984e-02 	7.2167e-02 	1.4433e-03
 3612 	 8.0488e-02 	1.6630e+00 	3.3260e-02
 3613 	 4.1298e-02 	1.5676e+00 	3.1352e-02
 3614 	 8.7664e-02 	1.5535e+00 	3.1070e-02
 3615 	 9.4307e-02 	7.0074e-01 	1.4015e-02
 3616 	 1.0170e-01 	4.8939e-01 	9.7878e-03
 3617 	 1.7538e-01 	3.3513e+00 	6.7025e-02
 3618 	 1.2499e-01 	5.5080e+00 	1.1016e-01
 3619 	 2.4588e-01 	2.3517e+00 	4.7033e-02
 3620 	 1.0483e-01 	1.7647e+00 	3.5295e-02
 3621 	 1.8777e-01 	3.1695e+00 	6.3391e-02
 3622 	 1.5136e-01 	4.3693e+00 	8.7386e-02
 3623 	 1.5976e-01 	4.8767e+00 	9.7535e-02
 3624 	 2.5533e-01 	3.0634e+00 	6.1269e-02
 3625 	 2.0076e-01 	5.9472e+00 	1.1894e-01
 3626 	 3.6615e-01 	1.1049e+01 	2.2098e-01
 3627 	 7.1569e-01 	8.2597e+00 	1.6519e-01
 3628 	 6.9196e-01 	2.0648e+00 	4.1296e-02
 3629 	 1.0560e-01 	2.3369e+00 	4.6738e-02
 3630 	 1.9436e-01 	4.0303e+00 	8.0606e-02
 3631 	 2.1139e-01 	1.1285e+00 	2.2571e-02
 3632 	 1.1353e-01 	2.1775e+00 	4.3549e-02
 3633 	 1.0021e-01 	1.5224e+00 	3.0448e-02
 3634 	 8.8806e-02 	2.5905e+00 	5.1811e-02
 3635 	 1.3251e-01 	8.5048e+00 	1.7010e-01
 3636 	 3.1845e-01 	8.1953e+00 	1.6391e-01
 3637 	 6.4402e-01 	2.1592e+00 	4.3184e-02
 3638 	 1.4926e-01 	5.1092e-01 	1.0218e-02
 3639 	 9.4800e-02 	4.8526e-01 	9.7052e-03
 3640 	 7.5120e-02 	9.4690e-01 	1.8938e-02
 3641 	 9.8447e-02 	5.9147e-01 	1.1829e-02
 3642 	 1.5334e-01 	1.1009e+00 	2.2017e-02
 3643 	 8.2722e-02 	1.1782e+00 	2.3565e-02
 3644 	 9.6658e-02 	1.1437e+00 	2.2875e-02
 3645 	 7.0264e-02 	2.0222e-01 	4.0443e-03
 3646 	 1.6539e-01 	2.2242e+00 	4.4485e-02
 3647 	 1.4800e-01 	2.3261e+00 	4.6522e-02
 3648 	 2.0324e-01 	2.9159e+00 	5.8319e-02
 3649 	 1.1007e-01 	2.2671e+00 	4.5342e-02
 3650 	 1.8478e-01 	9.3845e-01 	1.8769e-02
 3651 	 2.2298e-01 	1.3793e+00 	2.7587e-02
 3652 	 1.0040e-01 	9.1378e-01 	1.8276e-02
 3653 	 1.5167e-01 	1.1356e+00 	2.2713e-02
 3654 	 8.7988e-02 	8.2960e-01 	1.6592e-02
 3655 	 1.3103e-01 	9.5966e-01 	1.9193e-02
 3656 	 1.8439e-02 	7.5969e-01 	1.5194e-02
 3657 	 8.0771e-02 	1.5093e+00 	3.0186e-02
 3658 	 9.3005e-02 	2.9065e+00 	5.8129e-02
 3659 	 6.6368e-02 	4.8816e+00 	9.7633e-02
 3660 	 1.5061e-01 	2.5787e+00 	5.1575e-02
 3661 	 2.1974e-01 	7.0835e-01 	1.4167e-02
 3662 	 8.9402e-02 	1.2406e+00 	2.4812e-02
 3663 	 1.6209e-01 	2.5165e+00 	5.0330e-02
 3664 	 1.6499e-01 	7.1371e-01 	1.4274e-02
 3665 	 1.0366e-01 	1.6672e+00 	3.3343e-02
 3666 	 1.6147e-01 	1.1003e+00 	2.2006e-02
 3667 	 1.3483e-01 	5.3916e-01 	1.0783e-02
 3668 	 1.2681e-01 	5.8997e-01 	1.1799e-02
 3669 	 1.3969e-01 	1.7966e-01 	3.5932e-03
 3670 	 6.3233e-02 	7.9343e-01 	1.5869e-02
 3671 	 1.1368e-01 	1.7245e+00 	3.4489e-02
 3672 	 9.6421e-02 	1.7674e+00 	3.5349e-02
 3673 	 7.1623e-02 	1.5148e+00 	3.0297e-02
 3674 	 1.5221e-01 	7.1098e-01 	1.4220e-02
 3675 	 8.1855e-02 	1.0162e+00 	2.0324e-02
 3676 	 5.2576e-02 	1.7213e+00 	3.4426e-02
 3677 	 1.5310e-01 	3.8094e+00 	7.6188e-02
 3678 	 2.0549e-01 	3.1967e+00 	6.3935e-02
 3679 	 1.7171e-01 	7.8356e-01 	1.5671e-02
 3680 	 7.4520e-02 	1.4472e+00 	2.8945e-02
 3681 	 5.6442e-02 	3.4368e+00 	6.8735e-02
 3682 	 6.0641e-02 	1.5694e+00 	3.1388e-02
 3683 	 1.8181e-01 	2.3511e+00 	4.7022e-02
 3684 	 1.6897e-01 	6.3517e+00 	1.2703e-01
 3685 	 2.6878e-01 	5.7806e+00 	1.1561e-01
 3686 	 3.4405e-01 	2.0030e+00 	4.0059e-02
 3687 	 1.6870e-01 	2.2877e+00 	4.5754e-02
 3688 	 6.4040e-02 	2.1805e+00 	4.3611e-02
 3689 	 1.4732e-01 	1.5035e+00 	3.0070e-02
 3690 	 8.4139e-02 	1.4141e+00 	2.8282e-02
 3691 	 9.5040e-02 	2.6911e+00 	5.3822e-02
 3692 	 2.3676e-01 	7.7553e-01 	1.5511e-02
 3693 	 1.9204e-01 	1.3874e+00 	2.7749e-02
 3694 	 8.8367e-02 	2.2754e+00 	4.5508e-02
 3695 	 7.8822e-02 	4.6328e-01 	9.2655e-03
 3696 	 6.2188e-02 	3.3590e-01 	6.7180e-03
 3697 	 7.6663e-02 	1.2803e+00 	2.5605e-02
 3698 	 6.3621e-02 	2.9457e+00 	5.8913e-02
 3699 	 1.7296e-01 	2.1020e+00 	4.2041e-02
 3700 	 1.2809e-01 	1.7277e+00 	3.4553e-02
 3701 	 1.6208e-01 	4.0453e+00 	8.0906e-02
 3702 	 1.3020e-01 	3.7766e+00 	7.5532e-02
 3703 	 1.1025e-01 	2.8741e+00 	5.7481e-02
 3704 	 1.7824e-01 	2.4914e+00 	4.9827e-02
 3705 	 1.8679e-01 	6.0289e-01 	1.2058e-02
 3706 	 7.6684e-02 	9.2745e-01 	1.8549e-02
 3707 	 1.2220e-01 	2.2668e-01 	4.5335e-03
 3708 	 9.8017e-02 	9.9599e-01 	1.9920e-02
 3709 	 1.0216e-01 	1.3393e+00 	2.6787e-02
 3710 	 1.5118e-01 	4.7302e-01 	9.4604e-03
 3711 	 1.2789e-01 	2.4047e+00 	4.8093e-02
 3712 	 1.2609e-01 	2.9763e+00 	5.9527e-02
 3713 	 1.8045e-01 	1.9797e+00 	3.9594e-02
 3714 	 1.3474e-01 	2.2611e-01 	4.5221e-03
 3715 	 7.4782e-02 	2.1006e+00 	4.2013e-02
 3716 	 1.6927e-01 	6.3803e-01 	1.2761e-02
 3717 	 1.1806e-01 	1.4445e-01 	2.8891e-03
 3718 	 1.0970e-01 	2.0668e+00 	4.1336e-02
 3719 	 1.5862e-01 	3.0849e+00 	6.1698e-02
 3720 	 1.1258e-01 	1.2928e+00 	2.5855e-02
 3721 	 8.3207e-02 	1.9242e+00 	3.8483e-02
 3722 	 7.1115e-02 	2.9955e+00 	5.9911e-02
 3723 	 1.8645e-01 	4.6418e+00 	9.2835e-02
 3724 	 1.8756e-01 	4.1036e+00 	8.2072e-02
 3725 	 1.2828e-01 	2.4596e+00 	4.9191e-02
 3726 	 7.5447e-02 	5.5773e-01 	1.1155e-02
 3727 	 1.1147e-01 	6.3266e-01 	1.2653e-02
 3728 	 9.1103e-02 	8.9755e-01 	1.7951e-02
 3729 	 1.5650e-01 	2.1357e+00 	4.2713e-02
 3730 	 1.2521e-01 	2.6986e+00 	5.3971e-02
 3731 	 1.6206e-01 	2.5373e+00 	5.0746e-02
 3732 	 1.7222e-01 	3.7714e+00 	7.5427e-02
 3733 	 2.4354e-01 	4.0229e+00 	8.0457e-02
 3734 	 1.8558e-01 	4.3562e+00 	8.7124e-02
 3735 	 2.4270e-01 	7.0041e+00 	1.4008e-01
 3736 	 3.3370e-01 	7.8679e+00 	1.5736e-01
 3737 	 4.9640e-01 	6.2902e+00 	1.2580e-01
 3738 	 3.8214e-01 	4.0068e+00 	8.0135e-02
 3739 	 2.2449e-01 	1.9129e+00 	3.8257e-02
 3740 	 1.2140e-01 	1.2368e+00 	2.4736e-02
 3741 	 8.1727e-02 	6.8906e-01 	1.3781e-02
 3742 	 1.8603e-02 	5.3043e-01 	1.0609e-02
 3743 	 9.3100e-02 	7.5531e-02 	1.5106e-03
 3744 	 4.3759e-02 	2.3782e-01 	4.7565e-03
 3745 	 7.9767e-02 	1.0810e+00 	2.1620e-02
 3746 	 1.2416e-01 	2.4295e+00 	4.8590e-02
 3747 	 1.0783e-01 	4.3795e+00 	8.7589e-02
 3748 	 1.4950e-01 	1.7691e+00 	3.5382e-02
 3749 	 6.6913e-02 	1.1221e+00 	2.2443e-02
 3750 	 2.2086e-01 	2.7421e+00 	5.4842e-02
 3751 	 1.5474e-01 	6.9598e-01 	1.3920e-02
 3752 	 1.3885e-01 	1.3859e+00 	2.7718e-02
 3753 	 7.1618e-02 	9.5982e-01 	1.9196e-02
 3754 	 9.1294e-02 	2.5520e+00 	5.1041e-02
 3755 	 8.9894e-02 	5.9320e-01 	1.1864e-02
 3756 	 1.0623e-01 	9.9966e-01 	1.9993e-02
 3757 	 4.9378e-02 	1.0669e+00 	2.1339e-02
 3758 	 6.0986e-02 	2.1134e+00 	4.2268e-02
 3759 	 1.3348e-01 	1.6465e+00 	3.2931e-02
 3760 	 6.2187e-02 	8.0820e-01 	1.6164e-02
 3761 	 1.3118e-01 	1.7149e+00 	3.4299e-02
 3762 	 1.5710e-01 	3.5585e+00 	7.1171e-02
 3763 	 1.7805e-01 	5.8524e+00 	1.1705e-01
 3764 	 2.2642e-01 	5.8265e+00 	1.1653e-01
 3765 	 3.6825e-01 	2.6587e+00 	5.3174e-02
 3766 	 9.1397e-02 	5.8138e-01 	1.1628e-02
 3767 	 1.4293e-01 	4.5600e-01 	9.1199e-03
 3768 	 7.0089e-02 	1.1547e+00 	2.3093e-02
 3769 	 1.2052e-01 	7.2380e+00 	1.4476e-01
 3770 	 2.5954e-01 	1.4905e+01 	2.9811e-01
 3771 	 1.1308e+00 	1.1470e+01 	2.2940e-01
 3772 	 1.1663e+00 	3.6914e+00 	7.3827e-02
 3773 	 1.8065e-01 	3.6084e+00 	7.2168e-02
 3774 	 1.2934e-01 	1.7768e+00 	3.5535e-02
 3775 	 2.0748e-01 	9.3831e-01 	1.8766e-02
 3776 	 5.2622e-02 	2.4758e+00 	4.9516e-02
 3777 	 1.3107e-01 	4.3713e+00 	8.7426e-02
 3778 	 1.8670e-01 	1.2940e+00 	2.5880e-02
 3779 	 1.3232e-01 	8.5432e-01 	1.7086e-02
 3780 	 1.1898e-01 	8.9565e-01 	1.7913e-02
 3781 	 8.7227e-02 	3.4699e+00 	6.9398e-02
 3782 	 2.3309e-01 	2.9269e+00 	5.8538e-02
 3783 	 1.0076e-01 	1.3022e+00 	2.6045e-02
 3784 	 5.3735e-02 	6.9012e-01 	1.3802e-02
 3785 	 1.5022e-01 	1.1173e+00 	2.2346e-02
 3786 	 8.5773e-02 	2.5565e-01 	5.1131e-03
 3787 	 2.2676e-01 	1.8428e+00 	3.6856e-02
 3788 	 6.2054e-02 	1.9258e+00 	3.8515e-02
 3789 	 8.8784e-02 	1.0514e+00 	2.1028e-02
 3790 	 1.3146e-01 	5.4478e-01 	1.0896e-02
 3791 	 1.2161e-01 	7.1794e-01 	1.4359e-02
 3792 	 1.4091e-01 	2.6222e+00 	5.2443e-02
 3793 	 2.5735e-01 	1.7062e-01 	3.4124e-03
 3794 	 9.3744e-02 	3.6474e+00 	7.2949e-02
 3795 	 2.3315e-01 	3.9477e+00 	7.8954e-02
 3796 	 1.9136e-01 	2.3968e+00 	4.7935e-02
 3797 	 1.3044e-01 	2.0168e+00 	4.0336e-02
 3798 	 5.9154e-02 	1.3415e+00 	2.6830e-02
 3799 	 1.2076e-01 	6.4988e-01 	1.2998e-02
 3800 	 9.3069e-02 	4.3750e-01 	8.7500e-03
 3801 	 2.8937e-02 	2.0457e+00 	4.0915e-02
 3802 	 7.3055e-02 	9.7235e-01 	1.9447e-02
 3803 	 1.7684e-01 	9.2245e-01 	1.8449e-02
 3804 	 4.7626e-02 	1.4232e+00 	2.8463e-02
 3805 	 4.6885e-02 	1.4989e+00 	2.9977e-02
 3806 	 1.1314e-01 	1.6660e+00 	3.3320e-02
 3807 	 1.1063e-01 	1.6423e+00 	3.2847e-02
 3808 	 1.0731e-01 	7.8793e-01 	1.5759e-02
 3809 	 1.0438e-01 	2.9762e+00 	5.9523e-02
 3810 	 9.7443e-02 	1.8111e+00 	3.6222e-02
 3811 	 2.1443e-01 	1.5802e+00 	3.1605e-02
 3812 	 1.0645e-01 	1.5201e+00 	3.0401e-02
 3813 	 1.0457e-01 	3.9259e+00 	7.8518e-02
 3814 	 1.9145e-01 	5.1944e+00 	1.0389e-01
 3815 	 3.4518e-01 	3.2807e+00 	6.5613e-02
 3816 	 1.1108e-01 	1.6518e+00 	3.3037e-02
 3817 	 8.1468e-02 	1.4309e+00 	2.8618e-02
 3818 	 6.3547e-02 	1.5114e+00 	3.0228e-02
 3819 	 8.1122e-02 	5.0205e-01 	1.0041e-02
 3820 	 1.4980e-01 	9.4419e-01 	1.8884e-02
 3821 	 3.3341e-02 	7.6884e-01 	1.5377e-02
 3822 	 2.2807e-01 	1.1975e+00 	2.3950e-02
 3823 	 1.1549e-01 	9.7666e-01 	1.9533e-02
 3824 	 1.7734e-01 	3.0347e+00 	6.0695e-02
 3825 	 1.0092e-01 	2.5445e+00 	5.0890e-02
 3826 	 1.4456e-01 	8.1038e-01 	1.6208e-02
 3827 	 9.8136e-02 	5.7048e-01 	1.1410e-02
 3828 	 7.2921e-02 	7.7094e-01 	1.5419e-02
 3829 	 6.5268e-02 	1.4565e+00 	2.9129e-02
 3830 	 1.4609e-01 	1.6310e+00 	3.2620e-02
 3831 	 1.1984e-01 	1.2761e+00 	2.5522e-02
 3832 	 6.7193e-02 	4.6175e+00 	9.2349e-02
 3833 	 1.4169e-01 	5.1283e+00 	1.0257e-01
 3834 	 2.9297e-01 	5.0274e-01 	1.0055e-02
 3835 	 3.6908e-02 	1.5944e+00 	3.1888e-02
 3836 	 1.2029e-01 	1.2495e+00 	2.4989e-02
 3837 	 9.5858e-02 	5.9778e-01 	1.1956e-02
 3838 	 8.0843e-02 	1.9655e+00 	3.9311e-02
 3839 	 1.6132e-01 	4.0110e+00 	8.0221e-02
 3840 	 2.5502e-01 	5.5748e+00 	1.1150e-01
 3841 	 2.1867e-01 	6.9341e+00 	1.3868e-01
 3842 	 3.6345e-01 	5.8414e+00 	1.1683e-01
 3843 	 3.6674e-01 	4.3167e+00 	8.6333e-02
 3844 	 2.2791e-01 	2.4020e+00 	4.8040e-02
 3845 	 9.8111e-02 	2.8419e+00 	5.6839e-02
 3846 	 1.4048e-01 	8.3155e+00 	1.6631e-01
 3847 	 3.3177e-01 	4.7473e+00 	9.4945e-02
 3848 	 3.5443e-01 	2.9022e+00 	5.8044e-02
 3849 	 7.8439e-02 	6.3891e+00 	1.2778e-01
 3850 	 2.5331e-01 	2.8504e+00 	5.7008e-02
 3851 	 1.8565e-01 	3.8358e+00 	7.6717e-02
 3852 	 9.1459e-02 	5.6159e-01 	1.1232e-02
 3853 	 1.3401e-01 	1.9466e+00 	3.8932e-02
 3854 	 1.7702e-01 	1.1950e+00 	2.3899e-02
 3855 	 2.0154e-01 	2.0610e+00 	4.1219e-02
 3856 	 1.0705e-01 	3.9235e+00 	7.8470e-02
 3857 	 1.8333e-01 	2.3497e+00 	4.6994e-02
 3858 	 1.7403e-01 	3.2344e+00 	6.4688e-02
 3859 	 1.4432e-01 	1.0364e+00 	2.0727e-02
 3860 	 7.9449e-02 	2.4012e+00 	4.8024e-02
 3861 	 1.6521e-01 	1.8293e-01 	3.6587e-03
 3862 	 3.8178e-02 	3.0488e+00 	6.0976e-02
 3863 	 8.4482e-02 	3.6331e+00 	7.2663e-02
 3864 	 2.3315e-01 	1.8551e+00 	3.7102e-02
 3865 	 1.0185e-01 	1.1895e+00 	2.3791e-02
 3866 	 9.4120e-02 	2.2955e+00 	4.5910e-02
 3867 	 2.5459e-01 	2.0399e+00 	4.0798e-02
 3868 	 1.9843e-01 	1.4135e+00 	2.8270e-02
 3869 	 1.8842e-01 	2.6297e+00 	5.2593e-02
 3870 	 9.1250e-02 	1.3460e+00 	2.6920e-02
 3871 	 4.3405e-02 	7.7191e-01 	1.5438e-02
 3872 	 1.6831e-01 	5.6615e-01 	1.1323e-02
 3873 	 1.0608e-01 	2.1527e+00 	4.3053e-02
 3874 	 1.4232e-01 	1.7915e+00 	3.5830e-02
 3875 	 2.6123e-01 	3.8552e+00 	7.7103e-02
 3876 	 2.4809e-01 	6.2465e+00 	1.2493e-01
 3877 	 3.7635e-01 	4.8411e+00 	9.6823e-02
 3878 	 1.9833e-01 	2.1142e-01 	4.2284e-03
 3879 	 9.9740e-02 	1.9191e+00 	3.8382e-02
 3880 	 1.1812e-01 	4.2150e-01 	8.4300e-03
 3881 	 1.4982e-01 	5.1626e-01 	1.0325e-02
 3882 	 9.7020e-02 	1.6477e+00 	3.2955e-02
 3883 	 6.3014e-02 	2.4698e+00 	4.9397e-02
 3884 	 1.3570e-01 	2.4306e+00 	4.8612e-02
 3885 	 1.5531e-01 	9.9753e-01 	1.9951e-02
 3886 	 9.9544e-02 	1.7511e+00 	3.5022e-02
 3887 	 8.5254e-02 	4.9086e+00 	9.8171e-02
 3888 	 1.6363e-01 	2.3996e+00 	4.7991e-02
 3889 	 1.0715e-01 	1.1656e+00 	2.3311e-02
 3890 	 6.5842e-02 	1.5987e+00 	3.1974e-02
 3891 	 1.6768e-01 	2.0662e-01 	4.1323e-03
 3892 	 3.1929e-02 	3.2722e+00 	6.5443e-02
 3893 	 1.4205e-01 	4.1329e+00 	8.2657e-02
 3894 	 2.1161e-01 	3.3056e+00 	6.6111e-02
 3895 	 2.6118e-01 	7.9037e-01 	1.5807e-02
 3896 	 1.1796e-01 	3.8275e-01 	7.6550e-03
 3897 	 8.1218e-02 	7.5919e-01 	1.5184e-02
 3898 	 1.7510e-01 	2.4325e+00 	4.8650e-02
 3899 	 1.0583e-01 	3.6033e-01 	7.2065e-03
 3900 	 8.7452e-02 	4.2952e+00 	8.5905e-02
 3901 	 1.7045e-01 	7.0292e+00 	1.4058e-01
 3902 	 3.1867e-01 	8.0684e+00 	1.6137e-01
 3903 	 5.1485e-01 	8.3955e+00 	1.6791e-01
 3904 	 4.7128e-01 	9.7287e+00 	1.9457e-01
 3905 	 4.8843e-01 	9.3517e+00 	1.8703e-01
 3906 	 6.5310e-01 	9.4679e+00 	1.8936e-01
 3907 	 5.8788e-01 	5.0228e+00 	1.0046e-01
 3908 	 4.4243e-01 	2.9874e+00 	5.9749e-02
 3909 	 5.8766e-02 	1.1066e+00 	2.2131e-02
 3910 	 1.8875e-01 	1.1344e+00 	2.2688e-02
 3911 	 3.8094e-02 	7.1776e-01 	1.4355e-02
 3912 	 6.4750e-02 	2.3635e+00 	4.7270e-02
 3913 	 1.6954e-01 	1.3351e+00 	2.6701e-02
 3914 	 8.9103e-02 	8.6165e-01 	1.7233e-02
 3915 	 1.0903e-01 	3.5863e-01 	7.1727e-03
 3916 	 1.0102e-01 	8.6468e-01 	1.7294e-02
 3917 	 8.8484e-02 	6.1453e-01 	1.2291e-02
 3918 	 9.1551e-02 	2.2306e+00 	4.4613e-02
 3919 	 1.2701e-01 	3.2409e+00 	6.4819e-02
 3920 	 1.8155e-01 	1.2416e+00 	2.4833e-02
 3921 	 1.4237e-01 	1.4505e+00 	2.9010e-02
 3922 	 7.8540e-02 	5.4665e+00 	1.0933e-01
 3923 	 1.7473e-01 	4.3444e+00 	8.6889e-02
 3924 	 2.4358e-01 	5.0490e-01 	1.0098e-02
 3925 	 1.4006e-01 	6.6698e-01 	1.3340e-02
 3926 	 1.1476e-01 	1.9477e+00 	3.8954e-02
 3927 	 2.4168e-01 	1.3736e+00 	2.7473e-02
 3928 	 2.0177e-01 	6.0778e-01 	1.2156e-02
 3929 	 1.0035e-01 	1.1421e+00 	2.2842e-02
 3930 	 1.1870e-01 	3.9373e+00 	7.8745e-02
 3931 	 3.3479e-01 	8.1341e+00 	1.6268e-01
 3932 	 3.5611e-01 	5.7000e+00 	1.1400e-01
 3933 	 3.7349e-01 	1.5690e+00 	3.1381e-02
 3934 	 8.2648e-02 	4.3484e+00 	8.6968e-02
 3935 	 2.1337e-01 	7.0609e+00 	1.4122e-01
 3936 	 2.9584e-01 	5.5851e+00 	1.1170e-01
 3937 	 2.7992e-01 	2.1054e+00 	4.2109e-02
 3938 	 1.0027e-01 	4.1083e+00 	8.2165e-02
 3939 	 9.1240e-02 	2.9167e+00 	5.8334e-02
 3940 	 1.4811e-01 	6.0126e-01 	1.2025e-02
 3941 	 1.3583e-01 	2.8661e-01 	5.7323e-03
 3942 	 1.0963e-01 	7.5894e-01 	1.5179e-02
 3943 	 9.6028e-02 	1.1127e+00 	2.2254e-02
 3944 	 1.4236e-01 	1.0585e+00 	2.1169e-02
 3945 	 1.2277e-01 	8.2782e-01 	1.6556e-02
 3946 	 3.6607e-02 	5.1185e-01 	1.0237e-02
 3947 	 1.0513e-01 	3.0764e+00 	6.1528e-02
 3948 	 1.4479e-01 	7.9665e-01 	1.5933e-02
 3949 	 1.1959e-01 	2.5272e+00 	5.0543e-02
 3950 	 1.1346e-01 	2.1913e+00 	4.3826e-02
 3951 	 8.9706e-02 	1.1565e+00 	2.3130e-02
 3952 	 1.4136e-01 	7.6285e-01 	1.5257e-02
 3953 	 1.1285e-01 	4.5272e+00 	9.0543e-02
 3954 	 1.5584e-01 	4.3443e+00 	8.6887e-02
 3955 	 3.1170e-01 	1.3782e+00 	2.7563e-02
 3956 	 2.0056e-01 	6.1370e-01 	1.2274e-02
 3957 	 4.6148e-02 	1.9405e+00 	3.8811e-02
 3958 	 2.1788e-01 	6.4600e-01 	1.2920e-02
 3959 	 1.2765e-01 	2.3830e+00 	4.7659e-02
 3960 	 4.8388e-02 	1.1420e+00 	2.2841e-02
 3961 	 6.5104e-02 	5.0328e+00 	1.0066e-01
 3962 	 3.9774e-01 	5.9243e+00 	1.1849e-01
 3963 	 2.1188e-01 	4.0857e+00 	8.1714e-02
 3964 	 1.8336e-01 	9.9204e-01 	1.9841e-02
 3965 	 1.0578e-01 	4.7327e-01 	9.4654e-03
 3966 	 1.0562e-01 	2.7301e+00 	5.4602e-02
 3967 	 9.7167e-02 	4.1180e+00 	8.2360e-02
 3968 	 1.9640e-01 	2.0334e+00 	4.0667e-02
 3969 	 2.0195e-01 	2.4030e+00 	4.8060e-02
 3970 	 1.1291e-01 	4.4491e+00 	8.8983e-02
 3971 	 1.5398e-01 	3.0052e+00 	6.0104e-02
 3972 	 1.9760e-01 	9.0419e-01 	1.8084e-02
 3973 	 8.8565e-02 	6.8833e-01 	1.3767e-02
 3974 	 1.4590e-01 	2.3913e-01 	4.7827e-03
 3975 	 3.4137e-02 	3.2684e-01 	6.5368e-03
 3976 	 8.6852e-02 	4.3575e-01 	8.7151e-03
 3977 	 1.0885e-01 	4.3564e-01 	8.7128e-03
 3978 	 2.1657e-02 	1.1512e+00 	2.3025e-02
 3979 	 1.0698e-01 	5.5378e-01 	1.1076e-02
 3980 	 6.6138e-02 	1.0764e+00 	2.1528e-02
 3981 	 5.7706e-02 	1.3102e+00 	2.6204e-02
 3982 	 2.0327e-01 	8.8603e-01 	1.7721e-02
 3983 	 1.8823e-01 	2.0789e+00 	4.1577e-02
 3984 	 1.3279e-01 	1.7915e+00 	3.5829e-02
 3985 	 1.1688e-01 	6.4600e-01 	1.2920e-02
 3986 	 1.2549e-01 	7.2253e-01 	1.4451e-02
 3987 	 7.8388e-02 	2.6285e+00 	5.2571e-02
 3988 	 2.0223e-01 	4.8440e+00 	9.6879e-02
 3989 	 2.7874e-01 	2.7373e+00 	5.4745e-02
 3990 	 1.8854e-01 	3.3741e+00 	6.7483e-02
 3991 	 1.4408e-01 	3.8011e+00 	7.6022e-02
 3992 	 1.7813e-01 	1.1689e+00 	2.3378e-02
 3993 	 7.3971e-02 	6.9646e-01 	1.3929e-02
 3994 	 7.9203e-02 	1.5635e+00 	3.1270e-02
 3995 	 1.2132e-01 	1.1944e+00 	2.3888e-02
 3996 	 9.6216e-02 	6.2251e-01 	1.2450e-02
 3997 	 6.3083e-02 	1.9757e+00 	3.9513e-02
 3998 	 1.4183e-01 	5.9311e-02 	1.1862e-03
 3999 	 7.1491e-02 	1.8511e+00 	3.7022e-02
 4000 	 9.5689e-02 	1.3747e+00 	2.7494e-02
 4001 	 8.8751e-02 	9.0674e-01 	1.8135e-02
 4002 	 1.4722e-01 	3.6687e-01 	7.3373e-03
 4003 	 8.1115e-02 	6.8863e-01 	1.3773e-02
 4004 	 8.4253e-02 	2.2025e+00 	4.4050e-02
 4005 	 1.0498e-01 	5.3737e-01 	1.0747e-02
 4006 	 2.2503e-01 	4.0289e+00 	8.0578e-02
 4007 	 1.3078e-01 	5.2216e+00 	1.0443e-01
 4008 	 1.8849e-01 	4.7596e+00 	9.5191e-02
 4009 	 1.6466e-01 	4.4419e+00 	8.8838e-02
 4010 	 2.5893e-01 	4.8982e+00 	9.7964e-02
 4011 	 2.5120e-01 	7.5162e+00 	1.5032e-01
 4012 	 3.3860e-01 	4.2823e+00 	8.5646e-02
 4013 	 2.0660e-01 	2.1073e+00 	4.2145e-02
 4014 	 1.0254e-01 	1.5111e+00 	3.0222e-02
 4015 	 1.3262e-01 	1.6775e-01 	3.3551e-03
 4016 	 1.2348e-01 	4.3663e-01 	8.7325e-03
 4017 	 1.5220e-01 	3.5984e+00 	7.1969e-02
 4018 	 2.5926e-01 	6.2088e+00 	1.2418e-01
 4019 	 3.6917e-01 	8.7953e+00 	1.7591e-01
 4020 	 3.8428e-01 	8.1111e+00 	1.6222e-01
 4021 	 5.5981e-01 	2.1811e+00 	4.3621e-02
 4022 	 1.1442e-01 	5.6066e-01 	1.1213e-02
 4023 	 1.8823e-01 	3.5296e+00 	7.0591e-02
 4024 	 9.5581e-02 	6.4800e+00 	1.2960e-01
 4025 	 2.4650e-01 	5.5219e+00 	1.1044e-01
 4026 	 2.5530e-01 	5.6018e+00 	1.1204e-01
 4027 	 2.0693e-01 	3.2517e+00 	6.5034e-02
 4028 	 2.1003e-01 	6.1757e-01 	1.2351e-02
 4029 	 4.1908e-02 	7.9158e-01 	1.5832e-02
 4030 	 9.3794e-02 	4.3131e-01 	8.6261e-03
 4031 	 1.0508e-01 	3.4405e+00 	6.8809e-02
 4032 	 2.1404e-01 	5.0456e+00 	1.0091e-01
 4033 	 2.4097e-01 	1.1736e+00 	2.3472e-02
 4034 	 1.3857e-01 	2.3205e+00 	4.6411e-02
 4035 	 1.0797e-01 	1.0109e+00 	2.0218e-02
 4036 	 1.3391e-01 	2.0041e+00 	4.0082e-02
 4037 	 9.7780e-02 	1.9451e+00 	3.8902e-02
 4038 	 9.4576e-02 	5.2653e-01 	1.0531e-02
 4039 	 8.3211e-02 	4.4702e+00 	8.9404e-02
 4040 	 2.5959e-01 	4.7585e+00 	9.5170e-02
 4041 	 2.4380e-01 	2.0080e+00 	4.0160e-02
 4042 	 1.0118e-01 	5.5849e-01 	1.1170e-02
 4043 	 6.8551e-02 	5.7139e-01 	1.1428e-02
 4044 	 7.3465e-02 	7.3117e-01 	1.4623e-02
 4045 	 1.3032e-01 	6.2863e-01 	1.2573e-02
 4046 	 4.4781e-02 	1.9718e+00 	3.9435e-02
 4047 	 1.3011e-01 	3.8109e+00 	7.6217e-02
 4048 	 2.1229e-01 	4.1056e+00 	8.2112e-02
 4049 	 1.2676e-01 	6.9139e-01 	1.3828e-02
 4050 	 1.3416e-01 	1.3361e+00 	2.6722e-02
 4051 	 9.6304e-02 	1.6834e+00 	3.3667e-02
 4052 	 9.1960e-02 	1.3153e+00 	2.6306e-02
 4053 	 5.8452e-02 	6.1112e+00 	1.2222e-01
 4054 	 2.6861e-01 	7.0705e+00 	1.4141e-01
 4055 	 4.5726e-01 	5.0272e+00 	1.0054e-01
 4056 	 2.9872e-01 	3.0870e+00 	6.1740e-02
 4057 	 9.6508e-02 	3.3198e+00 	6.6397e-02
 4058 	 2.0679e-01 	3.2619e+00 	6.5238e-02
 4059 	 2.1544e-01 	1.9142e+00 	3.8283e-02
 4060 	 5.8429e-02 	9.0936e-01 	1.8187e-02
 4061 	 2.1772e-01 	1.6778e+00 	3.3555e-02
 4062 	 1.2730e-01 	3.7478e-01 	7.4957e-03
 4063 	 1.2669e-01 	2.3937e+00 	4.7875e-02
 4064 	 1.1345e-01 	2.5564e+00 	5.1127e-02
 4065 	 1.7346e-01 	1.9227e+00 	3.8453e-02
 4066 	 8.3959e-02 	3.1371e+00 	6.2743e-02
 4067 	 9.3286e-02 	9.6965e-01 	1.9393e-02
 4068 	 5.1853e-02 	1.2122e+00 	2.4243e-02
 4069 	 1.9680e-01 	8.2714e-01 	1.6543e-02
 4070 	 1.7311e-01 	5.2625e-01 	1.0525e-02
 4071 	 2.1385e-01 	5.2148e-01 	1.0430e-02
 4072 	 6.6380e-02 	1.1700e-01 	2.3400e-03
 4073 	 9.6931e-02 	1.0847e+00 	2.1694e-02
 4074 	 1.2870e-01 	2.0135e+00 	4.0271e-02
 4075 	 1.9639e-01 	2.8793e+00 	5.7586e-02
 4076 	 1.6651e-01 	1.5689e+00 	3.1379e-02
 4077 	 1.7334e-01 	2.9337e+00 	5.8674e-02
 4078 	 8.8923e-02 	3.8748e+00 	7.7496e-02
 4079 	 1.5789e-01 	2.8383e+00 	5.6766e-02
 4080 	 1.4092e-01 	8.9795e-01 	1.7959e-02
 4081 	 6.8800e-02 	8.7429e-01 	1.7486e-02
 4082 	 9.0668e-02 	1.2791e+00 	2.5582e-02
 4083 	 1.1831e-01 	4.7797e-01 	9.5593e-03
 4084 	 6.2952e-02 	2.6024e-01 	5.2047e-03
 4085 	 8.1902e-02 	3.1378e+00 	6.2755e-02
 4086 	 1.4567e-01 	1.7415e+00 	3.4829e-02
 4087 	 1.2952e-01 	9.0642e-01 	1.8128e-02
 4088 	 5.9106e-02 	1.9175e+00 	3.8350e-02
 4089 	 6.8902e-02 	3.8324e+00 	7.6649e-02
 4090 	 2.0807e-01 	7.9875e+00 	1.5975e-01
 4091 	 3.9895e-01 	5.2264e+00 	1.0453e-01
 4092 	 2.9326e-01 	1.2751e+00 	2.5502e-02
 4093 	 1.2513e-01 	1.4527e+00 	2.9054e-02
 4094 	 9.5169e-02 	1.0980e+00 	2.1960e-02
 4095 	 6.2215e-02 	2.1975e+00 	4.3950e-02
 4096 	 2.4129e-01 	2.7915e+00 	5.5831e-02
 4097 	 1.7865e-01 	3.4414e+00 	6.8829e-02
 4098 	 1.8101e-01 	2.6785e+00 	5.3570e-02
 4099 	 1.3378e-01 	3.5620e+00 	7.1239e-02
 4100 	 1.4797e-01 	2.4295e+00 	4.8590e-02
 4101 	 1.2962e-01 	6.1745e-01 	1.2349e-02
 4102 	 1.3373e-01 	7.4811e-01 	1.4962e-02
 4103 	 5.8319e-02 	6.0123e-01 	1.2025e-02
 4104 	 8.6010e-02 	2.2488e-01 	4.4976e-03
 4105 	 3.8908e-02 	3.0268e-01 	6.0536e-03
 4106 	 1.1761e-01 	4.2687e-01 	8.5374e-03
 4107 	 6.8196e-02 	1.4047e+00 	2.8093e-02
 4108 	 8.0244e-02 	9.3344e-01 	1.8669e-02
 4109 	 1.1501e-01 	2.1640e+00 	4.3280e-02
 4110 	 8.5355e-02 	9.2962e-01 	1.8592e-02
 4111 	 6.2279e-02 	2.4060e+00 	4.8120e-02
 4112 	 1.1555e-01 	1.7320e+00 	3.4639e-02
 4113 	 1.3231e-01 	7.8868e-01 	1.5774e-02
 4114 	 1.2032e-01 	3.0127e-01 	6.0255e-03
 4115 	 5.6711e-02 	1.6492e+00 	3.2985e-02
 4116 	 7.9530e-02 	9.9741e-01 	1.9948e-02
 4117 	 1.1527e-01 	5.2703e-01 	1.0541e-02
 4118 	 1.2854e-01 	5.3307e-01 	1.0661e-02
 4119 	 1.2031e-01 	1.8894e+00 	3.7788e-02
 4120 	 7.9945e-02 	5.0256e+00 	1.0051e-01
 4121 	 2.8767e-01 	1.6996e+00 	3.3992e-02
 4122 	 1.0656e-01 	2.8668e+00 	5.7336e-02
 4123 	 1.7693e-01 	2.4094e+00 	4.8189e-02
 4124 	 8.0540e-02 	1.7233e+00 	3.4465e-02
 4125 	 6.0746e-02 	4.2085e+00 	8.4170e-02
 4126 	 1.8081e-01 	8.9159e+00 	1.7832e-01
 4127 	 3.9372e-01 	8.0401e+00 	1.6080e-01
 4128 	 6.0897e-01 	5.2123e+00 	1.0425e-01
 4129 	 2.1519e-01 	3.8529e+00 	7.7057e-02
 4130 	 1.8146e-01 	1.3449e+00 	2.6899e-02
 4131 	 7.6962e-02 	2.4847e+00 	4.9694e-02
 4132 	 2.2697e-01 	4.9907e+00 	9.9814e-02
 4133 	 3.0544e-01 	4.2429e+00 	8.4858e-02
 4134 	 2.4352e-01 	1.8169e+00 	3.6338e-02
 4135 	 1.2615e-01 	9.8241e-02 	1.9648e-03
 4136 	 4.7779e-02 	1.9075e-01 	3.8150e-03
 4137 	 5.1388e-02 	4.2782e-01 	8.5563e-03
 4138 	 5.7707e-02 	2.2857e+00 	4.5714e-02
 4139 	 1.0207e-01 	5.4456e+00 	1.0891e-01
 4140 	 3.5747e-01 	3.3855e+00 	6.7710e-02
 4141 	 2.1669e-01 	1.6769e+00 	3.3537e-02
 4142 	 1.1014e-01 	4.3353e+00 	8.6707e-02
 4143 	 2.9167e-01 	3.2819e+00 	6.5638e-02
 4144 	 1.6348e-01 	5.1438e-01 	1.0288e-02
 4145 	 4.1402e-02 	1.2634e+00 	2.5267e-02
 4146 	 1.1129e-01 	3.3097e-01 	6.6194e-03
 4147 	 8.8587e-02 	3.7496e+00 	7.4992e-02
 4148 	 1.1642e-01 	1.2293e+00 	2.4586e-02
 4149 	 5.5203e-02 	1.7777e+00 	3.5554e-02
 4150 	 1.4740e-01 	8.6489e-01 	1.7298e-02
 4151 	 1.8898e-01 	1.7863e+00 	3.5726e-02
 4152 	 1.3489e-01 	3.1885e+00 	6.3771e-02
 4153 	 1.2922e-01 	2.1785e+00 	4.3569e-02
 4154 	 9.6996e-02 	3.4362e+00 	6.8723e-02
 4155 	 1.4018e-01 	7.0202e+00 	1.4040e-01
 4156 	 2.4741e-01 	4.0326e+00 	8.0652e-02
 4157 	 3.3814e-01 	1.8411e+00 	3.6821e-02
 4158 	 1.6996e-01 	4.7485e+00 	9.4970e-02
 4159 	 2.5757e-01 	2.5428e+00 	5.0856e-02
 4160 	 1.1572e-01 	1.6365e+00 	3.2731e-02
 4161 	 1.5780e-01 	2.4225e+00 	4.8450e-02
 4162 	 1.1996e-01 	5.3954e+00 	1.0791e-01
 4163 	 1.9753e-01 	2.8682e+00 	5.7364e-02
 4164 	 2.5393e-01 	3.1838e+00 	6.3676e-02
 4165 	 1.0617e-01 	3.0687e+00 	6.1374e-02
 4166 	 1.4376e-01 	2.9340e+00 	5.8680e-02
 4167 	 3.5882e-01 	4.3871e+00 	8.7741e-02
 4168 	 1.6881e-01 	2.5984e+00 	5.1968e-02
 4169 	 1.3654e-01 	6.6021e-01 	1.3204e-02
 4170 	 8.3721e-02 	1.9697e+00 	3.9394e-02
 4171 	 6.8847e-02 	2.8778e+00 	5.7557e-02
 4172 	 1.6962e-01 	1.4165e+00 	2.8331e-02
 4173 	 9.9380e-02 	4.6573e+00 	9.3145e-02
 4174 	 2.6835e-01 	4.8735e+00 	9.7470e-02
 4175 	 2.0191e-01 	4.9085e+00 	9.8171e-02
 4176 	 2.9933e-01 	4.4293e+00 	8.8585e-02
 4177 	 2.7246e-01 	5.1831e+00 	1.0366e-01
 4178 	 2.8476e-01 	2.9698e+00 	5.9396e-02
 4179 	 1.4553e-01 	8.1409e-01 	1.6282e-02
 4180 	 3.8109e-02 	1.9794e+00 	3.9588e-02
 4181 	 3.4872e-02 	1.5017e+00 	3.0034e-02
 4182 	 1.2723e-01 	1.3835e+00 	2.7671e-02
 4183 	 1.3026e-01 	9.5779e-01 	1.9156e-02
 4184 	 1.5290e-01 	1.4972e+00 	2.9943e-02
 4185 	 1.8480e-01 	9.5267e-01 	1.9053e-02
 4186 	 1.1132e-01 	1.0720e+00 	2.1439e-02
 4187 	 6.9472e-02 	3.8426e+00 	7.6852e-02
 4188 	 1.3592e-01 	1.9794e+00 	3.9587e-02
 4189 	 1.6238e-01 	1.1098e+00 	2.2197e-02
 4190 	 4.4765e-02 	4.6869e-01 	9.3739e-03
 4191 	 1.2787e-01 	8.4646e-01 	1.6929e-02
 4192 	 1.3571e-01 	6.3902e-01 	1.2780e-02
 4193 	 9.1582e-02 	1.0998e+00 	2.1995e-02
 4194 	 1.2074e-01 	3.3114e+00 	6.6229e-02
 4195 	 1.8041e-01 	1.1709e+00 	2.3418e-02
 4196 	 1.2770e-01 	6.9141e-01 	1.3828e-02
 4197 	 1.7257e-01 	1.0186e+00 	2.0372e-02
 4198 	 9.6030e-02 	2.8468e-01 	5.6936e-03
 4199 	 1.3253e-01 	1.6149e+00 	3.2297e-02
 4200 	 1.9751e-01 	5.4535e-01 	1.0907e-02
 4201 	 1.1310e-01 	4.0697e-01 	8.1394e-03
 4202 	 1.6054e-01 	2.4763e+00 	4.9527e-02
 4203 	 1.0257e-01 	1.8032e+00 	3.6063e-02
 4204 	 2.0273e-01 	4.6716e+00 	9.3432e-02
 4205 	 2.3075e-01 	2.3802e+00 	4.7603e-02
 4206 	 1.5584e-01 	1.5348e+00 	3.0697e-02
 4207 	 1.6620e-01 	1.2947e+00 	2.5895e-02
 4208 	 1.3536e-01 	5.2998e+00 	1.0600e-01
 4209 	 1.6772e-01 	8.1408e+00 	1.6282e-01
 4210 	 5.2869e-01 	3.8807e+00 	7.7614e-02
 4211 	 2.1052e-01 	1.2380e+00 	2.4759e-02
 4212 	 1.5198e-01 	1.1846e+00 	2.3691e-02
 4213 	 1.3447e-01 	6.4857e-01 	1.2971e-02
 4214 	 6.3518e-02 	5.5300e-01 	1.1060e-02
 4215 	 9.7530e-02 	7.7531e-01 	1.5506e-02
 4216 	 1.2883e-01 	1.4798e+00 	2.9595e-02
 4217 	 1.1360e-01 	1.6431e+00 	3.2862e-02
 4218 	 9.2222e-02 	1.4013e+00 	2.8026e-02
 4219 	 2.0078e-01 	7.7940e+00 	1.5588e-01
 4220 	 4.3322e-01 	1.4027e+01 	2.8055e-01
 4221 	 8.2913e-01 	1.8768e+01 	3.7535e-01
 4222 	 1.7995e+00 	5.6666e+00 	1.1333e-01
 4223 	 5.4524e-01 	5.6368e+00 	1.1274e-01
 4224 	 2.9872e-01 	6.3909e-01 	1.2782e-02
 4225 	 1.1905e-01 	1.3968e-01 	2.7935e-03
 4226 	 2.1832e-02 	2.3147e+00 	4.6295e-02
 4227 	 1.8293e-01 	8.0703e-01 	1.6141e-02
 4228 	 2.1872e-01 	2.2451e-01 	4.4902e-03
 4229 	 3.8146e-02 	3.9920e-01 	7.9840e-03
 4230 	 8.7883e-02 	1.5643e+00 	3.1286e-02
 4231 	 7.9852e-02 	5.1339e+00 	1.0268e-01
 4232 	 2.1945e-01 	1.2486e+01 	2.4972e-01
 4233 	 6.2253e-01 	1.4456e+01 	2.8911e-01
 4234 	 1.3089e+00 	1.2930e+01 	2.5861e-01
 4235 	 9.7669e-01 	1.0379e+01 	2.0759e-01
 4236 	 8.5889e-01 	1.1468e+00 	2.2936e-02
 4237 	 6.4622e-02 	3.4580e+00 	6.9161e-02
 4238 	 1.5401e-01 	1.3073e+00 	2.6145e-02
 4239 	 1.7609e-01 	1.0751e+00 	2.1502e-02
 4240 	 9.0294e-02 	9.3366e-01 	1.8673e-02
 4241 	 1.0082e-01 	1.6171e+00 	3.2343e-02
 4242 	 9.7383e-02 	1.9128e+00 	3.8255e-02
 4243 	 9.8386e-02 	6.3414e-01 	1.2683e-02
 4244 	 1.4270e-01 	6.3186e-01 	1.2637e-02
 4245 	 9.0279e-02 	2.3167e-01 	4.6334e-03
 4246 	 6.1546e-02 	1.2123e+00 	2.4246e-02
 4247 	 1.0528e-01 	5.9425e+00 	1.1885e-01
 4248 	 2.8808e-01 	4.0283e+00 	8.0566e-02
 4249 	 2.4591e-01 	4.9584e-01 	9.9168e-03
 4250 	 5.2270e-02 	5.1718e-01 	1.0344e-02
 4251 	 1.1386e-01 	6.7148e-01 	1.3430e-02
 4252 	 1.8819e-01 	1.3506e+00 	2.7012e-02
 4253 	 1.4698e-01 	5.0674e+00 	1.0135e-01
 4254 	 2.5922e-01 	8.2933e+00 	1.6587e-01
 4255 	 3.6502e-01 	1.1428e+01 	2.2856e-01
 4256 	 6.5934e-01 	9.4542e+00 	1.8908e-01
 4257 	 8.1270e-01 	1.9072e+00 	3.8145e-02
 4258 	 1.3457e-01 	8.6565e-01 	1.7313e-02
 4259 	 1.1637e-01 	8.6287e-01 	1.7257e-02
 4260 	 8.3444e-02 	8.4074e-01 	1.6815e-02
 4261 	 1.0486e-01 	1.9103e+00 	3.8205e-02
 4262 	 9.2066e-02 	3.3825e+00 	6.7650e-02
 4263 	 3.5454e-01 	4.0710e-01 	8.1420e-03
 4264 	 7.4427e-02 	1.1839e+00 	2.3678e-02
 4265 	 1.5110e-01 	1.2956e+00 	2.5911e-02
 4266 	 7.9836e-02 	1.5130e+00 	3.0261e-02
 4267 	 8.7661e-02 	6.6302e-01 	1.3260e-02
 4268 	 1.3063e-01 	8.8230e-01 	1.7646e-02
 4269 	 1.0168e-01 	8.4237e-01 	1.6847e-02
 4270 	 1.3103e-01 	3.5378e+00 	7.0756e-02
 4271 	 1.6195e-01 	2.5245e+00 	5.0490e-02
 4272 	 1.2460e-01 	7.4684e-01 	1.4937e-02
 4273 	 3.4956e-02 	3.1384e+00 	6.2768e-02
 4274 	 1.7261e-01 	6.5968e+00 	1.3194e-01
 4275 	 4.2899e-01 	1.9108e+00 	3.8216e-02
 4276 	 6.8709e-02 	4.0735e+00 	8.1471e-02
 4277 	 2.0574e-01 	5.3021e+00 	1.0604e-01
 4278 	 1.9049e-01 	4.9305e+00 	9.8609e-02
 4279 	 2.3336e-01 	4.7660e+00 	9.5321e-02
 4280 	 1.6708e-01 	5.7221e+00 	1.1444e-01
 4281 	 3.6314e-01 	4.8459e+00 	9.6918e-02
 4282 	 2.1102e-01 	5.4915e+00 	1.0983e-01
 4283 	 2.3130e-01 	3.7839e+00 	7.5678e-02
 4284 	 1.7889e-01 	2.8924e-01 	5.7847e-03
 4285 	 9.0692e-02 	3.3439e-01 	6.6878e-03
 4286 	 5.8486e-02 	1.6765e+00 	3.3530e-02
 4287 	 7.3660e-02 	2.1523e-01 	4.3046e-03
 4288 	 6.8603e-02 	2.6079e+00 	5.2158e-02
 4289 	 1.6823e-01 	1.1296e+00 	2.2591e-02
 4290 	 7.8767e-02 	1.0635e+00 	2.1270e-02
 4291 	 1.0419e-01 	1.1172e+00 	2.2345e-02
 4292 	 2.6188e-01 	4.7371e-01 	9.4742e-03
 4293 	 2.9677e-02 	8.3304e-01 	1.6661e-02
 4294 	 9.8059e-02 	1.1694e+00 	2.3388e-02
 4295 	 2.9555e-02 	1.1649e+00 	2.3299e-02
 4296 	 8.4441e-02 	3.3137e+00 	6.6273e-02
 4297 	 1.4928e-01 	5.1212e+00 	1.0242e-01
 4298 	 3.0945e-01 	3.5717e-01 	7.1433e-03
 4299 	 7.5525e-02 	1.3104e+00 	2.6209e-02
 4300 	 1.0305e-01 	8.4992e-01 	1.6998e-02
 4301 	 1.6196e-01 	6.6378e-01 	1.3276e-02
 4302 	 8.7732e-02 	1.0428e+00 	2.0855e-02
 4303 	 1.6377e-01 	1.1252e+00 	2.2504e-02
 4304 	 1.2897e-01 	1.8337e+00 	3.6674e-02
 4305 	 2.5056e-01 	6.3008e-01 	1.2602e-02
 4306 	 1.1861e-01 	1.1922e+00 	2.3843e-02
 4307 	 1.2229e-01 	1.2195e+00 	2.4390e-02
 4308 	 5.0543e-02 	5.7733e-01 	1.1547e-02
 4309 	 9.8766e-02 	1.5893e-01 	3.1786e-03
 4310 	 9.0924e-02 	1.3576e+00 	2.7151e-02
 4311 	 6.2764e-02 	2.3665e+00 	4.7330e-02
 4312 	 1.7252e-01 	1.2313e+00 	2.4625e-02
 4313 	 1.0900e-01 	8.3104e-01 	1.6621e-02
 4314 	 3.1813e-02 	1.3672e+00 	2.7343e-02
 4315 	 1.6078e-01 	2.9672e-01 	5.9344e-03
 4316 	 8.4339e-02 	4.7250e-01 	9.4500e-03
 4317 	 1.0093e-01 	2.8810e+00 	5.7621e-02
 4318 	 1.9786e-01 	1.9994e+00 	3.9989e-02
 4319 	 1.0731e-01 	8.1321e-01 	1.6264e-02
 4320 	 6.7759e-02 	7.4929e-01 	1.4986e-02
 4321 	 1.1357e-01 	4.2522e+00 	8.5044e-02
 4322 	 1.2874e-01 	3.6836e+00 	7.3671e-02
 4323 	 1.5263e-01 	1.5221e-01 	3.0442e-03
 4324 	 4.2755e-02 	1.2096e+00 	2.4192e-02
 4325 	 1.2045e-01 	3.5648e+00 	7.1297e-02
 4326 	 1.6676e-01 	4.0679e+00 	8.1358e-02
 4327 	 2.6817e-01 	3.7090e+00 	7.4179e-02
 4328 	 1.1616e-01 	3.4629e+00 	6.9258e-02
 4329 	 2.3658e-01 	4.7300e+00 	9.4600e-02
 4330 	 1.3714e-01 	3.7892e-01 	7.5785e-03
 4331 	 7.4535e-02 	1.1627e+00 	2.3254e-02
 4332 	 8.7360e-02 	3.4955e-01 	6.9910e-03
 4333 	 1.2792e-01 	4.3152e+00 	8.6305e-02
 4334 	 2.3642e-01 	5.8796e+00 	1.1759e-01
 4335 	 2.7368e-01 	3.3835e+00 	6.7670e-02
 4336 	 2.7834e-01 	3.8184e-01 	7.6368e-03
 4337 	 4.8548e-02 	1.8490e+00 	3.6980e-02
 4338 	 6.6165e-02 	1.7068e+00 	3.4136e-02
 4339 	 1.0803e-01 	6.0362e-01 	1.2072e-02
 4340 	 8.5645e-02 	1.6232e+00 	3.2464e-02
 4341 	 1.2761e-01 	2.8710e-01 	5.7419e-03
 4342 	 5.1472e-02 	9.9484e-01 	1.9897e-02
 4343 	 1.3191e-01 	2.9718e+00 	5.9437e-02
 4344 	 1.1200e-01 	1.0699e+00 	2.1398e-02
 4345 	 1.2322e-01 	5.1299e+00 	1.0260e-01
 4346 	 1.7970e-01 	5.9120e+00 	1.1824e-01
 4347 	 2.9024e-01 	3.7169e+00 	7.4337e-02
 4348 	 1.3702e-01 	1.8775e+00 	3.7551e-02
 4349 	 7.0969e-02 	7.5123e-01 	1.5025e-02
 4350 	 8.2583e-02 	1.0360e+00 	2.0720e-02
 4351 	 1.3108e-01 	2.6476e+00 	5.2951e-02
 4352 	 1.5310e-01 	4.7142e+00 	9.4285e-02
 4353 	 1.5634e-01 	3.3770e+00 	6.7541e-02
 4354 	 1.5602e-01 	4.6080e-01 	9.2161e-03
 4355 	 7.6433e-02 	1.8673e+00 	3.7345e-02
 4356 	 1.3023e-01 	2.6539e+00 	5.3079e-02
 4357 	 1.0900e-01 	2.3451e+00 	4.6903e-02
 4358 	 7.1260e-02 	4.0432e+00 	8.0863e-02
 4359 	 1.2596e-01 	1.8470e+00 	3.6939e-02
 4360 	 1.2517e-01 	3.1477e+00 	6.2953e-02
 4361 	 2.0134e-01 	2.1551e+00 	4.3101e-02
 4362 	 1.4082e-01 	3.9185e+00 	7.8370e-02
 4363 	 1.2707e-01 	3.7517e+00 	7.5033e-02
 4364 	 1.4507e-01 	6.2809e-01 	1.2562e-02
 4365 	 1.6687e-01 	6.3513e-01 	1.2703e-02
 4366 	 1.3071e-01 	1.7384e+00 	3.4768e-02
 4367 	 4.4535e-02 	4.8254e+00 	9.6508e-02
 4368 	 2.3892e-01 	3.9405e+00 	7.8810e-02
 4369 	 1.4754e-01 	2.2231e+00 	4.4462e-02
 4370 	 1.9687e-01 	4.3063e+00 	8.6126e-02
 4371 	 1.4991e-01 	1.3281e+00 	2.6561e-02
 4372 	 1.5442e-01 	4.9744e+00 	9.9488e-02
 4373 	 2.7710e-01 	7.3362e+00 	1.4672e-01
 4374 	 3.7219e-01 	6.4296e+00 	1.2859e-01
 4375 	 3.1516e-01 	8.3458e-01 	1.6692e-02
 4376 	 6.8569e-02 	2.8081e+00 	5.6163e-02
 4377 	 1.2158e-01 	2.4342e+00 	4.8685e-02
 4378 	 1.5734e-01 	9.8019e-01 	1.9604e-02
 4379 	 7.7798e-02 	7.2863e-01 	1.4573e-02
 4380 	 2.2296e-01 	6.0244e-01 	1.2049e-02
 4381 	 7.6857e-02 	1.8908e+00 	3.7816e-02
 4382 	 1.2735e-01 	1.9719e+00 	3.9438e-02
 4383 	 8.1996e-02 	3.5927e+00 	7.1855e-02
 4384 	 2.5141e-01 	1.6001e+00 	3.2002e-02
 4385 	 1.3535e-01 	3.5291e+00 	7.0583e-02
 4386 	 2.5720e-01 	4.4567e+00 	8.9133e-02
 4387 	 1.7786e-01 	6.1050e+00 	1.2210e-01
 4388 	 3.2463e-01 	2.6423e+00 	5.2846e-02
 4389 	 1.7477e-01 	5.2975e-01 	1.0595e-02
 4390 	 1.0737e-01 	5.6339e-01 	1.1268e-02
 4391 	 1.1097e-01 	2.3866e+00 	4.7733e-02
 4392 	 1.5549e-01 	4.8266e+00 	9.6532e-02
 4393 	 1.6707e-01 	6.4510e+00 	1.2902e-01
 4394 	 4.6115e-01 	1.0432e+01 	2.0863e-01
 4395 	 6.2039e-01 	1.5548e+01 	3.1096e-01
 4396 	 1.1755e+00 	1.0564e+01 	2.1127e-01
 4397 	 8.4592e-01 	3.0265e+00 	6.0529e-02
 4398 	 2.0728e-01 	3.5936e+00 	7.1872e-02
 4399 	 2.0495e-01 	4.0695e+00 	8.1391e-02
 4400 	 2.4052e-01 	2.3624e+00 	4.7248e-02
 4401 	 2.4304e-01 	3.7197e-01 	7.4393e-03
 4402 	 7.8842e-02 	8.6417e-01 	1.7283e-02
 4403 	 9.5581e-02 	9.9904e-01 	1.9981e-02
 4404 	 1.2510e-01 	6.0126e-01 	1.2025e-02
 4405 	 1.2850e-01 	2.0418e+00 	4.0836e-02
 4406 	 1.4530e-01 	3.3121e+00 	6.6242e-02
 4407 	 1.1969e-01 	3.6571e+00 	7.3142e-02
 4408 	 1.7705e-01 	3.9920e+00 	7.9839e-02
 4409 	 8.2562e-02 	5.5815e+00 	1.1163e-01
 4410 	 2.6987e-01 	3.3649e+00 	6.7297e-02
 4411 	 2.3017e-01 	4.5843e+00 	9.1687e-02
 4412 	 1.3451e-01 	8.2697e+00 	1.6539e-01
 4413 	 4.7093e-01 	6.1946e+00 	1.2389e-01
 4414 	 2.4837e-01 	4.1735e+00 	8.3471e-02
 4415 	 2.0448e-01 	1.3596e+00 	2.7192e-02
 4416 	 8.3201e-02 	1.1032e+00 	2.2063e-02
 4417 	 4.8937e-02 	1.2119e+00 	2.4238e-02
 4418 	 1.6696e-01 	2.3766e+00 	4.7532e-02
 4419 	 1.7214e-01 	6.7922e-01 	1.3584e-02
 4420 	 9.1698e-02 	1.5667e-01 	3.1334e-03
 4421 	 8.9425e-02 	2.8676e+00 	5.7351e-02
 4422 	 1.1322e-01 	2.6252e+00 	5.2503e-02
 4423 	 1.9039e-01 	1.2087e+00 	2.4174e-02
 4424 	 6.8990e-02 	5.0179e-01 	1.0036e-02
 4425 	 5.5576e-02 	1.5403e+00 	3.0806e-02
 4426 	 1.1908e-01 	2.0655e+00 	4.1309e-02
 4427 	 8.4507e-02 	5.2156e-01 	1.0431e-02
 4428 	 5.9533e-02 	4.1392e+00 	8.2784e-02
 4429 	 1.6682e-01 	3.6301e+00 	7.2601e-02
 4430 	 1.6137e-01 	1.3615e+00 	2.7231e-02
 4431 	 1.1852e-01 	1.2390e+00 	2.4781e-02
 4432 	 1.3220e-01 	8.7488e-01 	1.7498e-02
 4433 	 1.1261e-01 	7.3495e-01 	1.4699e-02
 4434 	 3.2020e-02 	1.1433e+00 	2.2866e-02
 4435 	 1.1045e-01 	1.3398e+00 	2.6795e-02
 4436 	 1.2696e-01 	2.5475e+00 	5.0950e-02
 4437 	 5.7738e-02 	2.8190e+00 	5.6379e-02
 4438 	 1.8048e-01 	5.4700e+00 	1.0940e-01
 4439 	 2.8883e-01 	7.3054e+00 	1.4611e-01
 4440 	 4.0525e-01 	7.0811e+00 	1.4162e-01
 4441 	 3.5231e-01 	6.6283e+00 	1.3257e-01
 4442 	 3.7617e-01 	7.6089e+00 	1.5218e-01
 4443 	 4.6040e-01 	7.7987e+00 	1.5597e-01
 4444 	 5.1391e-01 	5.9109e+00 	1.1822e-01
 4445 	 3.3117e-01 	1.2180e+00 	2.4361e-02
 4446 	 1.3718e-01 	5.0837e+00 	1.0167e-01
 4447 	 2.8239e-01 	7.6609e+00 	1.5322e-01
 4448 	 3.5183e-01 	6.2039e+00 	1.2408e-01
 4449 	 5.1155e-01 	2.8342e+00 	5.6684e-02
 4450 	 2.0125e-01 	3.4794e-01 	6.9587e-03
 4451 	 4.5830e-02 	2.1102e+00 	4.2205e-02
 4452 	 6.3827e-02 	2.1638e+00 	4.3275e-02
 4453 	 2.1648e-01 	1.1640e+00 	2.3280e-02
 4454 	 1.1838e-01 	6.4172e-01 	1.2834e-02
 4455 	 7.9824e-02 	9.7969e-01 	1.9594e-02
 4456 	 9.6464e-02 	1.2625e+00 	2.5251e-02
 4457 	 1.4565e-01 	3.9376e+00 	7.8752e-02
 4458 	 1.7932e-01 	4.5883e+00 	9.1765e-02
 4459 	 2.7309e-01 	2.8737e+00 	5.7475e-02
 4460 	 1.7762e-01 	2.6534e+00 	5.3068e-02
 4461 	 1.6943e-01 	1.3919e+00 	2.7838e-02
 4462 	 1.1167e-01 	1.5231e+00 	3.0462e-02
 4463 	 9.6309e-02 	2.4239e+00 	4.8478e-02
 4464 	 1.7369e-01 	2.8199e+00 	5.6398e-02
 4465 	 1.9836e-01 	4.8992e+00 	9.7984e-02
 4466 	 1.8506e-01 	4.3924e+00 	8.7848e-02
 4467 	 1.2102e-01 	4.0808e+00 	8.1617e-02
 4468 	 1.8745e-01 	3.4109e+00 	6.8217e-02
 4469 	 9.7235e-02 	2.7544e-01 	5.5088e-03
 4470 	 5.7965e-02 	2.8059e+00 	5.6118e-02
 4471 	 7.9478e-02 	3.7151e+00 	7.4303e-02
 4472 	 1.7708e-01 	1.5816e+00 	3.1633e-02
 4473 	 1.5047e-01 	1.2006e+00 	2.4012e-02
 4474 	 2.1536e-01 	1.9886e+00 	3.9772e-02
 4475 	 2.2606e-01 	5.0814e-01 	1.0163e-02
 4476 	 8.1053e-02 	2.7757e-01 	5.5513e-03
 4477 	 4.6783e-02 	8.7402e-01 	1.7480e-02
 4478 	 9.2396e-02 	5.9669e-01 	1.1934e-02
 4479 	 6.4502e-02 	4.7148e-01 	9.4297e-03
 4480 	 2.7614e-01 	8.4330e-01 	1.6866e-02
 4481 	 1.0731e-01 	8.5514e-01 	1.7103e-02
 4482 	 2.4603e-01 	7.0258e-01 	1.4052e-02
 4483 	 1.2798e-01 	1.3239e+00 	2.6478e-02
 4484 	 7.7136e-02 	1.6675e+00 	3.3351e-02
 4485 	 1.3646e-01 	2.8318e+00 	5.6635e-02
 4486 	 9.0838e-02 	2.0722e+00 	4.1444e-02
 4487 	 2.0963e-01 	1.6299e+00 	3.2599e-02
 4488 	 8.1489e-02 	2.3906e+00 	4.7812e-02
 4489 	 1.5748e-01 	1.3346e+00 	2.6691e-02
 4490 	 1.1243e-01 	2.0425e-01 	4.0850e-03
 4491 	 3.9950e-02 	1.1438e+00 	2.2876e-02
 4492 	 1.7470e-01 	1.3916e+00 	2.7833e-02
 4493 	 3.8688e-02 	1.2625e+00 	2.5251e-02
 4494 	 8.7403e-02 	2.8766e+00 	5.7532e-02
 4495 	 1.0758e-01 	5.8017e+00 	1.1603e-01
 4496 	 2.9289e-01 	4.7049e+00 	9.4098e-02
 4497 	 3.1771e-01 	2.0371e+00 	4.0741e-02
 4498 	 1.0023e-01 	3.4241e+00 	6.8481e-02
 4499 	 1.2982e-01 	2.8887e+00 	5.7775e-02
 4500 	 1.0966e-01 	1.9935e+00 	3.9871e-02
 4501 	 4.9933e-02 	1.5058e+00 	3.0117e-02
 4502 	 6.9988e-02 	9.1936e-01 	1.8387e-02
 4503 	 1.8233e-01 	1.7453e+00 	3.4905e-02
 4504 	 3.9148e-02 	1.0640e+00 	2.1280e-02
 4505 	 6.8452e-02 	4.2295e+00 	8.4589e-02
 4506 	 2.3342e-01 	7.7591e+00 	1.5518e-01
 4507 	 3.3553e-01 	8.6241e+00 	1.7248e-01
 4508 	 5.6453e-01 	1.1973e+01 	2.3946e-01
 4509 	 6.0457e-01 	1.2156e+01 	2.4311e-01
 4510 	 1.0303e+00 	7.8252e+00 	1.5650e-01
 4511 	 4.5583e-01 	5.8090e+00 	1.1618e-01
 4512 	 2.4413e-01 	5.1225e+00 	1.0245e-01
 4513 	 2.8568e-01 	5.1122e+00 	1.0224e-01
 4514 	 3.0540e-01 	4.9987e+00 	9.9974e-02
 4515 	 3.3767e-01 	4.1269e+00 	8.2539e-02
 4516 	 1.9932e-01 	1.5246e+00 	3.0492e-02
 4517 	 6.3301e-02 	2.4208e-01 	4.8417e-03
 4518 	 7.4743e-02 	2.5445e+00 	5.0889e-02
 4519 	 2.0566e-01 	4.7758e+00 	9.5516e-02
 4520 	 1.9022e-01 	3.2279e+00 	6.4558e-02
 4521 	 2.3802e-01 	1.5121e+00 	3.0242e-02
 4522 	 1.7268e-01 	5.1739e+00 	1.0348e-01
 4523 	 2.3092e-01 	7.5138e+00 	1.5028e-01
 4524 	 3.4394e-01 	5.8122e+00 	1.1624e-01
 4525 	 4.2035e-01 	4.0340e-01 	8.0679e-03
 4526 	 3.5856e-02 	1.9483e+00 	3.8967e-02
 4527 	 1.1735e-01 	1.0956e+00 	2.1912e-02
 4528 	 4.2135e-02 	5.9932e+00 	1.1986e-01
 4529 	 2.7575e-01 	7.3712e+00 	1.4742e-01
 4530 	 2.9419e-01 	3.9389e+00 	7.8778e-02
 4531 	 1.3051e-01 	5.3919e-01 	1.0784e-02
 4532 	 9.9388e-02 	3.2927e+00 	6.5853e-02
 4533 	 1.8536e-01 	3.4072e+00 	6.8145e-02
 4534 	 1.3257e-01 	3.3477e-01 	6.6954e-03
 4535 	 8.2183e-02 	3.6980e+00 	7.3959e-02
 4536 	 1.8283e-01 	3.1921e+00 	6.3842e-02
 4537 	 2.4426e-01 	1.1453e-01 	2.2906e-03
 4538 	 1.3328e-01 	1.4097e+00 	2.8194e-02
 4539 	 6.3352e-02 	6.7809e-01 	1.3562e-02
 4540 	 1.7814e-01 	1.5706e+00 	3.1411e-02
 4541 	 1.3044e-01 	2.4188e+00 	4.8376e-02
 4542 	 1.0623e-01 	2.3553e+00 	4.7105e-02
 4543 	 1.3880e-01 	3.8935e+00 	7.7869e-02
 4544 	 2.1276e-01 	2.7282e+00 	5.4564e-02
 4545 	 1.2746e-01 	2.2072e+00 	4.4144e-02
 4546 	 1.9050e-01 	8.8551e-01 	1.7710e-02
 4547 	 1.6688e-01 	6.2047e-01 	1.2409e-02
 4548 	 6.9001e-02 	1.3180e+00 	2.6360e-02
 4549 	 5.5183e-02 	1.1667e+00 	2.3335e-02
 4550 	 1.2237e-01 	2.5255e+00 	5.0511e-02
 4551 	 9.5198e-02 	1.6341e-01 	3.2682e-03
 4552 	 5.9604e-02 	4.3390e+00 	8.6780e-02
 4553 	 1.3221e-01 	8.5129e+00 	1.7026e-01
 4554 	 3.8344e-01 	5.1130e+00 	1.0226e-01
 4555 	 2.7262e-01 	4.5824e-01 	9.1649e-03
 4556 	 7.8473e-02 	3.0810e-01 	6.1619e-03
 4557 	 2.1706e-01 	1.1267e+00 	2.2534e-02
 4558 	 6.5829e-02 	3.6291e-01 	7.2581e-03
 4559 	 2.2037e-02 	6.4548e-01 	1.2910e-02
 4560 	 9.4271e-02 	4.3983e-01 	8.7966e-03
 4561 	 8.3488e-02 	1.4261e+00 	2.8522e-02
 4562 	 6.8282e-02 	1.4571e+00 	2.9141e-02
 4563 	 1.7611e-01 	2.3233e+00 	4.6466e-02
 4564 	 1.0410e-01 	2.1666e+00 	4.3333e-02
 4565 	 1.3815e-01 	2.2957e+00 	4.5913e-02
 4566 	 2.2773e-01 	1.2913e+00 	2.5826e-02
 4567 	 1.3163e-01 	1.1964e+00 	2.3928e-02
 4568 	 1.1486e-01 	1.6329e+00 	3.2659e-02
 4569 	 8.4683e-02 	2.8791e+00 	5.7582e-02
 4570 	 1.2101e-01 	1.3161e+00 	2.6321e-02
 4571 	 1.2821e-01 	7.0681e-01 	1.4136e-02
 4572 	 7.1332e-02 	1.3674e+00 	2.7348e-02
 4573 	 2.8439e-01 	2.8429e-01 	5.6859e-03
 4574 	 1.3896e-01 	1.2904e+00 	2.5808e-02
 4575 	 1.4876e-01 	2.1504e+00 	4.3007e-02
 4576 	 1.2435e-01 	3.1469e+00 	6.2938e-02
 4577 	 1.5575e-01 	2.0594e+00 	4.1188e-02
 4578 	 1.7703e-01 	3.3427e+00 	6.6855e-02
 4579 	 8.7282e-02 	4.9591e+00 	9.9181e-02
 4580 	 2.0243e-01 	3.0627e+00 	6.1255e-02
 4581 	 1.6262e-01 	3.4502e+00 	6.9004e-02
 4582 	 1.2140e-01 	1.5311e+00 	3.0621e-02
 4583 	 1.0204e-01 	2.2871e+00 	4.5743e-02
 4584 	 1.1837e-01 	4.0601e+00 	8.1203e-02
 4585 	 2.0826e-01 	1.6891e+00 	3.3781e-02
 4586 	 1.1710e-01 	4.2505e-01 	8.5010e-03
 4587 	 1.2945e-01 	2.6632e+00 	5.3265e-02
 4588 	 9.4705e-02 	1.9880e+00 	3.9759e-02
 4589 	 1.9849e-01 	1.3741e+00 	2.7482e-02
 4590 	 7.1027e-02 	3.6486e+00 	7.2973e-02
 4591 	 2.6433e-01 	1.6171e+00 	3.2343e-02
 4592 	 1.9122e-01 	1.7386e+00 	3.4771e-02
 4593 	 1.7312e-01 	2.7667e+00 	5.5333e-02
 4594 	 1.5479e-01 	1.1027e+00 	2.2053e-02
 4595 	 9.7237e-02 	2.7297e+00 	5.4593e-02
 4596 	 1.7730e-01 	4.3689e+00 	8.7379e-02
 4597 	 2.5537e-01 	3.2435e+00 	6.4870e-02
 4598 	 2.4260e-01 	4.2887e-01 	8.5775e-03
 4599 	 5.5700e-02 	5.0333e-01 	1.0067e-02
 4600 	 1.0322e-01 	1.6415e+00 	3.2829e-02
 4601 	 1.2004e-01 	5.2590e+00 	1.0518e-01
 4602 	 1.8089e-01 	4.2387e+00 	8.4774e-02
 4603 	 2.4391e-01 	2.2135e+00 	4.4271e-02
 4604 	 2.6047e-01 	4.2492e-01 	8.4984e-03
 4605 	 4.7379e-02 	2.6145e+00 	5.2289e-02
 4606 	 1.4269e-01 	6.1210e+00 	1.2242e-01
 4607 	 2.6635e-01 	1.3390e+01 	2.6779e-01
 4608 	 6.9815e-01 	9.5306e+00 	1.9061e-01
 4609 	 8.3841e-01 	1.0661e+00 	2.1321e-02
 4610 	 7.4207e-02 	1.2062e+00 	2.4124e-02
 4611 	 1.6956e-01 	3.6032e+00 	7.2064e-02
 4612 	 1.1854e-01 	2.9924e+00 	5.9849e-02
 4613 	 1.2944e-01 	1.4353e+00 	2.8707e-02
 4614 	 8.4035e-02 	5.0249e+00 	1.0050e-01
 4615 	 1.6819e-01 	4.4873e+00 	8.9746e-02
 4616 	 2.4256e-01 	1.3528e+00 	2.7056e-02
 4617 	 1.4038e-01 	9.9802e-01 	1.9960e-02
 4618 	 1.9772e-01 	2.0516e+00 	4.1031e-02
 4619 	 5.6257e-02 	2.4717e+00 	4.9434e-02
 4620 	 8.7507e-02 	6.9936e+00 	1.3987e-01
 4621 	 2.4423e-01 	1.0260e+01 	2.0519e-01
 4622 	 6.9201e-01 	9.5283e+00 	1.9057e-01
 4623 	 5.1602e-01 	7.9957e+00 	1.5991e-01
 4624 	 6.6902e-01 	7.9653e+00 	1.5931e-01
 4625 	 2.7845e-01 	1.1185e+01 	2.2370e-01
 4626 	 6.3639e-01 	1.1290e+01 	2.2580e-01
 4627 	 9.1792e-01 	9.4787e+00 	1.8957e-01
 4628 	 4.7098e-01 	1.1113e+01 	2.2226e-01
 4629 	 7.4817e-01 	8.1922e+00 	1.6384e-01
 4630 	 5.7381e-01 	7.7411e-01 	1.5482e-02
 4631 	 9.3839e-02 	5.9716e-01 	1.1943e-02
 4632 	 3.9702e-02 	4.3972e-01 	8.7944e-03
 4633 	 1.1024e-01 	1.0809e+00 	2.1618e-02
 4634 	 1.2703e-01 	5.3710e-01 	1.0742e-02
 4635 	 3.0224e-02 	2.4419e+00 	4.8839e-02
 4636 	 7.0091e-02 	3.7833e+00 	7.5666e-02
 4637 	 1.5882e-01 	2.7166e+00 	5.4332e-02
 4638 	 8.2824e-02 	3.0256e+00 	6.0512e-02
 4639 	 9.3860e-02 	3.0446e+00 	6.0891e-02
 4640 	 2.3575e-01 	3.3870e-01 	6.7740e-03
 4641 	 5.7195e-02 	8.9739e-01 	1.7948e-02
 4642 	 6.6952e-02 	2.9966e-01 	5.9932e-03
 4643 	 4.7815e-02 	1.7388e+00 	3.4776e-02
 4644 	 1.5874e-01 	1.4829e+00 	2.9658e-02
 4645 	 1.5886e-01 	9.2711e-01 	1.8542e-02
 4646 	 1.2577e-01 	1.2327e+00 	2.4654e-02
 4647 	 1.2865e-01 	2.6396e+00 	5.2791e-02
 4648 	 2.6452e-01 	6.0887e-01 	1.2177e-02
 4649 	 9.2402e-02 	8.6697e-01 	1.7339e-02
 4650 	 1.0623e-01 	8.6872e-01 	1.7374e-02
 4651 	 6.4003e-02 	1.3784e+00 	2.7568e-02
 4652 	 1.0588e-01 	1.5497e+00 	3.0994e-02
 4653 	 1.0158e-01 	8.3265e-01 	1.6653e-02
 4654 	 9.8440e-02 	2.5670e+00 	5.1339e-02
 4655 	 1.3239e-01 	1.0908e+00 	2.1816e-02
 4656 	 1.2346e-01 	3.9538e+00 	7.9076e-02
 4657 	 2.5734e-01 	4.8838e+00 	9.7675e-02
 4658 	 2.5066e-01 	5.1545e+00 	1.0309e-01
 4659 	 2.4324e-01 	2.7373e+00 	5.4747e-02
 4660 	 1.1426e-01 	1.6771e+00 	3.3542e-02
 4661 	 1.1850e-01 	3.8077e+00 	7.6155e-02
 4662 	 1.6637e-01 	2.2473e+00 	4.4946e-02
 4663 	 8.8808e-02 	2.2304e+00 	4.4607e-02
 4664 	 1.8768e-01 	2.3171e+00 	4.6343e-02
 4665 	 1.2978e-01 	5.6071e-01 	1.1214e-02
 4666 	 1.4744e-01 	5.0378e-01 	1.0076e-02
 4667 	 1.1947e-01 	4.9628e-01 	9.9255e-03
 4668 	 1.2525e-01 	1.8342e-01 	3.6684e-03
 4669 	 3.4481e-02 	1.2779e+00 	2.5558e-02
 4670 	 1.4761e-01 	4.1896e+00 	8.3792e-02
 4671 	 1.9951e-01 	2.4774e+00 	4.9549e-02
 4672 	 1.3526e-01 	6.1161e-01 	1.2232e-02
 4673 	 1.4565e-01 	4.7912e+00 	9.5823e-02
 4674 	 2.6956e-01 	3.1242e+00 	6.2484e-02
 4675 	 1.8031e-01 	1.5706e+00 	3.1412e-02
 4676 	 7.0053e-02 	1.3245e+00 	2.6490e-02
 4677 	 1.3853e-01 	7.6388e-01 	1.5278e-02
 4678 	 9.2671e-02 	1.4568e+00 	2.9135e-02
 4679 	 6.9245e-02 	1.5783e+00 	3.1567e-02
 4680 	 1.3226e-01 	1.4360e+00 	2.8719e-02
 4681 	 6.9126e-02 	7.0772e-01 	1.4154e-02
 4682 	 1.1297e-01 	2.4704e+00 	4.9409e-02
 4683 	 1.8130e-01 	2.5629e+00 	5.1257e-02
 4684 	 1.4918e-01 	1.4966e+00 	2.9932e-02
 4685 	 9.0688e-02 	7.6172e-01 	1.5234e-02
 4686 	 8.5731e-02 	4.8342e-01 	9.6685e-03
 4687 	 6.6111e-02 	1.2218e+00 	2.4437e-02
 4688 	 1.2219e-01 	9.2440e-01 	1.8488e-02
 4689 	 6.2161e-02 	3.8408e-01 	7.6816e-03
 4690 	 2.3392e-01 	8.9952e-01 	1.7990e-02
 4691 	 8.4081e-02 	2.3934e+00 	4.7868e-02
 4692 	 8.9425e-02 	2.2772e+00 	4.5543e-02
 4693 	 1.7631e-01 	7.0985e-01 	1.4197e-02
 4694 	 2.0783e-01 	8.7708e-01 	1.7542e-02
 4695 	 1.6495e-01 	3.5178e+00 	7.0355e-02
 4696 	 1.8883e-01 	4.1546e+00 	8.3091e-02
 4697 	 2.7202e-01 	1.2733e+00 	2.5465e-02
 4698 	 4.8126e-02 	1.6813e+00 	3.3626e-02
 4699 	 1.1900e-01 	6.6322e-01 	1.3264e-02
 4700 	 1.6335e-01 	1.9661e+00 	3.9321e-02
 4701 	 2.5034e-01 	6.9053e-01 	1.3811e-02
 4702 	 6.2257e-02 	1.5489e+00 	3.0977e-02
 4703 	 8.4310e-02 	1.8428e+00 	3.6856e-02
 4704 	 1.5605e-01 	1.4416e+00 	2.8833e-02
 4705 	 5.5053e-02 	4.2404e-01 	8.4809e-03
 4706 	 1.0433e-01 	3.0332e+00 	6.0663e-02
 4707 	 9.7775e-02 	2.0027e+00 	4.0054e-02
 4708 	 1.0531e-01 	2.0939e-01 	4.1878e-03
 4709 	 7.1157e-02 	8.1335e-01 	1.6267e-02
 4710 	 1.0803e-01 	1.8935e+00 	3.7870e-02
 4711 	 1.3979e-01 	1.5719e+00 	3.1439e-02
 4712 	 1.5141e-01 	1.0335e+00 	2.0671e-02
 4713 	 8.7371e-02 	6.3698e-01 	1.2740e-02
 4714 	 1.4537e-01 	5.3340e-01 	1.0668e-02
 4715 	 6.1232e-02 	1.5973e+00 	3.1946e-02
 4716 	 7.2944e-02 	5.9868e-01 	1.1974e-02
 4717 	 8.7562e-02 	1.6277e+00 	3.2554e-02
 4718 	 7.6337e-02 	1.0976e+00 	2.1952e-02
 4719 	 4.5214e-02 	1.6252e+00 	3.2505e-02
 4720 	 8.2861e-02 	3.5084e+00 	7.0169e-02
 4721 	 1.8281e-01 	2.2771e+00 	4.5541e-02
 4722 	 6.0127e-02 	2.8914e+00 	5.7828e-02
 4723 	 8.6522e-02 	3.7517e+00 	7.5035e-02
 4724 	 1.8510e-01 	2.3901e+00 	4.7801e-02
 4725 	 2.1482e-01 	4.9393e-01 	9.8787e-03
 4726 	 5.7265e-02 	1.2379e+00 	2.4757e-02
 4727 	 1.8749e-01 	6.4793e-01 	1.2959e-02
 4728 	 1.3663e-01 	5.4626e-01 	1.0925e-02
 4729 	 9.7013e-02 	2.1454e+00 	4.2908e-02
 4730 	 1.1007e-01 	4.4893e+00 	8.9786e-02
 4731 	 3.5597e-01 	3.5748e+00 	7.1496e-02
 4732 	 2.4173e-01 	2.3346e+00 	4.6692e-02
 4733 	 1.8737e-01 	1.2873e+00 	2.5747e-02
 4734 	 1.4876e-01 	1.2399e+00 	2.4797e-02
 4735 	 9.6966e-02 	3.6543e+00 	7.3085e-02
 4736 	 1.4559e-01 	4.8906e+00 	9.7813e-02
 4737 	 3.3264e-01 	1.2580e+00 	2.5160e-02
 4738 	 1.4215e-01 	2.7696e+00 	5.5392e-02
 4739 	 9.0846e-02 	2.4143e+00 	4.8287e-02
 4740 	 1.0343e-01 	1.0350e+00 	2.0700e-02
 4741 	 2.0730e-01 	1.6949e+00 	3.3897e-02
 4742 	 1.3159e-01 	2.0818e-01 	4.1635e-03
 4743 	 5.6546e-02 	2.3337e+00 	4.6675e-02
 4744 	 1.2011e-01 	2.2103e+00 	4.4207e-02
 4745 	 1.4066e-01 	2.9528e-01 	5.9057e-03
 4746 	 8.5580e-02 	2.4959e+00 	4.9918e-02
 4747 	 1.3963e-01 	2.1336e+00 	4.2672e-02
 4748 	 2.1889e-01 	2.8598e-01 	5.7195e-03
 4749 	 1.0948e-01 	2.1757e+00 	4.3514e-02
 4750 	 1.0469e-01 	3.4327e+00 	6.8654e-02
 4751 	 1.4151e-01 	5.8889e+00 	1.1778e-01
 4752 	 3.2078e-01 	8.0808e+00 	1.6162e-01
 4753 	 4.0259e-01 	3.0970e+00 	6.1940e-02
 4754 	 2.5294e-01 	3.0022e+00 	6.0045e-02
 4755 	 1.8920e-01 	1.1591e+00 	2.3182e-02
 4756 	 9.8641e-02 	7.5766e-01 	1.5153e-02
 4757 	 1.0465e-01 	1.1142e+00 	2.2285e-02
 4758 	 4.8710e-02 	1.7196e-01 	3.4393e-03
 4759 	 1.6305e-01 	7.2195e-01 	1.4439e-02
 4760 	 7.4913e-02 	3.0258e+00 	6.0517e-02
 4761 	 1.1174e-01 	4.0539e+00 	8.1078e-02
 4762 	 2.7054e-01 	2.2183e+00 	4.4366e-02
 4763 	 5.7547e-02 	4.6732e-01 	9.3465e-03
 4764 	 9.3222e-02 	4.8821e-01 	9.7643e-03
 4765 	 2.7287e-02 	5.5893e-01 	1.1179e-02
 4766 	 1.0261e-01 	1.6293e+00 	3.2587e-02
 4767 	 5.8018e-02 	9.3025e-01 	1.8605e-02
 4768 	 1.1356e-01 	6.8552e-01 	1.3710e-02
 4769 	 8.5855e-02 	1.0490e+00 	2.0981e-02
 4770 	 2.7103e-01 	1.0966e+00 	2.1933e-02
 4771 	 5.9192e-02 	5.5879e-01 	1.1176e-02
 4772 	 1.3754e-01 	4.4111e-01 	8.8222e-03
 4773 	 4.4992e-02 	4.5675e-01 	9.1350e-03
 4774 	 7.0790e-02 	7.3560e-01 	1.4712e-02
 4775 	 1.5768e-01 	2.5335e+00 	5.0670e-02
 4776 	 1.1186e-01 	5.3164e+00 	1.0633e-01
 4777 	 2.6094e-01 	4.9550e+00 	9.9101e-02
 4778 	 2.3919e-01 	2.9929e+00 	5.9857e-02
 4779 	 9.8427e-02 	7.5763e+00 	1.5153e-01
 4780 	 3.3169e-01 	7.5785e+00 	1.5157e-01
 4781 	 5.2434e-01 	2.7454e+00 	5.4909e-02
 4782 	 9.6889e-02 	1.1398e+00 	2.2796e-02
 4783 	 8.9576e-02 	1.4996e+00 	2.9992e-02
 4784 	 1.0215e-01 	4.6245e-01 	9.2490e-03
 4785 	 7.4574e-02 	9.8545e-01 	1.9709e-02
 4786 	 1.4920e-01 	4.0509e+00 	8.1018e-02
 4787 	 1.4998e-01 	8.6511e+00 	1.7302e-01
 4788 	 4.9772e-01 	6.6744e+00 	1.3349e-01
 4789 	 5.2352e-01 	5.0107e-01 	1.0021e-02
 4790 	 3.7837e-02 	8.0305e-01 	1.6061e-02
 4791 	 3.9175e-02 	2.3175e+00 	4.6350e-02
 4792 	 1.0099e-01 	3.2196e+00 	6.4392e-02
 4793 	 1.3071e-01 	2.3190e+00 	4.6379e-02
 4794 	 9.6116e-02 	4.7767e+00 	9.5534e-02
 4795 	 2.2079e-01 	8.0457e+00 	1.6091e-01
 4796 	 4.5664e-01 	4.1174e+00 	8.2347e-02
 4797 	 3.1410e-01 	1.3017e+00 	2.6034e-02
 4798 	 1.4789e-01 	5.0566e+00 	1.0113e-01
 4799 	 3.3656e-01 	5.3681e+00 	1.0736e-01
 4800 	 2.9121e-01 	2.1615e+00 	4.3229e-02
 4801 	 7.4796e-02 	1.9944e+00 	3.9887e-02
 4802 	 1.4063e-01 	4.2577e+00 	8.5154e-02
 4803 	 1.5863e-01 	1.8528e+00 	3.7056e-02
 4804 	 1.7960e-01 	8.4878e-01 	1.6976e-02
 4805 	 7.5603e-02 	8.3748e-01 	1.6750e-02
 4806 	 8.1574e-02 	1.6623e+00 	3.3245e-02
 4807 	 9.0848e-02 	9.3134e-01 	1.8627e-02
 4808 	 1.4067e-01 	5.0023e-01 	1.0005e-02
 4809 	 6.5324e-02 	1.9142e+00 	3.8284e-02
 4810 	 1.7153e-01 	6.4539e+00 	1.2908e-01
 4811 	 2.3059e-01 	6.6850e+00 	1.3370e-01
 4812 	 3.8354e-01 	5.8133e+00 	1.1627e-01
 4813 	 2.4583e-01 	4.4978e+00 	8.9956e-02
 4814 	 2.7719e-01 	1.9654e+00 	3.9308e-02
 4815 	 1.4984e-01 	2.1373e+00 	4.2746e-02
 4816 	 1.2420e-01 	5.4412e+00 	1.0882e-01
 4817 	 3.1105e-01 	3.7496e+00 	7.4992e-02
 4818 	 2.0733e-01 	1.9057e+00 	3.8114e-02
 4819 	 9.5512e-02 	1.4706e+00 	2.9412e-02
 4820 	 1.6402e-01 	7.0523e-01 	1.4105e-02
 4821 	 1.0657e-01 	4.7040e-01 	9.4079e-03
 4822 	 1.4780e-01 	1.0873e+00 	2.1746e-02
 4823 	 1.1845e-01 	1.4424e+00 	2.8848e-02
 4824 	 8.9771e-02 	1.3568e+00 	2.7137e-02
 4825 	 6.7850e-02 	1.8987e-01 	3.7973e-03
 4826 	 5.2471e-02 	1.2576e+00 	2.5152e-02
 4827 	 1.0322e-01 	1.1625e+00 	2.3250e-02
 4828 	 9.7786e-02 	1.4783e+00 	2.9566e-02
 4829 	 8.8170e-02 	1.9140e+00 	3.8279e-02
 4830 	 7.7307e-02 	2.9943e+00 	5.9887e-02
 4831 	 1.7268e-01 	3.0144e+00 	6.0289e-02
 4832 	 1.0763e-01 	1.1507e+00 	2.3013e-02
 4833 	 2.3834e-01 	1.0592e+00 	2.1185e-02
 4834 	 1.4518e-01 	4.0390e+00 	8.0781e-02
 4835 	 2.0561e-01 	6.3370e-01 	1.2674e-02
 4836 	 4.1492e-02 	4.5291e+00 	9.0582e-02
 4837 	 3.0341e-01 	1.3881e+00 	2.7761e-02
 4838 	 1.0078e-01 	2.7310e+00 	5.4620e-02
 4839 	 1.2898e-01 	3.8228e+00 	7.6456e-02
 4840 	 1.4962e-01 	5.3497e+00 	1.0699e-01
 4841 	 2.0131e-01 	4.2256e+00 	8.4512e-02
 4842 	 2.4792e-01 	9.2831e-01 	1.8566e-02
 4843 	 1.0262e-01 	2.3449e+00 	4.6899e-02
 4844 	 9.7394e-02 	1.9182e+00 	3.8364e-02
 4845 	 8.1267e-02 	8.9915e-01 	1.7983e-02
 4846 	 1.4311e-01 	4.4260e-01 	8.8521e-03
 4847 	 1.5500e-01 	1.4571e+00 	2.9142e-02
 4848 	 8.6833e-02 	2.4097e+00 	4.8194e-02
 4849 	 1.8849e-01 	3.1704e+00 	6.3408e-02
 4850 	 1.0345e-01 	1.5867e+00 	3.1733e-02
 4851 	 1.7458e-01 	6.7882e-01 	1.3576e-02
 4852 	 1.6564e-01 	6.9283e-01 	1.3857e-02
 4853 	 1.0140e-01 	5.2280e-01 	1.0456e-02
 4854 	 1.2504e-01 	3.6084e+00 	7.2168e-02
 4855 	 1.3354e-01 	5.4254e+00 	1.0851e-01
 4856 	 1.8450e-01 	4.3824e+00 	8.7648e-02
 4857 	 1.7571e-01 	4.5380e+00 	9.0761e-02
 4858 	 2.0344e-01 	7.0436e+00 	1.4087e-01
 4859 	 3.5597e-01 	6.6874e+00 	1.3375e-01
 4860 	 3.1736e-01 	1.8503e+00 	3.7007e-02
 4861 	 9.5990e-02 	7.1256e-01 	1.4251e-02
 4862 	 1.0303e-01 	2.1894e+00 	4.3787e-02
 4863 	 1.3733e-01 	7.5022e-01 	1.5004e-02
 4864 	 1.1627e-01 	9.6848e-01 	1.9370e-02
 4865 	 6.0721e-02 	1.1871e+00 	2.3742e-02
 4866 	 1.2031e-01 	1.1565e+00 	2.3130e-02
 4867 	 6.5016e-02 	1.3519e+00 	2.7038e-02
 4868 	 1.3794e-01 	3.6108e+00 	7.2215e-02
 4869 	 1.5910e-01 	5.6377e+00 	1.1275e-01
 4870 	 3.0431e-01 	2.1492e+00 	4.2984e-02
 4871 	 2.2061e-01 	5.8305e-01 	1.1661e-02
 4872 	 9.8961e-02 	2.7973e+00 	5.5945e-02
 4873 	 1.7601e-01 	3.6906e+00 	7.3811e-02
 4874 	 1.6475e-01 	2.0008e+00 	4.0017e-02
 4875 	 9.7011e-02 	1.3677e+00 	2.7354e-02
 4876 	 1.3627e-01 	1.6607e+00 	3.3213e-02
 4877 	 5.3416e-02 	2.0276e+00 	4.0552e-02
 4878 	 1.5540e-01 	1.4101e+00 	2.8202e-02
 4879 	 1.1976e-01 	9.9667e-02 	1.9933e-03
 4880 	 1.0036e-01 	2.2786e+00 	4.5571e-02
 4881 	 1.1385e-01 	8.3955e-01 	1.6791e-02
 4882 	 1.3054e-01 	3.4227e+00 	6.8454e-02
 4883 	 1.6679e-01 	2.6810e+00 	5.3619e-02
 4884 	 7.3432e-02 	2.6252e+00 	5.2504e-02
 4885 	 1.2252e-01 	8.6634e-01 	1.7327e-02
 4886 	 1.0305e-01 	2.1669e+00 	4.3337e-02
 4887 	 1.0447e-01 	7.5617e-01 	1.5123e-02
 4888 	 1.1366e-01 	1.6449e+00 	3.2897e-02
 4889 	 1.5239e-01 	5.3920e-01 	1.0784e-02
 4890 	 7.1860e-02 	7.6223e-01 	1.5245e-02
 4891 	 1.7573e-01 	2.1608e+00 	4.3216e-02
 4892 	 6.8308e-02 	5.7876e+00 	1.1575e-01
 4893 	 2.6251e-01 	4.1089e+00 	8.2177e-02
 4894 	 2.2797e-01 	4.1944e+00 	8.3887e-02
 4895 	 1.6382e-01 	6.8082e+00 	1.3616e-01
 4896 	 4.0436e-01 	3.2998e+00 	6.5995e-02
 4897 	 1.4434e-01 	3.7750e-01 	7.5500e-03
 4898 	 9.2025e-02 	3.0751e+00 	6.1501e-02
 4899 	 1.7103e-01 	3.3466e+00 	6.6933e-02
 4900 	 1.2966e-01 	3.2830e-01 	6.5661e-03
 4901 	 9.8139e-02 	1.5164e+00 	3.0327e-02
 4902 	 1.0059e-01 	1.6489e+00 	3.2977e-02
 4903 	 1.9640e-01 	1.9042e+00 	3.8084e-02
 4904 	 9.7443e-02 	7.7913e-01 	1.5583e-02
 4905 	 6.2432e-02 	5.2889e-01 	1.0578e-02
 4906 	 9.6907e-02 	2.5959e+00 	5.1918e-02
 4907 	 1.2114e-01 	4.4376e+00 	8.8753e-02
 4908 	 2.6711e-01 	3.9759e+00 	7.9517e-02
 4909 	 2.5523e-01 	1.1291e+00 	2.2583e-02
 4910 	 1.0361e-01 	1.5452e+00 	3.0905e-02
 4911 	 2.5924e-01 	3.2474e+00 	6.4948e-02
 4912 	 1.3866e-01 	2.5266e+00 	5.0532e-02
 4913 	 1.1059e-01 	4.9656e-01 	9.9312e-03
 4914 	 9.1017e-02 	4.7433e-01 	9.4865e-03
 4915 	 4.6916e-02 	2.3737e-01 	4.7474e-03
 4916 	 9.6141e-02 	1.2109e+00 	2.4219e-02
 4917 	 1.4637e-01 	7.7985e-01 	1.5597e-02
 4918 	 8.9854e-02 	3.4008e+00 	6.8017e-02
 4919 	 1.9743e-01 	1.4364e+00 	2.8728e-02
 4920 	 1.0014e-01 	1.5168e+00 	3.0336e-02
 4921 	 1.1765e-01 	2.3377e+00 	4.6754e-02
 4922 	 9.8946e-02 	3.0014e+00 	6.0028e-02
 4923 	 2.2114e-01 	6.0595e-01 	1.2119e-02
 4924 	 7.5300e-02 	8.4349e-01 	1.6870e-02
 4925 	 1.1193e-01 	6.1711e-01 	1.2342e-02
 4926 	 1.1511e-01 	3.5632e+00 	7.1263e-02
 4927 	 3.2417e-01 	8.6194e+00 	1.7239e-01
 4928 	 5.1975e-01 	1.2155e+01 	2.4311e-01
 4929 	 8.8008e-01 	9.5641e+00 	1.9128e-01
 4930 	 8.7592e-01 	6.7783e+00 	1.3557e-01
 4931 	 3.7913e-01 	3.6943e+00 	7.3887e-02
 4932 	 2.9157e-01 	3.6415e-01 	7.2830e-03
 4933 	 1.5998e-01 	2.4575e+00 	4.9149e-02
 4934 	 7.1736e-02 	4.0066e+00 	8.0132e-02
 4935 	 2.2665e-01 	6.5898e-01 	1.3180e-02
 4936 	 1.5776e-01 	3.9042e+00 	7.8085e-02
 4937 	 2.4679e-01 	1.7893e+00 	3.5786e-02
 4938 	 1.0216e-01 	1.1283e+00 	2.2566e-02
 4939 	 2.1635e-01 	1.6416e-01 	3.2833e-03
 4940 	 9.0320e-02 	1.0592e+00 	2.1184e-02
 4941 	 1.0185e-01 	7.5809e-01 	1.5162e-02
 4942 	 1.1294e-01 	1.5945e+00 	3.1891e-02
 4943 	 1.1019e-01 	1.6733e+00 	3.3465e-02
 4944 	 3.2648e-02 	6.8068e-01 	1.3614e-02
 4945 	 6.0262e-02 	1.3669e+00 	2.7337e-02
 4946 	 5.3636e-02 	8.6633e-01 	1.7327e-02
 4947 	 1.3298e-01 	5.2322e+00 	1.0464e-01
 4948 	 2.1040e-01 	7.0222e+00 	1.4044e-01
 4949 	 2.6197e-01 	7.7182e+00 	1.5436e-01
 4950 	 4.2222e-01 	1.5290e+00 	3.0580e-02
 4951 	 1.1073e-01 	2.9815e+00 	5.9629e-02
 4952 	 1.5930e-01 	1.4670e+00 	2.9339e-02
 4953 	 6.7093e-02 	6.9327e-01 	1.3865e-02
 4954 	 4.4095e-02 	1.7060e+00 	3.4119e-02
 4955 	 1.0749e-01 	2.8176e-01 	5.6353e-03
 4956 	 5.2956e-02 	3.1245e+00 	6.2489e-02
 4957 	 1.0032e-01 	7.0762e+00 	1.4152e-01
 4958 	 4.3250e-01 	3.9963e+00 	7.9927e-02
 4959 	 2.8963e-01 	1.1134e+00 	2.2269e-02
 4960 	 5.6138e-02 	1.5504e+00 	3.1008e-02
 4961 	 7.2388e-02 	2.2378e+00 	4.4756e-02
 4962 	 2.2033e-01 	3.9643e+00 	7.9286e-02
 4963 	 2.8842e-01 	7.9569e+00 	1.5914e-01
 4964 	 3.3477e-01 	8.1334e+00 	1.6267e-01
 4965 	 5.3451e-01 	4.2583e+00 	8.5166e-02
 4966 	 2.0660e-01 	1.7944e+00 	3.5888e-02
 4967 	 8.8986e-02 	1.4507e+00 	2.9013e-02
 4968 	 1.3879e-01 	2.0822e+00 	4.1644e-02
 4969 	 7.5786e-02 	1.0297e+00 	2.0594e-02
 4970 	 6.8387e-02 	8.8200e-01 	1.7640e-02
 4971 	 8.5616e-02 	1.9272e+00 	3.8544e-02
 4972 	 1.2488e-01 	8.9949e-01 	1.7990e-02
 4973 	 6.1634e-02 	8.6364e-01 	1.7273e-02
 4974 	 6.6829e-02 	1.7672e+00 	3.5344e-02
 4975 	 9.7070e-02 	6.7845e-01 	1.3569e-02
 4976 	 1.9822e-02 	2.0742e-01 	4.1483e-03
 4977 	 1.0808e-01 	4.1562e-01 	8.3124e-03
 4978 	 8.0722e-02 	1.0144e+00 	2.0289e-02
 4979 	 8.7417e-02 	2.8628e-01 	5.7257e-03
 4980 	 5.3404e-02 	3.1901e-01 	6.3801e-03
 4981 	 6.4881e-02 	8.3139e-01 	1.6628e-02
 4982 	 7.6211e-02 	1.3361e+00 	2.6723e-02
 4983 	 9.9871e-02 	2.0352e+00 	4.0705e-02
 4984 	 1.5415e-01 	2.1813e+00 	4.3626e-02
 4985 	 6.8122e-02 	9.6769e-01 	1.9354e-02
 4986 	 2.3050e-01 	2.2136e+00 	4.4273e-02
 4987 	 1.2704e-01 	3.4912e+00 	6.9824e-02
 4988 	 1.9246e-01 	1.1504e+00 	2.3008e-02
 4989 	 8.9885e-02 	1.8209e+00 	3.6418e-02
 4990 	 1.0093e-01 	2.2028e+00 	4.4056e-02
 4991 	 1.0926e-01 	4.5301e-01 	9.0601e-03
 4992 	 7.5910e-02 	2.3325e-01 	4.6650e-03
 4993 	 4.4175e-02 	8.4028e-01 	1.6806e-02
 4994 	 1.0069e-01 	2.9873e+00 	5.9746e-02
 4995 	 1.0450e-01 	3.1520e+00 	6.3040e-02
 4996 	 1.3006e-01 	1.1429e+00 	2.2858e-02
 4997 	 3.7622e-02 	2.5340e+00 	5.0680e-02
 4998 	 1.1668e-01 	9.7976e-01 	1.9595e-02
 4999 	 1.1923e-01 	2.6281e+00 	5.2562e-02
 5000 	 1.3969e-01 	2.9164e+00 	5.8327e-02
Max iterations or epochs reached

plt.plot(soln_without_replacement[:, 0], soln_without_replacement[:, 1], '-ro', markersize=3)
contour_plot(LFx, -10., 10., 50, -10., 10., 50)
plt.colorbar(lfp)
plt.xlabel("$\\theta_0$")
plt.ylabel("$\\theta_1$")
plt.show()

../../_images/Stochastic-Gradient-Descent-2_36_0.png

The above two data sampling methods are compared w.r.t. the number of times each data was selected during the whole run of the SGD algorithm.

From the plot below, it can be seen that sampling data without replacement results in uniform sampling of data, i.e., all the data points have equal probability of being chosen at any iteration of the SGD algorithm. This uniform sampling is ensured because the technique of shuffling the data set and selecting batches without replacement ensures the whole data set is covered in each epoch. On the other hand, for the sampling method with replacement, a random generator is used to select batches of data which will only be uniform if the number of iterations are high due to the “pseudo” randomness of the generator. Hence, in the plot below, one can see a lot of variation in the number of times each data point is sampled.

From the above discussion, data sampling without replacement is the best sampling technique since it ensures uniform sampling even at lower number of iterations. Another added benifit of using this sampling method is that it saves a lot of dynamic memory and reduces the computation complexity. These two methods have also been studied in literature, for example, [7].

plt.plot(stats_without_replacement, 'ro', markersize=2)
plt.plot(stats_with_replacement, 'bo', markersize=1.5)
plt.legend(["Without Replacement", "With Replacement"])
plt.xlabel("Index of the data set")
plt.ylabel("Frequency")
plt.show()

../../_images/Stochastic-Gradient-Descent-2_38_0.png

Study of parameters of SGD#

In this section, the performance of the SGD is studied by varying the learning rate and batch size. The performance is measured using two metrics: 1) number of iterations. 2) computation time.

To find the number iterations to reach the local minimum, a box of confusion is defined which is a region around the local minimum. The value of the decision variables are said to have reached the local minimum if they are inside the box of confusion.

'''
Function to find the number of iterations within which the value of the decision variables
have reached inside the box of confusion
  Inputs:
  - res: Result or output from SGD function
  - box_of_confusion: numpy array - [[theta0_min, theta0_max], [theta1_min, theta1_max]]

  Output:
    - The number of iterations to get inside the box of confusion
'''
def find_iterations(res, box_of_confusion):
  for i in range(0, len(res)):
    if (res[i, 0] >= box_of_confusion[0, 0]) and (res[i, 0] <= box_of_confusion[0, 1]) and (res[i, 1] >= box_of_confusion[1, 0]) and (res[i, 1] <= box_of_confusion[1, 1]):
      return i

  return len(res)

The regression problem is solved using SGD with different batch sizes and learning rates below:

# Stochastic gradient descent algorithm
alpha_vals = np.linspace(0.00002, 0.0002, 10) # Range of variation of learning rate
batch_sizes = [10, 100, 500, 1000] # Batch sizes
nepochs = [1000, 1000, 1000, 1000, 1] # Number of epochs corresponding to each batch size
res_alpha_sgd = []
res_temp = []
box_of_conf = np.array([[0.97, 1.03], [0.97, 1.03]])
alpha_iter_sgd = np.zeros([len(batch_sizes), len(alpha_vals), 2])
time_taken = np.zeros([len(batch_sizes), len(alpha_vals)])
for j in range(0, len(batch_sizes)):
  for i in range(0, len(alpha_vals)):
    start_time = time.time()
    res = SGD(data, f, [0, -5], least_squares_loss_function, grad_approx, alpha = alpha_vals[i], max_iter = 350, nepoch=nepochs[j], eps1=1e-8, batch_size=batch_sizes[j], verbose=False, box_of_confusion=box_of_conf)
    end_time = time.time()
    res_temp.append(res)
    # Store the number of iterations and result from SGD
    alpha_iter_sgd[j, i, 0] = find_iterations(res, box_of_conf)
    alpha_iter_sgd[j, i, 1] = alpha_vals[i]
    # Store the computation time
    time_taken[j, i] = end_time - start_time
    print("Batch Size: {}, Learning rate: {:.2e}\n".format(batch_sizes[j], alpha_vals[i]))
  res_alpha_sgd.append(res_temp)
  res_temp = []

sol_alpha_sgd = np.array(res_alpha_sgd)

Got inside the box of confusion
Batch Size: 10, Learning rate: 2.00e-05

Got inside the box of confusion
Batch Size: 10, Learning rate: 4.00e-05

Got inside the box of confusion
Batch Size: 10, Learning rate: 6.00e-05

Got inside the box of confusion
Batch Size: 10, Learning rate: 8.00e-05

Got inside the box of confusion
Batch Size: 10, Learning rate: 1.00e-04

Got inside the box of confusion
Batch Size: 10, Learning rate: 1.20e-04

Got inside the box of confusion
Batch Size: 10, Learning rate: 1.40e-04

Got inside the box of confusion
Batch Size: 10, Learning rate: 1.60e-04

Got inside the box of confusion
Batch Size: 10, Learning rate: 1.80e-04

Got inside the box of confusion
Batch Size: 10, Learning rate: 2.00e-04

Got inside the box of confusion
Batch Size: 100, Learning rate: 2.00e-05

Got inside the box of confusion
Batch Size: 100, Learning rate: 4.00e-05

Got inside the box of confusion
Batch Size: 100, Learning rate: 6.00e-05

Got inside the box of confusion
Batch Size: 100, Learning rate: 8.00e-05

Got inside the box of confusion
Batch Size: 100, Learning rate: 1.00e-04

Got inside the box of confusion
Batch Size: 100, Learning rate: 1.20e-04

Got inside the box of confusion
Batch Size: 100, Learning rate: 1.40e-04

Got inside the box of confusion
Batch Size: 100, Learning rate: 1.60e-04

Got inside the box of confusion
Batch Size: 100, Learning rate: 1.80e-04

Got inside the box of confusion
Batch Size: 100, Learning rate: 2.00e-04

Got inside the box of confusion
Batch Size: 500, Learning rate: 2.00e-05

Got inside the box of confusion
Batch Size: 500, Learning rate: 4.00e-05

Got inside the box of confusion
Batch Size: 500, Learning rate: 6.00e-05

Got inside the box of confusion
Batch Size: 500, Learning rate: 8.00e-05

Got inside the box of confusion
Batch Size: 500, Learning rate: 1.00e-04

Got inside the box of confusion
Batch Size: 500, Learning rate: 1.20e-04

Got inside the box of confusion
Batch Size: 500, Learning rate: 1.40e-04

Got inside the box of confusion
Batch Size: 500, Learning rate: 1.60e-04

Got inside the box of confusion
Batch Size: 500, Learning rate: 1.80e-04

Got inside the box of confusion
Batch Size: 500, Learning rate: 2.00e-04

Got inside the box of confusion
Batch Size: 1000, Learning rate: 2.00e-05

Got inside the box of confusion
Batch Size: 1000, Learning rate: 4.00e-05

Got inside the box of confusion
Batch Size: 1000, Learning rate: 6.00e-05

Got inside the box of confusion
Batch Size: 1000, Learning rate: 8.00e-05

Got inside the box of confusion
Batch Size: 1000, Learning rate: 1.00e-04

Got inside the box of confusion
Batch Size: 1000, Learning rate: 1.20e-04

Got inside the box of confusion
Batch Size: 1000, Learning rate: 1.40e-04

Got inside the box of confusion
Batch Size: 1000, Learning rate: 1.60e-04

Got inside the box of confusion
Batch Size: 1000, Learning rate: 1.80e-04

Got inside the box of confusion
Batch Size: 1000, Learning rate: 2.00e-04

<ipython-input-21-e5745aaedc3a>:25: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.
  sol_alpha_sgd = np.array(res_alpha_sgd)

The evolution of the value of the decision variables with iterations are visualized below:

batch_index = [0, 0, 0, 1, 2, 3]
alpha_index = [0, 4, 9, 9, 9, 9]
fig, (ax1, ax2) = plt.subplots(2, 3)

for i in range(0, 3):
  ax1[i].plot(sol_alpha_sgd[batch_index[i], alpha_index[i]][:, 0], sol_alpha_sgd[batch_index[i], alpha_index[i]][:, 1], '-ro', markersize=2)
  ax1[i].set_title("alpha = "+str(alpha_vals[alpha_index[i]])+", batch size = "+str(batch_sizes[batch_index[i]]))
  contour_plot(LFx, -10., 10., 50, -10., 10., 50, obj=ax1[i])
  ax1[i].set_aspect(1)
  ax1[i].set_xlabel("$\\theta_0$")
  ax1[i].set_ylabel("$\\theta_1$")
  ax2[i].plot(sol_alpha_sgd[batch_index[i+3], alpha_index[i+3]][:, 0], sol_alpha_sgd[batch_index[i+3], alpha_index[i+3]][:, 1], '-ro', markersize=2)
  ax2[i].set_title("alpha = "+str(alpha_vals[alpha_index[i+3]])+", batch size = "+str(batch_sizes[batch_index[i+3]]))
  contour_plot(LFx, -10., 10., 50, -10., 10., 50, obj=ax2[i])
  ax2[i].set_aspect(1)
  ax2[i].set_xlabel("$\\theta_0$")
  ax2[i].set_ylabel("$\\theta_1$")
fig.set_figheight(10)
fig.set_figwidth(20)

../../_images/Stochastic-Gradient-Descent-2_45_0.png

From the above plots, the following can be observed:\

As learning rate, alpha, is increased, the step size increases.\
As the batch size is increased, SGD results get closer to GD results. In fact, the last plot for alpha = 0.0002 and batch size = 1000 is GD.\
The path followed by the parameters to minimum gets less chaotic as batch size is increased.

The number of iterations taken to get inside the box of confusion is plotted against the learning rate for different batch sizes:

for i in range(0, len(alpha_iter_sgd)):
  plt.plot(alpha_iter_sgd[i, :, 1]*(10**5), alpha_iter_sgd[i, :, 0], '-o')
plt.xlabel("Learning rate (alpha) x 10^-5")
plt.ylabel("Number of iterations")
plt.grid()
plt.legend(["Batch Size: 10", "Batch Size: 20", "Batch Size: 50", "Gradient Descent"])
plt.show()

../../_images/Stochastic-Gradient-Descent-2_48_0.png

In the above graph, it can be seen that it takes fewer iterations to get inside the box of confusion as the learning rate is increased. This is expected since increasing the learning rate results in larger steps being taken at each iteration. However, increasing the learning rate beyond 0.0002 resulted in the algorithm diverging. Furthermore, the number of iterations decreases with increase in batch size since the gradient estimated by SGD at each iteration gets nearer to the actual gradient as the batch_size is increased.

The total computation time to converge to minimum (inside the box of confusion) is plotted against batch size for different learning rates.

lgs = []
for i in range(2, len(alpha_vals), 2):
  plt.plot(batch_sizes, time_taken[:, i], '-o')
  lgs.append("Alpha: "+str(alpha_vals[i]))

plt.xlabel("Batch size")
plt.ylabel("Time taken (s)")
plt.grid()
plt.legend(lgs)
plt.show()

../../_images/Stochastic-Gradient-Descent-2_51_0.png

From the above graph, it is evident that batch sizes between 100 and 500 have the least computation cost. For lower batch sizes, the number of iterations to converge is high which increases computation time. On the other hand, for high batch sizes, the computation time to evaluate the gradient is high.

The computation time per iteration is plotted with batch size for different learning rates.

lgs = []
for i in range(2, len(alpha_vals), 2):
  time_per_iter = []
  for j in range(0, len(batch_sizes)):
    time_per_iter.append(time_taken[j, i]/alpha_iter_sgd[j, i, 0])
  
  plt.plot(batch_sizes, time_per_iter, '-o')
  lgs.append("Alpha: "+str(alpha_vals[i]))

plt.xlabel("Batch size")
plt.ylabel("Time taken (s)")
plt.grid()
plt.legend(lgs)
plt.show()

../../_images/Stochastic-Gradient-Descent-2_54_0.png

From the above graph, it can be seen that the computation time per iteration reduces as the batch size is reduced. This is because lesser data samples are considered for evaluating the gradient which reduces the computational complexity and therefore, the computation time.

The next section provides an example on binary classification using logistic regression

Binary Classification: Logistic Regression Example#

Consider the height data of human males and females. From a survey, it was found that the mean height of male and female is $175$ cm and $162$ cm, respectively. The standard deviation in the height of male and female is assumed to be $3.5$ cm and $4$ cm, respectively. The following code snippet generates height data of males and females by sampling from a gaussian distribution with the aforemnetioned mean and standard deviation information.

## Generation of data-set
# Parameters
n = 100 # No. of males (or females). Total number of humans is 2*n
mu1 = 1.75 # Mean of male heights
sigma1 = 0.035 # Standard deviation of male heights
mu2 = 1.62 # Mean of female heights
sigma2 = 0.035 # Standard deviation of female heights
xRange = [1.55, 1.8] # Range of heights considered

data = np.zeros([2*n, 2])
i=0
flag1 = False
flag2 = False
while i < 2*n:
  
  # Male height data set are labelled 0
  rand = np.random.normal(mu1, sigma1)
  if rand <= xRange[1] and rand >= xRange[0]:
    data[i, 0] = rand
    flag1 = True

  # Female height data set are labelled 1
  rand = np.random.normal(mu2, sigma2)
  if rand <= xRange[1] and rand >= xRange[0]:
    data[i+1, 0] = rand
    data[i+1, 1] = 1
    flag2 = True

  if flag1 and flag2:
    i = i+2
    flag1 = False
    flag2 = False

plt.plot(data[:, 0], data[:, 1], 'o')
plt.xlabel("Height (m)")
plt.ylabel("Male = 0, Female = 1")
plt.grid()
plt.show()

../../_images/Stochastic-Gradient-Descent-2_59_0.png

The goal is to come up with a model that classifies the given height data into male and female classes. Firstly, the function that defines the model is assumed and the above generated data is used to tune the parameters of the function such that it best fits the data.
The function assumed to model the data is a logistic function defined as:

(13)#\[\begin{align} &y = \textrm{sig}(z), \quad \textrm{where,} \\ &z = \theta_0 x + \theta_1, \\ &\textrm{sig}(z) = \frac{1}{1+e^{-z}}. \end{align}\]

In the above equation, $x$ is the height and $y$ is the probability of a given height data belonging to the female class. Further, $\textrm{sig}(z)$ is known as the sigmoid function and $\theta_0, \theta_1$ are the tuning parameters of the logistic function. For a given height data, if the output $y$ computed from the above equation is more than $0.5$, then the data is classified as female. Otherwise, the data is classified as male.
The following code snippets define and plot the logistic function

''' 
Sigmoid function
Input 
  - x: input value
Output 
  - result of the sigmoid function
 '''
def sigmoid(x):
  return 1/(1+np.exp(-x))

'''
Logistic function
Input
  - x: height 
  - theta: [theta_0, theta_1] tuning parameters
Output
  - probability of the height data belonging to the female class
'''
def logistic_function(x, theta):
  return sigmoid(theta[1]*x + theta[0])

'''
Function for plotting the logistic function
Inputs
  - theta: [theta0, theta1] parameters of the logistic function
  - data: [[x1, y1], [x2, y2], ..., [xn, yn]] labelled height data where
          xi - height
          yi - label (Male -> 0 and Female -> 1)
  - xRange: Range of height over which the logistic function is plotted
  - N: number of points to be sampled from the logistic function for plotting
'''
def plot_logistic_function(theta, data, xRange, N=100):
  x = np.linspace(xRange[0], xRange[1], N)
  fval = []
  for i in range(0, len(x)):
    fval.append(logistic_function(x[i], theta))

  plt.plot(x, fval)
  plt.plot(data[:, 0], data[:, 1], 'o')
  plt.xlabel("Height (m)")
  plt.ylabel("Male = 0, Female = 1")
  plt.legend(["Model", "Given Data"])
  plt.grid()
  plt.show()

plot_logistic_function([32, -20], data, xRange)

../../_images/Stochastic-Gradient-Descent-2_64_0.png

Having defined the logistic function, the parameters of it must be tuned to best fit the given height data. For this problem, the least square objective function cannot be used to optimize for the parameters due to the following reasons:

The output of the logistic function varies continously from 0 to 1 while the given height data have discrete values for their label, i.e., 0 or 1.
The least square metric does not make sense since the output of the logistic function is the probability of a given data point belonging to the female class. Instead it makes more sense to maximize the likelihood of the model correctly classifying the data.

Therefore, the loss function for this problem is defined in terms of the likelihood of the model, defined by the logistic function, predicting the class of a given data point correctly. Let $p_k$ be the probability of the $k$th data point, namely $x_k$, belonging to the female class. Since only two classes are involved, the probability of $x_k$ belonging to the male class is $1-p_k$. Further, let $y_k$ denote the value of the label given to each data set, i.e., either $0$ or $1$. The likelihood of the model predicting the $k$th data point correctly is given by:

(14)#\[\begin{align} &l_k = p_k^{y_k}(1-p_k)^{1-y_k}, \quad \textrm{where,}\\ &p_k = \textrm{sig}(\theta_0 x + \theta_1). \end{align}\]

If the given data point, $x_k$, belongs to the female class, i.e., $y_k = 1$ and the model prediction is correct, i.e., $p_k \rightarrow 1$, then $l_k = 1$. Similarly, if $x_k$ belongs to the male class and the model prediction is correct, i.e., $p_k \rightarrow 0$, then $l_k = 1$. Thus, $l_k = 1$ if the model predicts prefectly correctly, $l_k = 0$ if the model prediction is perfectly incorrect and anything in between otherwise.
The likelihood of the model classifying all the data points $x_k, k=1,2,..,n,$ correctly is:

(15)#\[\begin{align} l = \prod_{k=1}^{n} l_k = \prod_{k=1}^{n} p_k^{y_k}(1-p_k)^{1-y_k}. \end{align}\]

For the model to best fit the given data, the goal is to maximize the likelihood of the model classifying the data correctly as given by the above equation. To solve this optimization problem using SGD, $l$ needs to be cast as the sum of functions instead of product of functions as in the above equation. For this, logarithmic function of $l$ is considered:

(16)#\[\begin{align} l_l = \log (l) = \sum_{k=1}^{n} (y_k \log(p_k) + (1-y_k) \log(1-p_k)). \end{align}\]

From the above equation, maximizing $l_l$ leads to maximization of $l$ (since the log function is monotonic with $\log(0) = -\infty$ and $\log(1) = 0$). To pose the problem as a minimization problem, the negative of $l_l$ is considered as the objective function:

(17)#\[\begin{align} l_s = -l_l = \sum_{k=1}^{n} (-y_k \log(p_k) - (1-y_k) \log(1-p_k)). \end{align}\]

The above objective function is commonly known as the logistic loss function or maximum likelihood function and is minimised using SGD. The following code snippets define and minimize the logistic loss function.

'''
Logistic loss function
Inputs:
  - data: [[x1, y1], [x2, y2], ..., [xn, yn]] labelled height data where
          xi - height
          yi - label (Male -> 0 and Female -> 1)
  - logistic_function: the logistic function defined previously
  - theta: [theta0, theta1] parameters of the logistic function
'''
def logistic_loss_function(data, logistic_function, theta):
  sum = 0
  for i in range(0, len(data)):
    fval = logistic_function(data[i, 0], theta)
    sum = sum - (data[i, 1])*np.log(fval) - (1-data[i, 1])*np.log(1-fval)

  return sum

# Testing of the logistic loss function
logistic_loss_function(data, logistic_function, [32, -20])

109.50068183030183

# Minimization of the logistic loss function using SGD
sol_lr = SGD(data, logistic_function, [32, -20], logistic_loss_function, grad_approx, alpha = 0.5, max_iter = 1000, batch_size=10, nepoch=120, batch_pick="without_replacement")

Epoch 	Iter. 	loss_func(x) 		||grad(x)|| 	||p||

 0 	 4.2544e+00 	3.0913e+00 	1.5457e+00
 1 	 4.2544e+00 	4.9534e+00 	2.4767e+00
 2 	 5.8958e+00 	8.1846e+00 	4.0923e+00
 3 	 1.0466e+01 	1.8601e+00 	9.3005e-01
 4 	 4.2012e+00 	1.3379e+01 	6.6896e+00
 5 	 1.5415e+01 	9.5254e+00 	4.7627e+00
 6 	 4.4626e+01 	4.1372e+00 	2.0686e+00
 7 	 5.1246e+00 	1.3949e+01 	6.9744e+00
 8 	 1.6834e+01 	1.1398e+01 	5.6992e+00
 9 	 5.4230e+01 	3.2309e+00 	1.6155e+00
 10 	 3.3191e+00 	8.8285e+00 	4.4142e+00
 11 	 1.0063e+01 	8.0099e+00 	4.0050e+00
 12 	 1.8431e+01 	5.2977e+00 	2.6488e+00
 13 	 5.9064e+00 	7.0159e+00 	3.5080e+00
 14 	 9.6301e+00 	8.1830e+00 	4.0915e+00
 15 	 1.1362e+01 	7.7124e+00 	3.8562e+00
 16 	 1.4821e+01 	8.2493e+00 	4.1246e+00
 17 	 1.0871e+01 	7.8282e+00 	3.9141e+00
 18 	 1.4307e+01 	5.3425e+00 	2.6713e+00
 19 	 6.1608e+00 	7.9610e+00 	3.9805e+00
 20 	 8.7113e+00 	1.0984e+01 	5.4919e+00
 21 	 2.2047e+01 	1.1896e+01 	5.9478e+00
 22 	 2.6363e+01 	1.3145e+01 	6.5723e+00
 23 	 3.2351e+01 	9.9935e+00 	4.9967e+00
 24 	 2.8826e+01 	5.9041e+00 	2.9520e+00
 25 	 7.2648e+00 	1.0106e+01 	5.0529e+00
 26 	 1.2372e+01 	1.5159e+01 	7.5795e+00
 27 	 4.5423e+01 	1.5971e+01 	7.9857e+00
 28 	 5.4957e+01 	5.6789e+00 	2.8395e+00
 29 	 1.8878e+01 	3.8963e+00 	1.9482e+00
 30 	 5.0755e+00 	5.6982e-01 	2.8491e-01
 31 	 2.2463e+00 	3.5921e+00 	1.7960e+00
 32 	 3.9378e+00 	6.8181e+00 	3.4090e+00
 33 	 7.2170e+00 	7.3915e+00 	3.6958e+00
 34 	 1.0748e+01 	8.1357e+00 	4.0679e+00
 35 	 1.1095e+01 	9.6807e+00 	4.8403e+00
 36 	 1.7736e+01 	9.0227e+00 	4.5113e+00
 37 	 1.6164e+01 	7.4558e+00 	3.7279e+00
 38 	 1.2440e+01 	5.9208e+00 	2.9604e+00
 39 	 7.0606e+00 	5.9728e+00 	2.9864e+00
 40 	 7.0825e+00 	6.2885e+00 	3.1442e+00
 41 	 8.2456e+00 	1.0220e+01 	5.1102e+00
 42 	 1.3339e+01 	3.8265e+00 	1.9133e+00
 43 	 1.2107e+01 	1.4673e+01 	7.3367e+00
 44 	 1.8608e+01 	1.0086e+01 	5.0432e+00
 45 	 4.9514e+01 	2.6555e+00 	1.3277e+00
 46 	 3.8601e+00 	4.1876e+00 	2.0938e+00
 47 	 5.6195e+00 	9.8728e+00 	4.9364e+00
 48 	 1.1825e+01 	1.3286e+01 	6.6429e+00
 49 	 3.9200e+01 	7.9572e+00 	3.9786e+00
 50 	 1.9520e+01 	2.3203e+00 	1.1601e+00
 51 	 2.7072e+00 	4.7223e+00 	2.3612e+00
 52 	 3.8386e+00 	1.2230e+01 	6.1150e+00
 53 	 1.8174e+01 	1.2150e+01 	6.0751e+00
 54 	 3.8092e+01 	8.7281e+00 	4.3640e+00
 55 	 1.4942e+01 	5.6834e+00 	2.8417e+00
 56 	 9.6068e+00 	2.2272e+00 	1.1136e+00
 57 	 2.6301e+00 	2.0025e+00 	1.0012e+00
 58 	 2.9466e+00 	2.1093e+00 	1.0546e+00
 59 	 2.7549e+00 	1.6611e+00 	8.3057e-01
 60 	 2.7682e+00 	1.2297e+00 	6.1483e-01
 61 	 3.9544e+00 	3.5951e-01 	1.7976e-01
 62 	 1.8669e+00 	5.6213e-01 	2.8106e-01
 63 	 2.2717e+00 	3.9458e+00 	1.9729e+00
 64 	 4.0709e+00 	4.7546e+00 	2.3773e+00
 65 	 6.2780e+00 	6.7690e+00 	3.3845e+00
 66 	 5.9209e+00 	1.0975e+01 	5.4876e+00
 67 	 2.0913e+01 	7.9392e+00 	3.9696e+00
 68 	 1.9180e+01 	1.8819e+00 	9.4096e-01
 69 	 2.3784e+00 	1.0714e-01 	5.3572e-02
 70 	 2.0367e+00 	5.4008e-01 	2.7004e-01
 71 	 3.0478e+00 	1.3602e+00 	6.8012e-01
 72 	 2.9444e+00 	5.3935e+00 	2.6967e+00
 73 	 5.5003e+00 	7.0752e+00 	3.5376e+00
 74 	 9.8880e+00 	7.8575e+00 	3.9287e+00
 75 	 1.0773e+01 	1.1467e+01 	5.7335e+00
 76 	 1.9039e+01 	1.1715e+01 	5.8575e+00
 77 	 4.1699e+01 	1.1449e+01 	5.7244e+00
 78 	 1.8608e+01 	1.1341e+01 	5.6705e+00
 79 	 3.1263e+01 	3.7961e+00 	1.8980e+00
 80 	 7.2428e+00 	8.1474e-01 	4.0737e-01
 81 	 3.1894e+00 	1.0183e-01 	5.0913e-02
 82 	 3.5808e+00 	2.8422e+00 	1.4211e+00
 83 	 3.2261e+00 	5.9794e+00 	2.9897e+00
 84 	 6.7077e+00 	9.6979e+00 	4.8490e+00
 85 	 1.2381e+01 	1.3893e+01 	6.9467e+00
 86 	 3.7139e+01 	1.1440e+01 	5.7200e+00
 87 	 3.6678e+01 	1.2622e+01 	6.3112e+00
 88 	 1.6194e+01 	1.1507e+01 	5.7533e+00
 89 	 4.4627e+01 	8.8225e+00 	4.4112e+00
 90 	 8.6366e+00 	1.3041e+01 	6.5206e+00
 91 	 3.0687e+01 	1.5990e+01 	7.9951e+00
 92 	 4.5677e+01 	9.6305e+00 	4.8152e+00
 93 	 3.9627e+01 	1.6147e+00 	8.0735e-01
 94 	 2.7559e+00 	2.8671e+00 	1.4335e+00
 95 	 2.9175e+00 	3.3001e+00 	1.6501e+00
 96 	 3.5271e+00 	4.8647e+00 	2.4324e+00
 97 	 5.3026e+00 	7.1926e+00 	3.5963e+00
 98 	 1.0118e+01 	3.2813e+00 	1.6407e+00
 99 	 4.6473e+00 	7.8988e-01 	3.9494e-01
 100 	 1.3069e+00 	4.2285e+00 	2.1143e+00
 101 	 5.1197e+00 	9.5160e+00 	4.7580e+00
 102 	 1.0708e+01 	9.3586e+00 	4.6793e+00
 103 	 2.2861e+01 	1.3162e+01 	6.5808e+00
 104 	 1.4255e+01 	5.7904e+00 	2.8952e+00
 105 	 2.7943e+01 	7.2677e+00 	3.6339e+00
 106 	 1.3052e+01 	6.3023e+00 	3.1512e+00
 107 	 7.7709e+00 	8.3611e+00 	4.1806e+00
 108 	 1.1377e+01 	9.6205e+00 	4.8103e+00
 109 	 1.7906e+01 	7.3070e+00 	3.6535e+00
 110 	 1.4033e+01 	4.1988e+00 	2.0994e+00
 111 	 4.4553e+00 	6.3314e+00 	3.1657e+00
 112 	 6.4174e+00 	9.6018e+00 	4.8009e+00
 113 	 1.6542e+01 	5.2898e+00 	2.6449e+00
 114 	 9.0347e+00 	3.4415e+00 	1.7208e+00
 115 	 2.7292e+00 	8.7276e+00 	4.3638e+00
 116 	 1.1082e+01 	1.0765e+01 	5.3825e+00
 117 	 1.9258e+01 	5.9134e+00 	2.9567e+00
 118 	 1.4298e+01 	1.4081e+00 	7.0404e-01
 119 	 2.9434e+00 	3.7077e+00 	1.8539e+00
 120 	 3.2290e+00 	9.2123e+00 	4.6062e+00
 121 	 9.4289e+00 	7.9420e+00 	3.9710e+00
 122 	 2.2993e+01 	3.0487e+00 	1.5244e+00
 123 	 3.0170e+00 	3.8391e+00 	1.9195e+00
 124 	 3.6424e+00 	5.5775e+00 	2.7887e+00
 125 	 5.6386e+00 	3.5300e+00 	1.7650e+00
 126 	 5.1187e+00 	1.9293e+00 	9.6466e-01
 127 	 3.5817e+00 	9.5683e+00 	4.7842e+00
 128 	 7.9928e+00 	7.6863e+00 	3.8431e+00
 129 	 2.5929e+01 	1.1174e-01 	5.5868e-02
 130 	 3.2905e+00 	2.3899e+00 	1.1950e+00
 131 	 3.0610e+00 	5.9622e-01 	2.9811e-01
 132 	 9.4377e-01 	1.0310e+01 	5.1548e+00
 133 	 9.6605e+00 	1.0072e+01 	5.0359e+00
 134 	 3.4964e+01 	2.0764e+00 	1.0382e+00
 135 	 3.0981e+00 	1.8740e-01 	9.3698e-02
 136 	 2.8512e+00 	9.0439e-01 	4.5220e-01
 137 	 2.2144e+00 	1.4376e+00 	7.1881e-01
 138 	 2.9510e+00 	7.8992e-01 	3.9496e-01
 139 	 3.5972e+00 	2.6944e+00 	1.3472e+00
 140 	 3.3351e+00 	7.0797e+00 	3.5399e+00
 141 	 7.8678e+00 	1.3289e+01 	6.6444e+00
 142 	 2.1239e+01 	9.5928e+00 	4.7964e+00
 143 	 3.7361e+01 	4.2657e+00 	2.1329e+00
 144 	 4.1479e+00 	8.1213e+00 	4.0607e+00
 145 	 1.0609e+01 	9.6640e+00 	4.8320e+00
 146 	 1.7804e+01 	7.3797e+00 	3.6899e+00
 147 	 1.4559e+01 	4.9419e+00 	2.4709e+00
 148 	 5.0455e+00 	8.4264e+00 	4.2132e+00
 149 	 9.1645e+00 	1.7792e+01 	8.8962e+00
 150 	 4.1905e+01 	1.9023e+01 	9.5114e+00
 151 	 9.8842e+01 	9.9785e+00 	4.9892e+00
 152 	 2.9009e+01 	5.4585e+00 	2.7292e+00
 153 	 6.3555e+00 	1.9767e+00 	9.8834e-01
 154 	 2.2675e+00 	1.2132e+00 	6.0662e-01
 155 	 2.8694e+00 	8.7130e-01 	4.3565e-01
 156 	 3.4167e+00 	1.5451e+00 	7.7254e-01
 157 	 2.7039e+00 	5.0061e+00 	2.5031e+00
 158 	 3.9101e+00 	8.6684e+00 	4.3342e+00
 159 	 1.0321e+01 	1.0812e+01 	5.4059e+00
 160 	 1.9463e+01 	1.1883e+01 	5.9415e+00
 161 	 2.6833e+01 	7.5942e+00 	3.7971e+00
 162 	 1.8961e+01 	4.9755e+00 	2.4878e+00
 163 	 4.1920e+00 	5.9213e+00 	2.9607e+00
 164 	 6.7199e+00 	3.5272e+00 	1.7636e+00
 165 	 3.6526e+00 	6.2860e+00 	3.1430e+00
 166 	 5.2544e+00 	1.1709e+01 	5.8546e+00
 167 	 2.2349e+01 	5.6719e+00 	2.8360e+00
 168 	 1.4555e+01 	3.5546e-01 	1.7773e-01
 169 	 2.6143e+00 	8.8785e-01 	4.4392e-01
 170 	 2.3927e+00 	2.4570e+00 	1.2285e+00
 171 	 3.1243e+00 	5.6520e+00 	2.8260e+00
 172 	 4.7218e+00 	8.5774e+00 	4.2887e+00
 173 	 1.2675e+01 	7.1740e+00 	3.5870e+00
 174 	 1.0044e+01 	8.9313e+00 	4.4657e+00
 175 	 1.0369e+01 	3.9313e+00 	1.9657e+00
 176 	 9.6126e+00 	2.4671e+00 	1.2335e+00
 177 	 3.7259e+00 	3.9967e+00 	1.9983e+00
 178 	 4.8800e+00 	1.0302e+01 	5.1510e+00
 179 	 1.2849e+01 	1.1304e+01 	5.6520e+00
 180 	 3.0087e+01 	1.5065e+01 	7.5324e+00
 181 	 2.3257e+01 	7.6798e+00 	3.8399e+00
 182 	 3.6766e+01 	6.2218e+00 	3.1109e+00
 183 	 7.2387e+00 	1.0051e+01 	5.0255e+00
 184 	 1.2577e+01 	1.1271e+01 	5.6353e+00
 185 	 2.9230e+01 	5.6157e+00 	2.8079e+00
 186 	 8.7544e+00 	7.7664e+00 	3.8832e+00
 187 	 6.5707e+00 	7.9640e+00 	3.9820e+00
 188 	 2.1192e+01 	5.1827e+00 	2.5914e+00
 189 	 5.1404e+00 	1.1125e+01 	5.5626e+00
 190 	 1.6249e+01 	9.6139e+00 	4.8069e+00
 191 	 3.0927e+01 	5.3448e+00 	2.6724e+00
 192 	 5.1278e+00 	6.1361e+00 	3.0680e+00
 193 	 7.9159e+00 	1.0147e+01 	5.0733e+00
 194 	 1.1997e+01 	9.4153e+00 	4.7077e+00
 195 	 2.5469e+01 	7.7294e+00 	3.8647e+00
 196 	 6.6213e+00 	9.1067e+00 	4.5534e+00
 197 	 1.7280e+01 	6.9342e+00 	3.4671e+00
 198 	 8.4933e+00 	1.3112e+01 	6.5562e+00
 199 	 1.8022e+01 	1.3967e+01 	6.9834e+00
 200 	 6.1576e+01 	6.4253e+00 	3.2127e+00
 201 	 9.2366e+00 	9.0348e+00 	4.5174e+00
 202 	 8.9604e+00 	7.5015e+00 	3.7508e+00
 203 	 1.8197e+01 	4.7684e-01 	2.3842e-01
 204 	 2.1973e+00 	4.7361e-01 	2.3681e-01
 205 	 1.8624e+00 	9.9721e-01 	4.9860e-01
 206 	 2.5302e+00 	3.8771e+00 	1.9386e+00
 207 	 4.0980e+00 	6.0594e+00 	3.0297e+00
 208 	 8.2709e+00 	6.4146e+00 	3.2073e+00
 209 	 7.0302e+00 	6.0890e+00 	3.0445e+00
 210 	 7.0292e+00 	5.7128e+00 	2.8564e+00
 211 	 6.2493e+00 	6.2250e+00 	3.1125e+00
 212 	 7.6482e+00 	7.1702e+00 	3.5851e+00
 213 	 1.0057e+01 	1.0357e+01 	5.1787e+00
 214 	 1.6147e+01 	5.9819e+00 	2.9910e+00
 215 	 1.4253e+01 	4.1385e+00 	2.0692e+00
 216 	 4.0362e+00 	7.6062e+00 	3.8031e+00
 217 	 9.3154e+00 	1.0970e+01 	5.4849e+00
 218 	 1.5742e+01 	7.4752e+00 	3.7376e+00
 219 	 1.8554e+01 	1.0322e+00 	5.1608e-01
 220 	 1.3539e+00 	6.5871e+00 	3.2936e+00
 221 	 5.9064e+00 	8.9072e+00 	4.4536e+00
 222 	 1.5941e+01 	9.0167e+00 	4.5083e+00
 223 	 1.2662e+01 	1.1327e+01 	5.6633e+00
 224 	 2.4709e+01 	1.1897e+01 	5.9486e+00
 225 	 2.9085e+01 	1.2991e+01 	6.4953e+00
 226 	 2.7768e+01 	7.9004e+00 	3.9502e+00
 227 	 2.5887e+01 	6.4085e+00 	3.2043e+00
 228 	 5.0974e+00 	1.1847e+01 	5.9235e+00
 229 	 2.4569e+01 	7.4732e+00 	3.7366e+00
 230 	 1.6598e+01 	2.3944e+00 	1.1972e+00
 231 	 3.0098e+00 	3.7604e+00 	1.8802e+00
 232 	 3.3655e+00 	1.1969e+01 	5.9846e+00
 233 	 1.2339e+01 	1.1427e+01 	5.7134e+00
 234 	 4.3898e+01 	9.2529e+00 	4.6265e+00
 235 	 7.8741e+00 	5.6958e+00 	2.8479e+00
 236 	 1.6331e+01 	1.6604e+00 	8.3019e-01
 237 	 1.7422e+00 	2.0091e+00 	1.0045e+00
 238 	 3.1127e+00 	5.3485e+00 	2.6743e+00
 239 	 4.5780e+00 	5.1999e+00 	2.5999e+00
 240 	 7.1587e+00 	5.2459e+00 	2.6230e+00
 241 	 4.6855e+00 	1.0546e+01 	5.2728e+00
 242 	 1.3921e+01 	7.5784e+00 	3.7892e+00
 243 	 2.0307e+01 	2.7059e-01 	1.3529e-01
 244 	 3.5651e+00 	2.9039e+00 	1.4519e+00
 245 	 2.5166e+00 	5.2649e+00 	2.6325e+00
 246 	 5.9477e+00 	4.3954e+00 	2.1977e+00
 247 	 4.5750e+00 	2.9202e+00 	1.4601e+00
 248 	 3.3822e+00 	1.0580e+00 	5.2898e-01
 249 	 3.1090e+00 	1.6126e+00 	8.0632e-01
 250 	 2.8756e+00 	4.2878e+00 	2.1439e+00
 251 	 4.6422e+00 	6.2409e+00 	3.1205e+00
 252 	 7.0942e+00 	9.0406e+00 	4.5203e+00
 253 	 1.2299e+01 	7.8705e+00 	3.9352e+00
 254 	 1.7570e+01 	7.4214e+00 	3.7107e+00
 255 	 6.6441e+00 	1.1703e+01 	5.8515e+00
 256 	 2.0909e+01 	1.1305e+01 	5.6526e+00
 257 	 2.7599e+01 	7.6162e+00 	3.8081e+00
 258 	 1.2989e+01 	3.6836e+00 	1.8418e+00
 259 	 3.7718e+00 	4.6893e+00 	2.3446e+00
 260 	 3.4136e+00 	8.1319e+00 	4.0660e+00
 261 	 1.1215e+01 	9.2436e+00 	4.6218e+00
 262 	 1.3229e+01 	5.5393e+00 	2.7696e+00
 263 	 1.0776e+01 	1.9615e-01 	9.8077e-02
 264 	 1.5883e+00 	3.8936e+00 	1.9468e+00
 265 	 3.5151e+00 	5.3898e+00 	2.6949e+00
 266 	 5.6409e+00 	8.4652e+00 	4.2326e+00
 267 	 8.1998e+00 	1.4924e+01 	7.4618e+00
 268 	 3.5083e+01 	1.0059e+01 	5.0297e+00
 269 	 3.5685e+01 	4.9044e+00 	2.4522e+00
 270 	 4.7875e+00 	6.8888e+00 	3.4444e+00
 271 	 8.3416e+00 	9.3091e+00 	4.6545e+00
 272 	 1.1655e+01 	9.8196e+00 	4.9098e+00
 273 	 2.4711e+01 	6.2998e+00 	3.1499e+00
 274 	 9.4954e+00 	2.5289e+00 	1.2645e+00
 275 	 3.5995e+00 	3.7540e-01 	1.8770e-01
 276 	 2.2770e+00 	3.8684e-01 	1.9342e-01
 277 	 2.1999e+00 	9.3027e-01 	4.6514e-01
 278 	 2.3568e+00 	1.0707e+00 	5.3537e-01
 279 	 2.2414e+00 	3.5158e+00 	1.7579e+00
 280 	 3.9751e+00 	1.3747e+01 	6.8737e+00
 281 	 1.3816e+01 	5.6944e+00 	2.8472e+00
 282 	 2.6020e+01 	9.1027e+00 	4.5514e+00
 283 	 1.7105e+01 	1.0350e+01 	5.1748e+00
 284 	 1.3249e+01 	7.5470e+00 	3.7735e+00
 285 	 1.9467e+01 	4.7238e+00 	2.3619e+00
 286 	 4.1586e+00 	1.1367e+01 	5.6836e+00
 287 	 1.6845e+01 	8.0293e+00 	4.0146e+00
 288 	 2.3111e+01 	1.7486e+00 	8.7428e-01
 289 	 2.9312e+00 	2.2888e+00 	1.1444e+00
 290 	 2.4694e+00 	1.6938e-01 	8.4691e-02
 291 	 2.1293e+00 	2.8516e+00 	1.4258e+00
 292 	 2.5829e+00 	3.1830e+00 	1.5915e+00
 293 	 2.8686e+00 	4.4281e+00 	2.2140e+00
 294 	 4.3593e+00 	7.8390e+00 	3.9195e+00
 295 	 8.4227e+00 	1.0737e+01 	5.3683e+00
 296 	 1.7304e+01 	7.9217e+00 	3.9609e+00
 297 	 1.8410e+01 	5.3151e+00 	2.6575e+00
 298 	 4.8343e+00 	6.5034e+00 	3.2517e+00
 299 	 7.4562e+00 	8.6077e+00 	4.3038e+00
 300 	 1.0667e+01 	7.8563e+00 	3.9282e+00
 301 	 1.8221e+01 	7.6517e+00 	3.8258e+00
 302 	 8.1004e+00 	9.7890e+00 	4.8945e+00
 303 	 1.8983e+01 	1.2306e+01 	6.1531e+00
 304 	 1.9879e+01 	1.0061e+01 	5.0306e+00
 305 	 3.0332e+01 	1.4244e+00 	7.1219e-01
 306 	 1.5215e+00 	2.6978e+00 	1.3489e+00
 307 	 4.4937e+00 	5.5692e+00 	2.7846e+00
 308 	 5.2273e+00 	6.2031e+00 	3.1015e+00
 309 	 7.4801e+00 	2.1024e+00 	1.0512e+00
 310 	 1.9985e+00 	3.1775e+00 	1.5888e+00
 311 	 3.1670e+00 	6.9073e+00 	3.4537e+00
 312 	 6.2807e+00 	1.2812e+01 	6.4060e+00
 313 	 1.9432e+01 	1.1422e+01 	5.7109e+00
 314 	 3.9226e+01 	3.5419e+00 	1.7709e+00
 315 	 3.3601e+00 	6.1196e-01 	3.0598e-01
 316 	 1.8448e+00 	5.1131e+00 	2.5566e+00
 317 	 4.0395e+00 	1.2836e+01 	6.4182e+00
 318 	 1.9575e+01 	9.5176e+00 	4.7588e+00
 319 	 3.4921e+01 	7.9918e-01 	3.9959e-01
 320 	 2.6481e+00 	2.9912e+00 	1.4956e+00
 321 	 2.2861e+00 	8.5393e+00 	4.2697e+00
 322 	 8.3128e+00 	1.2981e+01 	6.4907e+00
 323 	 2.7678e+01 	1.1955e+01 	5.9774e+00
 324 	 3.4489e+01 	6.5350e+00 	3.2675e+00
 325 	 1.0450e+01 	5.2713e+00 	2.6357e+00
 326 	 4.3229e+00 	5.0724e+00 	2.5362e+00
 327 	 7.1810e+00 	4.2019e+00 	2.1010e+00
 328 	 4.1634e+00 	5.8839e+00 	2.9420e+00
 329 	 5.5649e+00 	6.6896e+00 	3.3448e+00
 330 	 8.9429e+00 	9.1299e+00 	4.5649e+00
 331 	 1.0623e+01 	7.8609e+00 	3.9304e+00
 332 	 1.7228e+01 	1.8447e+00 	9.2237e-01
 333 	 2.3449e+00 	3.6620e-01 	1.8310e-01
 334 	 2.7883e+00 	1.2989e+00 	6.4944e-01
 335 	 1.1829e+00 	2.2680e+00 	1.1340e+00
 336 	 2.0830e+00 	2.4736e+00 	1.2368e+00
 337 	 3.7468e+00 	4.4882e+00 	2.2441e+00
 338 	 5.0212e+00 	4.1210e+00 	2.0605e+00
 339 	 4.4520e+00 	4.9770e+00 	2.4885e+00
 340 	 4.7604e+00 	8.9975e+00 	4.4988e+00
 341 	 1.2008e+01 	3.6523e+00 	1.8261e+00
 342 	 6.7111e+00 	3.1396e+00 	1.5698e+00
 343 	 4.0530e+00 	4.6438e+00 	2.3219e+00
 344 	 4.6602e+00 	3.3228e+00 	1.6614e+00
 345 	 3.5908e+00 	1.0667e+00 	5.3334e-01
 346 	 1.5892e+00 	4.2657e+00 	2.1328e+00
 347 	 4.1578e+00 	8.0597e+00 	4.0298e+00
 348 	 8.5944e+00 	8.6682e+00 	4.3341e+00
 349 	 1.3350e+01 	8.3888e+00 	4.1944e+00
 350 	 9.9119e+00 	8.4893e+00 	4.2446e+00
 351 	 1.4029e+01 	9.1317e+00 	4.5659e+00
 352 	 1.3056e+01 	1.0525e+01 	5.2623e+00
 353 	 1.8304e+01 	9.8113e+00 	4.9056e+00
 354 	 1.9519e+01 	4.8350e+00 	2.4175e+00
 355 	 5.9664e+00 	7.2414e-02 	3.6207e-02
 356 	 1.6511e+00 	2.2762e+00 	1.1381e+00
 357 	 3.1393e+00 	4.7396e+00 	2.3698e+00
 358 	 3.7750e+00 	6.4038e+00 	3.2019e+00
 359 	 7.4379e+00 	5.6925e+00 	2.8463e+00
 360 	 7.4571e+00 	5.9119e+00 	2.9560e+00
 361 	 6.0435e+00 	7.5683e+00 	3.7842e+00
 362 	 9.3103e+00 	9.0188e+00 	4.5094e+00
 363 	 1.2371e+01 	1.0017e+01 	5.0087e+00
 364 	 1.6021e+01 	9.5706e+00 	4.7853e+00
 365 	 1.7990e+01 	7.1053e+00 	3.5526e+00
 366 	 1.1233e+01 	9.7876e+00 	4.8938e+00
 367 	 9.5488e+00 	7.4382e+00 	3.7191e+00
 368 	 1.7847e+01 	1.8774e+00 	9.3870e-01
 369 	 2.9619e+00 	8.7853e+00 	4.3926e+00
 370 	 7.0948e+00 	5.6764e+00 	2.8382e+00
 371 	 1.4323e+01 	2.5640e+00 	1.2820e+00
 372 	 2.5388e+00 	5.0090e+00 	2.5045e+00
 373 	 4.3819e+00 	4.6490e+00 	2.3245e+00
 374 	 5.8656e+00 	2.8550e+00 	1.4275e+00
 375 	 3.2436e+00 	4.3364e+00 	2.1682e+00
 376 	 3.2058e+00 	8.9358e+00 	4.4679e+00
 377 	 9.3649e+00 	1.1191e+01 	5.5955e+00
 378 	 2.5218e+01 	5.7799e+00 	2.8899e+00
 379 	 1.0966e+01 	4.0967e+00 	2.0483e+00
 380 	 4.2324e+00 	7.8229e+00 	3.9114e+00
 381 	 8.9198e+00 	1.0147e+01 	5.0737e+00
 382 	 1.5162e+01 	1.7654e+01 	8.8268e+00
 383 	 3.4728e+01 	1.3372e+01 	6.6859e+00
 384 	 6.8959e+01 	3.0148e+00 	1.5074e+00
 385 	 2.6501e+00 	3.1236e+00 	1.5618e+00
 386 	 3.2118e+00 	8.0220e+00 	4.0110e+00
 387 	 6.3347e+00 	1.1444e+01 	5.7221e+00
 388 	 3.1482e+01 	9.4135e+00 	4.7068e+00
 389 	 1.4622e+01 	9.1266e+00 	4.5633e+00
 390 	 1.6274e+01 	9.3947e+00 	4.6974e+00
 391 	 1.4134e+01 	1.3370e+01 	6.6851e+00
 392 	 2.0196e+01 	1.4063e+01 	7.0316e+00
 393 	 4.7337e+01 	8.8141e+00 	4.4071e+00
 394 	 1.4782e+01 	6.6843e+00 	3.3421e+00
 395 	 7.8030e+00 	1.1781e+01 	5.8906e+00
 396 	 1.6592e+01 	7.9273e+00 	3.9636e+00
 397 	 2.9828e+01 	9.2388e-01 	4.6194e-01
 398 	 2.9152e+00 	1.3495e+00 	6.7476e-01
 399 	 1.4271e+00 	4.9599e+00 	2.4799e+00
 400 	 3.9995e+00 	3.7159e+00 	1.8580e+00
 401 	 3.2850e+00 	2.1803e+00 	1.0901e+00
 402 	 2.5979e+00 	2.4165e+00 	1.2082e+00
 403 	 2.7072e+00 	1.8334e+00 	9.1670e-01
 404 	 2.3982e+00 	4.2290e+00 	2.1145e+00
 405 	 4.9100e+00 	7.2747e+00 	3.6374e+00
 406 	 8.2067e+00 	8.5066e+00 	4.2533e+00
 407 	 1.0220e+01 	4.8799e+00 	2.4400e+00
 408 	 7.5108e+00 	2.7683e+00 	1.3841e+00
 409 	 2.3001e+00 	4.2318e+00 	2.1159e+00
 410 	 4.8981e+00 	5.1516e+00 	2.5758e+00
 411 	 4.2692e+00 	7.2276e+00 	3.6138e+00
 412 	 7.9557e+00 	1.0286e+01 	5.1429e+00
 413 	 1.2718e+01 	1.4982e+01 	7.4908e+00
 414 	 3.4418e+01 	1.0021e+01 	5.0104e+00
 415 	 3.5075e+01 	3.3239e+00 	1.6620e+00
 416 	 3.4654e+00 	6.5257e+00 	3.2628e+00
 417 	 5.5112e+00 	5.2295e+00 	2.6148e+00
 418 	 7.7439e+00 	2.7488e+00 	1.3744e+00
 419 	 2.2391e+00 	5.4527e+00 	2.7263e+00
 420 	 5.5102e+00 	6.5675e+00 	3.2838e+00
 421 	 7.2816e+00 	9.6849e+00 	4.8425e+00
 422 	 1.1804e+01 	5.9538e+00 	2.9769e+00
 423 	 1.4771e+01 	1.5197e+00 	7.5985e-01
 424 	 1.8587e+00 	1.5031e+00 	7.5156e-01
 425 	 1.6640e+00 	1.2459e+00 	6.2297e-01
 426 	 2.1119e+00 	3.8902e+00 	1.9451e+00
 427 	 4.3052e+00 	1.0661e+01 	5.3304e+00
 428 	 1.2066e+01 	1.1313e+01 	5.6565e+00
 429 	 3.1476e+01 	5.3751e+00 	2.6875e+00
 430 	 7.9895e+00 	2.5577e+00 	1.2789e+00
 431 	 2.4706e+00 	3.4005e+00 	1.7002e+00
 432 	 2.7034e+00 	3.0757e+00 	1.5379e+00
 433 	 3.7733e+00 	3.5025e+00 	1.7512e+00
 434 	 3.0946e+00 	4.7563e+00 	2.3781e+00
 435 	 4.5906e+00 	5.3910e+00 	2.6955e+00
 436 	 4.4944e+00 	3.8126e+00 	1.9063e+00
 437 	 4.3416e+00 	7.8294e-01 	3.9147e-01
 438 	 1.9650e+00 	3.8021e+00 	1.9010e+00
 439 	 4.5835e+00 	6.2204e+00 	3.1102e+00
 440 	 6.4755e+00 	6.7207e+00 	3.3604e+00
 441 	 8.6170e+00 	4.7527e+00 	2.3763e+00
 442 	 4.9908e+00 	5.3021e+00 	2.6511e+00
 443 	 3.9601e+00 	6.8803e+00 	3.4402e+00
 444 	 9.6646e+00 	7.5085e+00 	3.7543e+00
 445 	 7.4956e+00 	1.0220e+01 	5.1100e+00
 446 	 1.6871e+01 	1.3750e+01 	6.8749e+00
 447 	 2.8773e+01 	7.5174e+00 	3.7587e+00
 448 	 2.1973e+01 	1.4797e+00 	7.3983e-01
 449 	 1.9065e+00 	5.5286e+00 	2.7643e+00
 450 	 3.8844e+00 	8.8052e+00 	4.4026e+00
 451 	 1.5151e+01 	7.4549e+00 	3.7275e+00
 452 	 1.1521e+01 	7.7263e+00 	3.8631e+00
 453 	 1.0135e+01 	1.1467e+01 	5.7337e+00
 454 	 2.1054e+01 	1.1175e+01 	5.5873e+00
 455 	 2.7101e+01 	3.7324e+00 	1.8662e+00
 456 	 5.5087e+00 	1.5779e+00 	7.8895e-01
 457 	 1.6609e+00 	2.2125e+00 	1.1063e+00
 458 	 2.8184e+00 	1.1908e+00 	5.9542e-01
 459 	 3.2963e+00 	4.1743e-01 	2.0872e-01
 460 	 1.8065e+00 	9.3978e-01 	4.6989e-01
 461 	 1.6378e+00 	7.9065e-01 	3.9533e-01
 462 	 1.8261e+00 	7.8594e-01 	3.9297e-01
 463 	 1.1809e+00 	2.8817e+00 	1.4408e+00
 464 	 2.5341e+00 	7.0416e+00 	3.5208e+00
 465 	 6.2439e+00 	6.8782e+00 	3.4391e+00
 466 	 1.0713e+01 	2.9092e+00 	1.4546e+00
 467 	 3.3411e+00 	3.0570e+00 	1.5285e+00
 468 	 2.3431e+00 	4.6855e+00 	2.3427e+00
 469 	 3.9222e+00 	6.4315e+00 	3.2157e+00
 470 	 6.0910e+00 	7.1083e+00 	3.5541e+00
 471 	 1.1070e+01 	6.8380e+00 	3.4190e+00
 472 	 1.0461e+01 	4.0543e+00 	2.0271e+00
 473 	 3.7599e+00 	1.7305e+00 	8.6523e-01
 474 	 1.1122e+00 	3.9802e+00 	1.9901e+00
 475 	 4.8071e+00 	5.5431e+00 	2.7716e+00
 476 	 5.2769e+00 	4.9473e+00 	2.4736e+00
 477 	 8.1054e+00 	3.5794e+00 	1.7897e+00
 478 	 2.6849e+00 	8.7083e+00 	4.3542e+00
 479 	 8.7595e+00 	5.9185e+00 	2.9592e+00
 480 	 1.2924e+01 	1.0148e-01 	5.0740e-02
 481 	 1.4332e+00 	5.0216e-01 	2.5108e-01
 482 	 2.4024e+00 	6.3941e-01 	3.1970e-01
 483 	 1.8601e+00 	1.4219e-01 	7.1096e-02
 484 	 1.4002e+00 	2.7176e-02 	1.3588e-02
 485 	 2.6671e+00 	2.0832e+00 	1.0416e+00
 486 	 1.9846e+00 	2.6128e+00 	1.3064e+00
 487 	 3.1110e+00 	4.2376e+00 	2.1188e+00
 488 	 3.6240e+00 	1.1701e+01 	5.8506e+00
 489 	 1.3768e+01 	3.9868e+00 	1.9934e+00
 490 	 1.3970e+01 	7.3777e+00 	3.6889e+00
 491 	 1.1205e+01 	5.3120e+00 	2.6560e+00
 492 	 6.7141e+00 	1.8047e+00 	9.0235e-01
 493 	 1.8794e+00 	3.1265e+00 	1.5633e+00
 494 	 2.0096e+00 	6.0251e+00 	3.0125e+00
 495 	 6.8049e+00 	7.7005e+00 	3.8502e+00
 496 	 1.0372e+01 	4.3036e+00 	2.1518e+00
 497 	 4.9413e+00 	4.3743e-01 	2.1871e-01
 498 	 2.3110e+00 	5.4774e-02 	2.7387e-02
 499 	 2.1472e+00 	2.5623e+00 	1.2812e+00
 500 	 2.2626e+00 	1.3907e+00 	6.9536e-01
 501 	 2.0431e+00 	4.3339e-01 	2.1670e-01
 502 	 1.7932e+00 	1.9447e+00 	9.7235e-01
 503 	 2.2646e+00 	1.1365e+00 	5.6825e-01
 504 	 1.8606e+00 	3.8131e-01 	1.9066e-01
 505 	 2.4754e+00 	7.8432e-01 	3.9216e-01
 506 	 1.7712e+00 	4.2908e+00 	2.1454e+00
 507 	 3.2434e+00 	2.5882e+00 	1.2941e+00
 508 	 3.0265e+00 	4.0863e+00 	2.0431e+00
 509 	 3.1672e+00 	6.7204e+00 	3.3602e+00
 510 	 8.1561e+00 	4.2524e+00 	2.1262e+00
 511 	 5.5711e+00 	3.0582e+00 	1.5291e+00
 512 	 3.1670e+00 	6.5897e+00 	3.2948e+00
 513 	 7.1900e+00 	1.5040e+01 	7.5200e+00
 514 	 2.4273e+01 	1.3275e+01 	6.6377e+00
 515 	 5.5353e+01 	6.9099e+00 	3.4550e+00
 516 	 7.0702e+00 	8.1819e+00 	4.0910e+00
 517 	 1.1926e+01 	9.5658e+00 	4.7829e+00
 518 	 9.9410e+00 	9.1619e+00 	4.5809e+00
 519 	 1.8640e+01 	3.1351e+00 	1.5675e+00
 520 	 4.8349e+00 	2.1063e+00 	1.0532e+00
 521 	 2.2773e+00 	6.7204e+00 	3.3602e+00
 522 	 8.0835e+00 	1.3430e+01 	6.7149e+00
 523 	 2.3179e+01 	1.1493e+01 	5.7466e+00
 524 	 4.0034e+01 	6.9766e+00 	3.4883e+00
 525 	 6.9588e+00 	6.0174e+00 	3.0087e+00
 526 	 7.6873e+00 	5.3214e+00 	2.6607e+00
 527 	 4.4949e+00 	8.2238e+00 	4.1119e+00
 528 	 1.0022e+01 	1.7042e+01 	8.5211e+00
 529 	 2.9754e+01 	1.5287e+01 	7.6437e+00
 530 	 7.8265e+01 	8.6274e+00 	4.3137e+00
 531 	 9.8584e+00 	6.8559e+00 	3.4280e+00
 532 	 1.3849e+01 	1.8483e+00 	9.2417e-01
 533 	 1.8368e+00 	2.6296e+00 	1.3148e+00
 534 	 2.7437e+00 	4.2222e+00 	2.1111e+00
 535 	 3.1013e+00 	2.9099e+00 	1.4549e+00
 536 	 2.6459e+00 	3.6267e+00 	1.8134e+00
 537 	 2.9661e+00 	9.6985e+00 	4.8493e+00
 538 	 9.5072e+00 	5.9721e+00 	2.9861e+00
 539 	 1.4718e+01 	4.4705e+00 	2.2352e+00
 540 	 3.2715e+00 	5.0292e+00 	2.5146e+00
 541 	 4.7063e+00 	4.7819e+00 	2.3909e+00
 542 	 4.7878e+00 	3.3047e+00 	1.6523e+00
 543 	 3.2463e+00 	1.6504e+00 	8.2522e-01
 544 	 1.4946e+00 	5.0033e+00 	2.5016e+00
 545 	 5.5214e+00 	1.3961e+00 	6.9803e-01
 546 	 1.5397e+00 	3.5892e+00 	1.7946e+00
 547 	 4.0803e+00 	2.5199e+00 	1.2599e+00
 548 	 2.3018e+00 	3.3532e+00 	1.6766e+00
 549 	 3.2764e+00 	6.4194e+00 	3.2097e+00
 550 	 6.5549e+00 	4.8759e+00 	2.4380e+00
 551 	 5.3026e+00 	2.6248e+00 	1.3124e+00
 552 	 2.0176e+00 	3.4393e+00 	1.7196e+00
 553 	 2.8052e+00 	5.5074e+00 	2.7537e+00
 554 	 4.4348e+00 	1.3465e+01 	6.7323e+00
 555 	 1.7554e+01 	1.3348e+01 	6.6739e+00
 556 	 5.1018e+01 	7.9430e+00 	3.9715e+00
 557 	 9.3092e+00 	8.2425e+00 	4.1213e+00
 558 	 1.1050e+01 	1.3497e+01 	6.7487e+00
 559 	 1.7503e+01 	7.6086e+00 	3.8043e+00
 560 	 2.7963e+01 	3.9217e+00 	1.9609e+00
 561 	 3.1640e+00 	5.0886e+00 	2.5443e+00
 562 	 4.5479e+00 	7.7571e+00 	3.8785e+00
 563 	 9.6334e+00 	1.3192e+01 	6.5960e+00
 564 	 2.1960e+01 	1.1410e+01 	5.7049e+00
 565 	 3.7150e+01 	9.1069e+00 	4.5535e+00
 566 	 9.1162e+00 	9.3016e+00 	4.6508e+00
 567 	 2.0082e+01 	5.3689e+00 	2.6845e+00
 568 	 5.0349e+00 	9.4527e+00 	4.7263e+00
 569 	 8.9969e+00 	7.9897e+00 	3.9948e+00
 570 	 2.1013e+01 	2.5293e+00 	1.2646e+00
 571 	 2.6075e+00 	4.7704e+00 	2.3852e+00
 572 	 4.6657e+00 	5.9148e+00 	2.9574e+00
 573 	 4.9719e+00 	4.2246e+00 	2.1123e+00
 574 	 4.4824e+00 	3.3849e+00 	1.6925e+00
 575 	 3.5463e+00 	8.4232e+00 	4.2116e+00
 576 	 7.6492e+00 	7.3715e+00 	3.6857e+00
 577 	 1.4904e+01 	2.3415e+00 	1.1708e+00
 578 	 2.1470e+00 	1.0883e+00 	5.4416e-01
 579 	 1.2715e+00 	1.9019e-01 	9.5096e-02
 580 	 1.7008e+00 	4.9728e-01 	2.4864e-01
 581 	 2.0533e+00 	1.4063e-01 	7.0314e-02
 582 	 1.6851e+00 	2.0343e+00 	1.0171e+00
 583 	 1.1854e+00 	3.3755e+00 	1.6877e+00
 584 	 2.9144e+00 	1.8101e+00 	9.0504e-01
 585 	 2.7752e+00 	5.1180e-01 	2.5590e-01
 586 	 9.4088e-01 	1.1933e+00 	5.9665e-01
 587 	 2.7449e+00 	3.2188e+00 	1.6094e+00
 588 	 3.5040e+00 	4.7412e+00 	2.3706e+00
 589 	 4.8160e+00 	5.0754e+00 	2.5377e+00
 590 	 4.5097e+00 	5.0750e+00 	2.5375e+00
 591 	 6.8560e+00 	8.6030e+00 	4.3015e+00
 592 	 9.0487e+00 	7.1584e+00 	3.5792e+00
 593 	 1.4247e+01 	4.4708e+00 	2.2354e+00
 594 	 3.8185e+00 	1.1123e+01 	5.5613e+00
 595 	 1.4793e+01 	8.0036e+00 	4.0018e+00
 596 	 2.3913e+01 	3.2020e-01 	1.6010e-01
 597 	 1.5160e+00 	7.6265e-01 	3.8132e-01
 598 	 9.6782e-01 	9.2263e-01 	4.6132e-01
 599 	 1.4329e+00 	4.1514e+00 	2.0757e+00
 600 	 3.5977e+00 	7.0767e+00 	3.5383e+00
 601 	 9.8176e+00 	4.1549e+00 	2.0774e+00
 602 	 3.7370e+00 	3.5910e+00 	1.7955e+00
 603 	 3.0483e+00 	6.1922e+00 	3.0961e+00
 604 	 6.4571e+00 	5.8981e+00 	2.9490e+00
 605 	 6.2042e+00 	8.0070e+00 	4.0035e+00
 606 	 8.2762e+00 	1.3342e+01 	6.6710e+00
 607 	 2.1352e+01 	1.1632e+01 	5.8158e+00
 608 	 4.2446e+01 	4.7699e+00 	2.3850e+00
 609 	 6.3408e+00 	4.8919e+00 	2.4460e+00
 610 	 3.8407e+00 	9.8895e+00 	4.9447e+00
 611 	 1.2460e+01 	1.5036e+01 	7.5180e+00
 612 	 3.5323e+01 	1.2068e+01 	6.0340e+00
 613 	 4.0540e+01 	4.9018e+00 	2.4509e+00
 614 	 5.0971e+00 	4.7512e+00 	2.3756e+00
 615 	 4.4488e+00 	4.7794e+00 	2.3897e+00
 616 	 3.9644e+00 	3.6215e+00 	1.8107e+00
 617 	 3.0236e+00 	4.7441e-01 	2.3721e-01
 618 	 8.2632e-01 	1.1047e+00 	5.5235e-01
 619 	 2.0061e+00 	8.1692e-02 	4.0846e-02
 620 	 1.6202e+00 	1.7951e+00 	8.9755e-01
 621 	 1.8812e+00 	1.0483e+00 	5.2416e-01
 622 	 1.4167e+00 	1.4113e+00 	7.0563e-01
 623 	 1.9684e+00 	1.2920e+00 	6.4600e-01
 624 	 1.4748e+00 	2.4294e-01 	1.2147e-01
 625 	 8.5902e-01 	6.1486e-01 	3.0743e-01
 626 	 9.1131e-01 	6.6189e-01 	3.3094e-01
 627 	 1.1027e+00 	3.3127e-01 	1.6563e-01
 628 	 1.1318e+00 	6.8868e-02 	3.4434e-02
 629 	 2.0027e+00 	9.6791e-01 	4.8395e-01
 630 	 2.0057e+00 	7.2993e+00 	3.6497e+00
 631 	 7.3743e+00 	1.1782e+01 	5.8911e+00
 632 	 2.9282e+01 	1.3265e+01 	6.6327e+00
 633 	 3.0249e+01 	1.3962e+01 	6.9812e+00
 634 	 3.9533e+01 	5.4998e+00 	2.7499e+00
 635 	 1.0745e+01 	5.0016e+00 	2.5008e+00
 636 	 4.5081e+00 	7.2793e+00 	3.6397e+00
 637 	 1.1045e+01 	5.3632e+00 	2.6816e+00
 638 	 7.8729e+00 	5.5294e+00 	2.7647e+00
 639 	 4.7708e+00 	3.7700e+00 	1.8850e+00
 640 	 3.1595e+00 	9.4640e-01 	4.7320e-01
 641 	 2.0829e+00 	8.6461e-01 	4.3231e-01
 642 	 2.2645e+00 	9.7567e-01 	4.8784e-01
 643 	 1.7300e+00 	2.1927e+00 	1.0964e+00
 644 	 2.3684e+00 	2.4846e+00 	1.2423e+00
 645 	 2.5648e+00 	3.3183e+00 	1.6591e+00
 646 	 2.5981e+00 	3.8443e+00 	1.9221e+00
 647 	 3.3881e+00 	1.1985e+01 	5.9923e+00
 648 	 9.7846e+00 	1.3307e+01 	6.6535e+00
 649 	 5.0582e+01 	6.5365e+00 	3.2683e+00
 650 	 5.9245e+00 	5.5823e+00 	2.7912e+00
 651 	 5.0612e+00 	2.0171e+00 	1.0085e+00
 652 	 2.9187e+00 	5.3770e-01 	2.6885e-01
 653 	 1.5156e+00 	1.1278e+00 	5.6391e-01
 654 	 1.9867e+00 	2.5236e+00 	1.2618e+00
 655 	 2.9129e+00 	3.7128e+00 	1.8564e+00
 656 	 3.2671e+00 	9.2874e+00 	4.6437e+00
 657 	 8.1676e+00 	1.0992e+01 	5.4958e+00
 658 	 2.5401e+01 	1.1714e+01 	5.8571e+00
 659 	 1.5906e+01 	1.1377e+01 	5.6885e+00
 660 	 3.3605e+01 	8.1372e+00 	4.0686e+00
 661 	 1.0480e+01 	1.1451e+01 	5.7253e+00
 662 	 1.7595e+01 	9.8972e+00 	4.9486e+00
 663 	 2.5360e+01 	8.8522e+00 	4.4261e+00
 664 	 1.0954e+01 	5.8664e+00 	2.9332e+00
 665 	 1.1655e+01 	2.0292e+00 	1.0146e+00
 666 	 1.8209e+00 	4.7831e+00 	2.3916e+00
 667 	 4.5155e+00 	1.1280e+01 	5.6402e+00
 668 	 1.3691e+01 	3.9920e+00 	1.9960e+00
 669 	 1.3707e+01 	1.0841e+01 	5.4204e+00
 670 	 1.4710e+01 	6.9839e+00 	3.4920e+00
 671 	 1.1246e+01 	2.0413e+00 	1.0207e+00
 672 	 2.0642e+00 	5.2612e-01 	2.6306e-01
 673 	 9.1136e-01 	1.5783e+00 	7.8915e-01
 674 	 8.5639e-01 	7.2680e+00 	3.6340e+00
 675 	 5.6910e+00 	7.5707e+00 	3.7854e+00
 676 	 1.4300e+01 	4.5202e+00 	2.2601e+00
 677 	 4.5441e+00 	3.0911e+00 	1.5456e+00
 678 	 3.1371e+00 	1.0106e+00 	5.0530e-01
 679 	 1.2462e+00 	2.6441e+00 	1.3221e+00
 680 	 1.8359e+00 	6.1724e+00 	3.0862e+00
 681 	 6.8068e+00 	8.2535e+00 	4.1268e+00
 682 	 9.0075e+00 	8.9979e+00 	4.4989e+00
 683 	 1.5843e+01 	6.0937e+00 	3.0468e+00
 684 	 6.0655e+00 	4.6087e+00 	2.3044e+00
 685 	 3.4910e+00 	1.0948e+01 	5.4742e+00
 686 	 1.1613e+01 	1.4951e+01 	7.4757e+00
 687 	 4.1655e+01 	7.9005e+00 	3.9503e+00
 688 	 2.0968e+01 	3.6090e+00 	1.8045e+00
 689 	 3.1976e+00 	1.9195e+00 	9.5975e-01
 690 	 1.8215e+00 	1.4063e+00 	7.0315e-01
 691 	 1.8552e+00 	3.9967e+00 	1.9983e+00
 692 	 3.5746e+00 	7.6641e+00 	3.8321e+00
 693 	 6.0741e+00 	7.0290e+00 	3.5145e+00
 694 	 1.0755e+01 	5.6844e+00 	2.8422e+00
 695 	 4.4866e+00 	8.9389e+00 	4.4694e+00
 696 	 1.0294e+01 	9.7008e+00 	4.8504e+00
 697 	 1.8538e+01 	4.5032e+00 	2.2516e+00
 698 	 8.4830e+00 	1.4899e+00 	7.4493e-01
 699 	 2.0535e+00 	3.1379e+00 	1.5690e+00
 700 	 3.2479e+00 	4.4996e+00 	2.2498e+00
 701 	 3.2377e+00 	6.2371e+00 	3.1186e+00
 702 	 7.9621e+00 	7.3531e+00 	3.6766e+00
 703 	 7.6374e+00 	6.4448e+00 	3.2224e+00
 704 	 9.8945e+00 	7.2097e+00 	3.6048e+00
 705 	 6.3206e+00 	8.4941e+00 	4.2471e+00
 706 	 1.1699e+01 	8.0582e+00 	4.0291e+00
 707 	 9.7920e+00 	1.3977e+01 	6.9883e+00
 708 	 2.2117e+01 	1.2113e+01 	6.0564e+00
 709 	 4.4823e+01 	1.6252e+00 	8.1260e-01
 710 	 2.4497e+00 	4.0923e-01 	2.0462e-01
 711 	 3.6993e+00 	3.0628e+00 	1.5314e+00
 712 	 2.4061e+00 	4.8554e+00 	2.4277e+00
 713 	 4.0592e+00 	6.5239e+00 	3.2620e+00
 714 	 5.4164e+00 	6.0551e+00 	3.0276e+00
 715 	 5.6374e+00 	5.0266e+00 	2.5133e+00
 716 	 4.0380e+00 	7.7499e+00 	3.8749e+00
 717 	 6.7781e+00 	1.1145e+01 	5.5726e+00
 718 	 2.0689e+01 	9.8645e+00 	4.9322e+00
 719 	 2.4083e+01 	6.2496e+00 	3.1248e+00
 720 	 6.6564e+00 	5.7969e+00 	2.8984e+00
 721 	 6.1283e+00 	5.6960e+00 	2.8480e+00
 722 	 6.9864e+00 	8.2467e+00 	4.1233e+00
 723 	 7.1058e+00 	8.9896e+00 	4.4948e+00
 724 	 1.5713e+01 	8.4436e+00 	4.2218e+00
 725 	 8.8724e+00 	1.1130e+01 	5.5649e+00
 726 	 2.0933e+01 	1.1748e+01 	5.8738e+00
 727 	 2.4750e+01 	1.0960e+01 	5.4801e+00
 728 	 1.9832e+01 	9.3808e+00 	4.6904e+00
 729 	 1.6904e+01 	8.8900e+00 	4.4450e+00
 730 	 1.5599e+01 	5.6670e+00 	2.8335e+00
 731 	 9.6402e+00 	1.1526e-01 	5.7630e-02
 732 	 6.3851e-01 	3.5910e+00 	1.7955e+00
 733 	 2.9994e+00 	5.9554e+00 	2.9777e+00
 734 	 6.7591e+00 	2.2579e+00 	1.1290e+00
 735 	 2.0403e+00 	2.0316e+00 	1.0158e+00
 736 	 1.7098e+00 	2.9755e+00 	1.4878e+00
 737 	 2.6696e+00 	3.3202e+00 	1.6601e+00
 738 	 4.2177e+00 	1.2109e+00 	6.0543e-01
 739 	 2.0021e+00 	2.2137e-01 	1.1068e-01
 740 	 2.0994e+00 	2.0737e+00 	1.0368e+00
 741 	 2.2446e+00 	6.9890e+00 	3.4945e+00
 742 	 6.6029e+00 	9.5251e+00 	4.7626e+00
 743 	 1.6833e+01 	6.5632e+00 	3.2816e+00
 744 	 8.4799e+00 	5.8589e+00 	2.9294e+00
 745 	 6.0678e+00 	6.6482e+00 	3.3241e+00
 746 	 8.5208e+00 	5.6398e+00 	2.8199e+00
 747 	 6.2428e+00 	7.2091e+00 	3.6045e+00
 748 	 7.7237e+00 	1.2658e+01 	6.3292e+00
 749 	 1.7514e+01 	7.3009e+00 	3.6505e+00
 750 	 1.7473e+01 	3.6026e+00 	1.8013e+00
 751 	 2.8151e+00 	6.3074e+00 	3.1537e+00
 752 	 6.2302e+00 	1.5556e+00 	7.7781e-01
 753 	 1.1952e+00 	5.2107e+00 	2.6053e+00
 754 	 4.4946e+00 	9.2658e+00 	4.6329e+00
 755 	 1.0110e+01 	9.1980e+00 	4.5990e+00
 756 	 1.7676e+01 	6.4968e+00 	3.2484e+00
 757 	 5.8802e+00 	4.9378e+00 	2.4689e+00
 758 	 5.0626e+00 	4.4754e+00 	2.2377e+00
 759 	 3.4042e+00 	5.2473e+00 	2.6236e+00
 760 	 5.9907e+00 	5.9575e+00 	2.9787e+00
 761 	 5.1657e+00 	8.7776e+00 	4.3888e+00
 762 	 9.9198e+00 	5.6380e+00 	2.8190e+00
 763 	 1.0486e+01 	1.5296e+00 	7.6478e-01
 764 	 1.6794e+00 	4.7388e+00 	2.3694e+00
 765 	 3.6316e+00 	4.7551e+00 	2.3775e+00
 766 	 5.3502e+00 	3.3543e+00 	1.6771e+00
 767 	 2.9086e+00 	2.1588e+00 	1.0794e+00
 768 	 1.9522e+00 	1.7749e+00 	8.8743e-01
 769 	 2.1878e+00 	3.1488e+00 	1.5744e+00
 770 	 2.8012e+00 	1.3403e-01 	6.7015e-02
 771 	 1.0886e+00 	3.3762e+00 	1.6881e+00
 772 	 2.2738e+00 	6.8687e+00 	3.4344e+00
 773 	 6.2030e+00 	1.1493e+01 	5.7465e+00
 774 	 1.6691e+01 	9.8928e+00 	4.9464e+00
 775 	 2.6205e+01 	4.4880e-01 	2.2440e-01
 776 	 5.3948e-01 	6.9435e+00 	3.4717e+00
 777 	 9.9419e+00 	1.1549e+01 	5.7745e+00
 778 	 1.3925e+01 	1.1347e+01 	5.6734e+00
 779 	 3.0753e+01 	5.3455e+00 	2.6728e+00
 780 	 7.0256e+00 	3.1241e+00 	1.5620e+00
 781 	 2.5653e+00 	7.6714e+00 	3.8357e+00
 782 	 6.8639e+00 	1.2395e+01 	6.1974e+00
 783 	 2.2584e+01 	1.5806e+01 	7.9032e+00
 784 	 3.6635e+01 	1.1352e+01 	5.6758e+00
 785 	 3.7290e+01 	6.7612e+00 	3.3806e+00
 786 	 5.3666e+00 	6.8225e+00 	3.4112e+00
 787 	 1.3206e+01 	2.3135e+00 	1.1568e+00
 788 	 1.6262e+00 	8.3551e-01 	4.1776e-01
 789 	 1.5414e+00 	1.0437e+00 	5.2183e-01
 790 	 7.5745e-01 	5.7903e-01 	2.8952e-01
 791 	 1.9157e+00 	9.4759e-02 	4.7379e-02
 792 	 2.7896e+00 	7.9988e-01 	3.9994e-01
 793 	 1.6004e+00 	8.6656e-01 	4.3328e-01
 794 	 1.9577e+00 	7.6757e-01 	3.8378e-01
 795 	 2.1544e+00 	2.6420e+00 	1.3210e+00
 796 	 1.8793e+00 	2.8023e+00 	1.4012e+00
 797 	 2.6708e+00 	1.2880e+00 	6.4401e-01
 798 	 2.2967e+00 	1.5330e+00 	7.6652e-01
 799 	 1.4792e+00 	2.1217e+00 	1.0608e+00
 800 	 1.7298e+00 	9.2636e-02 	4.6318e-02
 801 	 1.0443e+00 	2.0278e+00 	1.0139e+00
 802 	 2.4548e+00 	2.3530e+00 	1.1765e+00
 803 	 1.8890e+00 	7.4906e-02 	3.7453e-02
 804 	 7.6177e-01 	2.1185e+00 	1.0592e+00
 805 	 2.4410e+00 	1.2179e+00 	6.0897e-01
 806 	 1.1086e+00 	5.7376e-01 	2.8688e-01
 807 	 2.3523e+00 	6.6260e-01 	3.3130e-01
 808 	 1.6731e+00 	5.0112e+00 	2.5056e+00
 809 	 4.4661e+00 	1.0094e+01 	5.0469e+00
 810 	 1.2391e+01 	6.7504e+00 	3.3752e+00
 811 	 1.2019e+01 	2.7732e+00 	1.3866e+00
 812 	 1.8570e+00 	3.6920e+00 	1.8460e+00
 813 	 4.6460e+00 	2.2072e+00 	1.1036e+00
 814 	 2.2116e+00 	5.1046e+00 	2.5523e+00
 815 	 4.0825e+00 	1.0677e+01 	5.3386e+00
 816 	 1.3644e+01 	7.0859e+00 	3.5430e+00
 817 	 1.3346e+01 	2.5494e+00 	1.2747e+00
 818 	 1.7311e+00 	6.0090e+00 	3.0045e+00
 819 	 6.5657e+00 	8.8718e+00 	4.4359e+00
 820 	 1.1778e+01 	1.0680e+01 	5.3401e+00
 821 	 1.8103e+01 	5.8526e+00 	2.9263e+00
 822 	 1.2641e+01 	9.5483e-01 	4.7741e-01
 823 	 1.8847e+00 	4.3328e-02 	2.1664e-02
 824 	 1.0996e+00 	1.9305e+00 	9.6524e-01
 825 	 1.2960e+00 	1.1924e+00 	5.9622e-01
 826 	 1.3920e+00 	5.0591e-01 	2.5295e-01
 827 	 1.4523e+00 	1.4886e+00 	7.4430e-01
 828 	 2.1293e+00 	1.4663e-01 	7.3316e-02
 829 	 1.1087e+00 	1.8089e+00 	9.0446e-01
 830 	 2.6642e+00 	2.6115e+00 	1.3057e+00
 831 	 2.3244e+00 	2.2259e+00 	1.1130e+00
 832 	 2.9501e+00 	5.0858e-01 	2.5429e-01
 833 	 1.1619e+00 	1.7181e+00 	8.5907e-01
 834 	 1.8493e+00 	2.7809e+00 	1.3905e+00
 835 	 2.4964e+00 	8.6028e-01 	4.3014e-01
 836 	 1.2936e+00 	8.7249e-01 	4.3624e-01
 837 	 1.9956e+00 	8.7967e-01 	4.3983e-01
 838 	 3.7217e+00 	1.6538e+00 	8.2690e-01
 839 	 1.7805e+00 	7.6375e-01 	3.8187e-01
 840 	 1.5194e+00 	7.7098e-01 	3.8549e-01
 841 	 3.1926e+00 	6.1230e-01 	3.0615e-01
 842 	 1.8359e+00 	9.5570e-01 	4.7785e-01
 843 	 1.1608e+00 	2.1349e-01 	1.0674e-01
 844 	 8.7393e-01 	2.9048e-01 	1.4524e-01
 845 	 1.0900e+00 	2.1956e+00 	1.0978e+00
 846 	 3.0252e+00 	4.5716e+00 	2.2858e+00
 847 	 3.5590e+00 	2.6327e+00 	1.3164e+00
 848 	 1.9800e+00 	2.1039e+00 	1.0520e+00
 849 	 2.2002e+00 	7.4571e+00 	3.7286e+00
 850 	 5.8473e+00 	8.1701e+00 	4.0851e+00
 851 	 1.0924e+01 	3.7163e+00 	1.8582e+00
 852 	 3.0720e+00 	5.7074e-01 	2.8537e-01
 853 	 1.8204e+00 	2.3297e+00 	1.1648e+00
 854 	 3.0731e+00 	4.9316e+00 	2.4658e+00
 855 	 3.5566e+00 	5.2312e+00 	2.6156e+00
 856 	 5.8854e+00 	6.0259e-01 	3.0130e-01
 857 	 8.3331e-01 	4.0466e+00 	2.0233e+00
 858 	 3.3116e+00 	6.3907e+00 	3.1953e+00
 859 	 6.7013e+00 	1.1526e+01 	5.7629e+00
 860 	 1.4000e+01 	1.1052e+01 	5.5258e+00
 861 	 2.4913e+01 	7.9906e+00 	3.9953e+00
 862 	 8.3608e+00 	4.9674e+00 	2.4837e+00
 863 	 6.3929e+00 	1.0456e+00 	5.2278e-01
 864 	 1.1541e+00 	2.6299e+00 	1.3150e+00
 865 	 2.9462e+00 	3.7762e+00 	1.8881e+00
 866 	 4.4683e+00 	3.2687e+00 	1.6344e+00
 867 	 2.8248e+00 	3.3790e+00 	1.6895e+00
 868 	 3.7650e+00 	3.4338e+00 	1.7169e+00
 869 	 4.1804e+00 	5.5035e+00 	2.7518e+00
 870 	 4.6959e+00 	2.5587e+00 	1.2794e+00
 871 	 3.5854e+00 	1.6581e+00 	8.2907e-01
 872 	 1.8549e+00 	1.4037e+00 	7.0184e-01
 873 	 1.7120e+00 	1.3333e+00 	6.6664e-01
 874 	 1.3310e+00 	6.5705e-01 	3.2852e-01
 875 	 1.6948e+00 	3.0700e+00 	1.5350e+00
 876 	 3.3256e+00 	4.3735e+00 	2.1867e+00
 877 	 4.7654e+00 	2.1615e+00 	1.0808e+00
 878 	 3.0617e+00 	6.7699e-01 	3.3850e-01
 879 	 1.0148e+00 	4.3925e-01 	2.1962e-01
 880 	 1.0582e+00 	3.0001e-02 	1.5000e-02
 881 	 1.2044e+00 	1.1471e+00 	5.7357e-01
 882 	 1.5799e+00 	2.5351e+00 	1.2676e+00
 883 	 2.7096e+00 	2.6750e+00 	1.3375e+00
 884 	 2.1150e+00 	1.8334e+00 	9.1671e-01
 885 	 1.5044e+00 	3.5440e-01 	1.7720e-01
 886 	 6.0927e-01 	1.4684e-01 	7.3420e-02
 887 	 8.2580e-01 	5.7669e+00 	2.8834e+00
 888 	 5.6290e+00 	7.0992e+00 	3.5496e+00
 889 	 9.6816e+00 	5.2493e+00 	2.6246e+00
 890 	 5.2792e+00 	7.7346e+00 	3.8673e+00
 891 	 7.8885e+00 	1.2072e+01 	6.0358e+00
 892 	 2.0974e+01 	7.9181e+00 	3.9591e+00
 893 	 1.9890e+01 	1.8124e+00 	9.0618e-01
 894 	 3.2398e+00 	1.5799e+00 	7.8996e-01
 895 	 2.1152e+00 	4.6203e-01 	2.3102e-01
 896 	 1.2338e+00 	1.1495e+00 	5.7475e-01
 897 	 1.0578e+00 	1.8027e+00 	9.0137e-01
 898 	 2.3671e+00 	1.0789e+00 	5.3947e-01
 899 	 1.3192e+00 	7.9450e-01 	3.9725e-01
 900 	 1.6159e+00 	2.9119e+00 	1.4560e+00
 901 	 3.1374e+00 	3.2558e+00 	1.6279e+00
 902 	 3.0435e+00 	8.1043e+00 	4.0522e+00
 903 	 8.1636e+00 	1.3833e+01 	6.9163e+00
 904 	 3.1106e+01 	7.6076e+00 	3.8038e+00
 905 	 2.0853e+01 	6.1696e-01 	3.0848e-01
 906 	 1.0605e+00 	1.8780e-01 	9.3902e-02
 907 	 1.1660e+00 	7.8215e-01 	3.9108e-01
 908 	 1.3319e+00 	1.5344e+00 	7.6721e-01
 909 	 1.6620e+00 	5.3870e+00 	2.6935e+00
 910 	 5.0627e+00 	7.1086e+00 	3.5543e+00
 911 	 6.4708e+00 	1.3203e+01 	6.6013e+00
 912 	 1.5260e+01 	1.1363e+01 	5.6813e+00
 913 	 3.7532e+01 	3.5068e+00 	1.7534e+00
 914 	 2.7359e+00 	3.0714e+00 	1.5357e+00
 915 	 2.8888e+00 	4.5167e+00 	2.2583e+00
 916 	 4.1429e+00 	3.1619e+00 	1.5810e+00
 917 	 3.0231e+00 	2.8758e-01 	1.4379e-01
 918 	 1.1458e+00 	2.9055e+00 	1.4527e+00
 919 	 1.8710e+00 	4.7187e+00 	2.3593e+00
 920 	 5.2247e+00 	4.1153e+00 	2.0577e+00
 921 	 4.9885e+00 	5.1995e+00 	2.5998e+00
 922 	 4.5848e+00 	6.8662e+00 	3.4331e+00
 923 	 6.8162e+00 	6.8231e+00 	3.4115e+00
 924 	 6.9659e+00 	2.9833e+00 	1.4916e+00
 925 	 3.4323e+00 	3.6460e-01 	1.8230e-01
 926 	 6.8293e-01 	1.9888e+00 	9.9440e-01
 927 	 1.8430e+00 	5.5285e+00 	2.7642e+00
 928 	 4.8688e+00 	6.1186e+00 	3.0593e+00
 929 	 5.6441e+00 	2.9163e+00 	1.4581e+00
 930 	 2.1610e+00 	1.9399e+00 	9.6996e-01
 931 	 2.1166e+00 	5.0447e+00 	2.5224e+00
 932 	 3.5206e+00 	8.3289e+00 	4.1645e+00
 933 	 8.8173e+00 	1.8382e+01 	9.1909e+00
 934 	 2.6094e+01 	5.6835e+00 	2.8418e+00
 935 	 2.9304e+01 	7.5058e+00 	3.7529e+00
 936 	 1.8489e+01 	1.6871e+00 	8.4353e-01
 937 	 1.3982e+00 	6.2868e+00 	3.1434e+00
 938 	 4.7239e+00 	1.7403e+00 	8.7017e-01
 939 	 2.6841e+00 	7.3530e+00 	3.6765e+00
 940 	 1.1282e+01 	2.9073e+00 	1.4536e+00
 941 	 2.7489e+00 	3.0075e+00 	1.5038e+00
 942 	 2.0252e+00 	4.1575e+00 	2.0787e+00
 943 	 4.4614e+00 	7.0972e+00 	3.5486e+00
 944 	 7.3290e+00 	7.4936e+00 	3.7468e+00
 945 	 1.0182e+01 	3.6095e+00 	1.8047e+00
 946 	 3.8978e+00 	2.2568e+00 	1.1284e+00
 947 	 2.2511e+00 	5.4798e+00 	2.7399e+00
 948 	 3.7354e+00 	5.2229e+00 	2.6115e+00
 949 	 5.2323e+00 	3.7085e+00 	1.8543e+00
 950 	 2.3903e+00 	6.1213e+00 	3.0606e+00
 951 	 6.1194e+00 	7.7270e+00 	3.8635e+00
 952 	 9.8217e+00 	7.7855e+00 	3.8928e+00
 953 	 1.1937e+01 	2.7599e+00 	1.3799e+00
 954 	 2.3942e+00 	1.7605e+00 	8.8023e-01
 955 	 2.7384e+00 	2.2218e-01 	1.1109e-01
 956 	 9.7594e-01 	4.3675e+00 	2.1837e+00
 957 	 3.2578e+00 	7.9368e+00 	3.9684e+00
 958 	 8.7006e+00 	3.4353e+00 	1.7176e+00
 959 	 3.7273e+00 	5.2238e-02 	2.6119e-02
 960 	 9.8582e-01 	1.7079e+00 	8.5393e-01
 961 	 2.3940e+00 	2.0803e+00 	1.0401e+00
 962 	 2.4297e+00 	1.8496e-01 	9.2478e-02
 963 	 6.7202e-01 	3.9974e+00 	1.9987e+00
 964 	 5.3877e+00 	5.0055e+00 	2.5027e+00
 965 	 4.8573e+00 	2.1231e+00 	1.0615e+00
 966 	 2.0623e+00 	1.9329e-01 	9.6643e-02
 967 	 1.1645e+00 	1.1682e-01 	5.8412e-02
 968 	 1.5641e+00 	2.6230e+00 	1.3115e+00
 969 	 2.3338e+00 	9.3417e+00 	4.6708e+00
 970 	 8.2203e+00 	1.3032e+01 	6.5160e+00
 971 	 2.9915e+01 	1.3795e+01 	6.8974e+00
 972 	 3.1902e+01 	9.3846e+00 	4.6923e+00
 973 	 2.3206e+01 	2.6749e+00 	1.3375e+00
 974 	 1.7541e+00 	1.0879e+00 	5.4394e-01
 975 	 1.2259e+00 	7.8625e-01 	3.9312e-01
 976 	 1.9546e+00 	3.9526e+00 	1.9763e+00
 977 	 2.4936e+00 	5.8175e+00 	2.9088e+00
 978 	 5.6020e+00 	5.8258e+00 	2.9129e+00
 979 	 7.3596e+00 	5.8241e+00 	2.9120e+00
 980 	 5.9485e+00 	2.4519e+00 	1.2259e+00
 981 	 2.0073e+00 	1.4793e+00 	7.3964e-01
 982 	 1.5985e+00 	2.5836e+00 	1.2918e+00
 983 	 2.3319e+00 	2.7024e+00 	1.3512e+00
 984 	 2.7903e+00 	3.1012e+00 	1.5506e+00
 985 	 2.8171e+00 	2.7809e+00 	1.3905e+00
 986 	 2.5096e+00 	5.1806e+00 	2.5903e+00
 987 	 4.0545e+00 	4.9375e+00 	2.4687e+00
 988 	 6.8452e+00 	1.5306e+00 	7.6529e-01
 989 	 1.0775e+00 	3.0035e+00 	1.5018e+00
 990 	 2.3284e+00 	1.2251e+00 	6.1257e-01
 991 	 1.8438e+00 	1.8247e-01 	9.1234e-02
 992 	 3.1688e+00 	8.6713e-01 	4.3357e-01
 993 	 1.9661e+00 	1.8527e+00 	9.2636e-01
 994 	 1.6424e+00 	8.7955e-02 	4.3977e-02
 995 	 5.5069e-01 	1.8834e+00 	9.4171e-01
 996 	 1.8951e+00 	2.4777e+00 	1.2388e+00
 997 	 1.5518e+00 	2.4467e+00 	1.2233e+00
 998 	 2.6655e+00 	3.2473e+00 	1.6237e+00
 999 	 2.2349e+00 	3.3379e+00 	1.6689e+00
 1000 	 3.3200e+00 	1.1392e+00 	5.6961e-01
 1001 	 2.3341e+00 	4.5280e-01 	2.2640e-01
 1002 	 9.8004e-01 	1.1204e+00 	5.6021e-01
 1003 	 7.8505e-01 	3.9276e+00 	1.9638e+00
 1004 	 2.7509e+00 	1.3068e+00 	6.5340e-01
 1005 	 1.3330e+00 	1.6611e+00 	8.3057e-01
 1006 	 1.5115e+00 	2.4648e+00 	1.2324e+00
 1007 	 1.9170e+00 	6.7674e+00 	3.3837e+00
 1008 	 5.2069e+00 	1.0532e+01 	5.2661e+00
 1009 	 1.4009e+01 	9.8356e+00 	4.9178e+00
 1010 	 1.9236e+01 	7.4617e+00 	3.7308e+00
 1011 	 7.6648e+00 	5.2507e+00 	2.6253e+00
 1012 	 5.7512e+00 	2.7325e+00 	1.3663e+00
 1013 	 2.6506e+00 	3.7252e+00 	1.8626e+00
 1014 	 4.1356e+00 	2.6010e+00 	1.3005e+00
 1015 	 3.4408e+00 	3.2710e+00 	1.6355e+00
 1016 	 2.5462e+00 	6.0660e+00 	3.0330e+00
 1017 	 7.6845e+00 	5.6627e+00 	2.8313e+00
 1018 	 6.6942e+00 	3.9489e+00 	1.9744e+00
 1019 	 3.3844e+00 	4.5387e+00 	2.2694e+00
 1020 	 3.8069e+00 	7.4979e-01 	3.7489e-01
 1021 	 5.8142e-01 	4.4714e+00 	2.2357e+00
 1022 	 3.8662e+00 	3.9059e+00 	1.9530e+00
 1023 	 2.7992e+00 	4.4597e-01 	2.2299e-01
 1024 	 1.3063e+00 	3.1906e+00 	1.5953e+00
 1025 	 3.0819e+00 	4.1033e+00 	2.0517e+00
 1026 	 4.3947e+00 	6.0334e+00 	3.0167e+00
 1027 	 4.8415e+00 	9.4997e+00 	4.7499e+00
 1028 	 9.9901e+00 	8.9182e+00 	4.4591e+00
 1029 	 1.5973e+01 	5.0704e+00 	2.5352e+00
 1030 	 4.9979e+00 	5.1262e+00 	2.5631e+00
 1031 	 4.8905e+00 	8.0748e+00 	4.0374e+00
 1032 	 9.4541e+00 	7.9717e+00 	3.9858e+00
 1033 	 8.5154e+00 	3.4477e+00 	1.7238e+00
 1034 	 2.9392e+00 	9.4619e-01 	4.7310e-01
 1035 	 1.0490e+00 	2.8155e+00 	1.4077e+00
 1036 	 3.3122e+00 	4.9743e+00 	2.4871e+00
 1037 	 6.5899e+00 	5.0876e+00 	2.5438e+00
 1038 	 4.2840e+00 	3.7578e+00 	1.8789e+00
 1039 	 3.2104e+00 	4.6818e+00 	2.3409e+00
 1040 	 3.7462e+00 	1.3062e+00 	6.5310e-01
 1041 	 1.1567e+00 	3.7452e+00 	1.8726e+00
 1042 	 3.5477e+00 	4.6077e+00 	2.3039e+00
 1043 	 4.5885e+00 	6.3846e+00 	3.1923e+00
 1044 	 7.0030e+00 	2.9693e+00 	1.4847e+00
 1045 	 3.1259e+00 	9.6841e-01 	4.8421e-01
 1046 	 1.9527e+00 	4.6853e-01 	2.3427e-01
 1047 	 1.2575e+00 	9.5811e-01 	4.7906e-01
 1048 	 1.4272e+00 	4.1255e+00 	2.0628e+00
 1049 	 2.9590e+00 	6.7373e+00 	3.3686e+00
 1050 	 5.8167e+00 	7.5804e+00 	3.7902e+00
 1051 	 1.0364e+01 	3.9068e+00 	1.9534e+00
 1052 	 3.1285e+00 	6.0489e-02 	3.0245e-02
 1053 	 2.3191e+00 	1.0205e-01 	5.1025e-02
 1054 	 1.5598e+00 	1.9833e+00 	9.9165e-01
 1055 	 1.4873e+00 	6.0202e+00 	3.0101e+00
 1056 	 6.2434e+00 	1.2211e+01 	6.1056e+00
 1057 	 1.5009e+01 	1.2817e+01 	6.4083e+00
 1058 	 3.0778e+01 	9.1974e+00 	4.5987e+00
 1059 	 1.4875e+01 	8.9380e+00 	4.4690e+00
 1060 	 1.3435e+01 	5.2021e+00 	2.6010e+00
 1061 	 7.7521e+00 	1.4588e+00 	7.2938e-01
 1062 	 2.7514e+00 	1.9760e+00 	9.8798e-01
 1063 	 2.0064e+00 	3.7250e+00 	1.8625e+00
 1064 	 3.8276e+00 	4.9252e+00 	2.4626e+00
 1065 	 4.3961e+00 	3.6447e+00 	1.8223e+00
 1066 	 4.3071e+00 	1.6496e+00 	8.2478e-01
 1067 	 1.0689e+00 	1.1365e+00 	5.6826e-01
 1068 	 1.5259e+00 	9.2129e-01 	4.6064e-01
 1069 	 1.1325e+00 	2.9922e-01 	1.4961e-01
 1070 	 7.3245e-01 	4.4657e-02 	2.2328e-02
 1071 	 7.0625e-01 	1.5652e-02 	7.8260e-03
 1072 	 1.1177e+00 	2.2749e+00 	1.1375e+00
 1073 	 2.5996e+00 	1.7128e+00 	8.5638e-01
 1074 	 1.8809e+00 	8.6807e-01 	4.3403e-01
 1075 	 2.5391e+00 	3.7840e+00 	1.8920e+00
 1076 	 2.5307e+00 	8.6346e+00 	4.3173e+00
 1077 	 9.0553e+00 	1.2994e+01 	6.4971e+00
 1078 	 2.4985e+01 	1.1274e+01 	5.6370e+00
 1079 	 2.8086e+01 	8.8685e+00 	4.4343e+00
 1080 	 1.1814e+01 	7.5327e+00 	3.7663e+00
 1081 	 8.8965e+00 	5.3334e+00 	2.6667e+00
 1082 	 4.0874e+00 	6.4146e+00 	3.2073e+00
 1083 	 5.0332e+00 	6.8319e+00 	3.4160e+00
 1084 	 6.6066e+00 	1.3915e+00 	6.9573e-01
 1085 	 1.1556e+00 	3.6742e+00 	1.8371e+00
 1086 	 3.6380e+00 	4.2565e+00 	2.1282e+00
 1087 	 3.4163e+00 	2.0807e+00 	1.0404e+00
 1088 	 1.4514e+00 	5.9746e-01 	2.9873e-01
 1089 	 3.3035e+00 	1.7885e+00 	8.9426e-01
 1090 	 2.4027e+00 	2.0278e+00 	1.0139e+00
 1091 	 1.9547e+00 	4.3247e+00 	2.1624e+00
 1092 	 3.8442e+00 	9.4308e+00 	4.7154e+00
 1093 	 9.7293e+00 	9.2453e+00 	4.6226e+00
 1094 	 1.9337e+01 	4.1275e+00 	2.0637e+00
 1095 	 4.0974e+00 	1.4185e+00 	7.0923e-01
 1096 	 3.0369e+00 	3.1723e-01 	1.5861e-01
 1097 	 9.5003e-01 	1.1847e-01 	5.9236e-02
 1098 	 9.6535e-01 	1.3425e+00 	6.7125e-01
 1099 	 2.4908e+00 	3.9834e+00 	1.9917e+00
 1100 	 3.0997e+00 	4.3035e+00 	2.1518e+00
 1101 	 3.6043e+00 	2.5163e+00 	1.2582e+00
 1102 	 2.7127e+00 	2.7211e+00 	1.3605e+00
 1103 	 2.7225e+00 	4.7763e+00 	2.3882e+00
 1104 	 3.7379e+00 	1.8450e+00 	9.2249e-01
 1105 	 1.6961e+00 	4.6431e-01 	2.3216e-01
 1106 	 1.5859e+00 	1.2405e-01 	6.2025e-02
 1107 	 1.6598e+00 	1.0011e-01 	5.0056e-02
 1108 	 2.4640e+00 	4.1443e-01 	2.0722e-01
 1109 	 6.2106e-01 	4.2997e-02 	2.1499e-02
 1110 	 1.2612e+00 	6.7479e-01 	3.3739e-01
 1111 	 1.3369e+00 	9.1316e-01 	4.5658e-01
 1112 	 7.6944e-01 	5.8769e-01 	2.9384e-01
 1113 	 1.3077e+00 	1.1665e+00 	5.8327e-01
 1114 	 1.2910e+00 	5.5353e+00 	2.7677e+00
 1115 	 6.6084e+00 	6.1874e+00 	3.0937e+00
 1116 	 8.1564e+00 	5.0178e+00 	2.5089e+00
 1117 	 4.4613e+00 	4.8659e+00 	2.4329e+00
 1118 	 4.1188e+00 	2.5661e-01 	1.2831e-01
 1119 	 5.5492e-01 	1.8282e+00 	9.1409e-01
 1120 	 1.9750e+00 	2.0685e+00 	1.0342e+00
 1121 	 2.2815e+00 	4.3906e+00 	2.1953e+00
 1122 	 3.4044e+00 	1.5772e+00 	7.8860e-01
 1123 	 1.2818e+00 	1.4801e-01 	7.4003e-02
 1124 	 9.8585e-01 	1.0921e+00 	5.4604e-01
 1125 	 2.0787e+00 	6.0705e-01 	3.0352e-01
 1126 	 1.4741e+00 	3.2041e+00 	1.6021e+00
 1127 	 2.8833e+00 	1.8285e+00 	9.1427e-01
 1128 	 1.3423e+00 	3.2745e+00 	1.6372e+00
 1129 	 3.2183e+00 	8.8534e+00 	4.4267e+00
 1130 	 1.0838e+01 	5.1213e+00 	2.5607e+00
 1131 	 7.2443e+00 	1.8131e+00 	9.0653e-01
 1132 	 1.7277e+00 	2.9921e+00 	1.4960e+00
 1133 	 3.1186e+00 	4.6232e+00 	2.3116e+00
 1134 	 4.1443e+00 	6.7384e+00 	3.3692e+00
 1135 	 5.6285e+00 	9.0957e+00 	4.5479e+00
 1136 	 1.1196e+01 	1.3399e+01 	6.6995e+00
 1137 	 2.6541e+01 	9.0989e+00 	4.5495e+00
 1138 	 2.0686e+01 	2.6866e+00 	1.3433e+00
 1139 	 2.4658e+00 	3.3960e+00 	1.6980e+00
 1140 	 3.3070e+00 	2.6776e+00 	1.3388e+00
 1141 	 1.7898e+00 	1.4321e+00 	7.1604e-01
 1142 	 2.3467e+00 	1.4302e+00 	7.1510e-01
 1143 	 1.2505e+00 	2.8627e+00 	1.4313e+00
 1144 	 2.1300e+00 	9.8539e-01 	4.9270e-01
 1145 	 1.3343e+00 	8.9451e-01 	4.4726e-01
 1146 	 3.3909e+00 	7.1016e-01 	3.5508e-01
 1147 	 1.7478e+00 	5.7712e-01 	2.8856e-01
 1148 	 1.1034e+00 	9.4415e-01 	4.7207e-01
 1149 	 2.0616e+00 	2.4947e-01 	1.2473e-01
 1150 	 5.5863e-01 	2.2497e+00 	1.1249e+00
 1151 	 2.6757e+00 	5.3769e+00 	2.6884e+00
 1152 	 4.9793e+00 	4.0765e+00 	2.0383e+00
 1153 	 3.9604e+00 	1.4063e+00 	7.0314e-01
 1154 	 1.3401e+00 	2.9731e+00 	1.4865e+00
 1155 	 2.7920e+00 	6.8352e+00 	3.4176e+00
 1156 	 6.0543e+00 	1.1468e+01 	5.7338e+00
 1157 	 1.4610e+01 	9.7653e+00 	4.8826e+00
 1158 	 1.8811e+01 	4.0884e+00 	2.0442e+00
 1159 	 4.4429e+00 	3.2645e+00 	1.6323e+00
 1160 	 3.2330e+00 	3.0977e+00 	1.5489e+00
 1161 	 2.9306e+00 	2.4839e-01 	1.2420e-01
 1162 	 1.4566e+00 	1.0384e+00 	5.1922e-01
 1163 	 1.4249e+00 	3.5693e-01 	1.7846e-01
 1164 	 1.0968e+00 	7.1932e-01 	3.5966e-01
 1165 	 1.9495e+00 	7.7814e-01 	3.8907e-01
 1166 	 2.1433e+00 	1.0076e+00 	5.0378e-01
 1167 	 1.2559e+00 	1.8470e+00 	9.2351e-01
 1168 	 1.7110e+00 	2.8705e+00 	1.4353e+00
 1169 	 2.9411e+00 	1.0253e+00 	5.1263e-01
 1170 	 1.4661e+00 	2.8868e-01 	1.4434e-01
 1171 	 1.5513e+00 	9.4557e-01 	4.7278e-01
 1172 	 7.7039e-01 	2.1040e+00 	1.0520e+00
 1173 	 2.6512e+00 	3.9654e+00 	1.9827e+00
 1174 	 4.0803e+00 	4.0642e+00 	2.0321e+00
 1175 	 3.4673e+00 	3.2551e+00 	1.6276e+00
 1176 	 2.9041e+00 	4.7467e-01 	2.3733e-01
 1177 	 4.1271e-01 	3.1179e+00 	1.5590e+00
 1178 	 3.6694e+00 	3.2023e+00 	1.6012e+00
 1179 	 1.9275e+00 	2.6560e+00 	1.3280e+00
 1180 	 2.3579e+00 	1.0307e+00 	5.1536e-01
 1181 	 1.6025e+00 	2.9504e+00 	1.4752e+00
 1182 	 2.5349e+00 	5.0735e+00 	2.5367e+00
 1183 	 4.3992e+00 	2.8755e+00 	1.4378e+00
 1184 	 2.3018e+00 	3.2635e-01 	1.6318e-01
 1185 	 1.3993e+00 	2.4596e+00 	1.2298e+00
 1186 	 3.9949e+00 	3.5697e+00 	1.7849e+00
 1187 	 3.5457e+00 	3.6062e+00 	1.8031e+00
 1188 	 3.3480e+00 	5.9237e+00 	2.9619e+00
 1189 	 6.7163e+00 	6.7598e+00 	3.3799e+00
 1190 	 8.2359e+00 	6.7720e+00 	3.3860e+00
 1191 	 6.1095e+00 	3.9064e+00 	1.9532e+00
 1192 	 3.4318e+00 	1.1480e+00 	5.7400e-01
 1193 	 1.6975e+00 	1.2088e+00 	6.0438e-01
 1194 	 8.8524e-01 	1.1454e+00 	5.7272e-01
 1195 	 1.0092e+00 	3.6139e+00 	1.8070e+00
 1196 	 3.3607e+00 	9.5416e+00 	4.7708e+00
 1197 	 9.0042e+00 	5.3563e+00 	2.6781e+00
 1198 	 9.1401e+00 	2.7844e+00 	1.3922e+00
 1199 	 2.9374e+00 	1.0080e+00 	5.0400e-01
 1200 	 1.2973e+00 	1.0084e+00 	5.0419e-01
 1201 	 2.2310e+00 	8.7026e-01 	4.3513e-01
 1202 	 1.2865e+00 	1.2973e+00 	6.4863e-01
 1203 	 9.8362e-01 	1.6137e+00 	8.0683e-01
 1204 	 1.7233e+00 	2.2481e-01 	1.1241e-01
 1205 	 1.8954e+00 	1.7395e+00 	8.6973e-01
 1206 	 1.7688e+00 	8.4148e-01 	4.2074e-01
 1207 	 9.5100e-01 	5.8304e-01 	2.9152e-01
 1208 	 2.1508e+00 	2.2920e+00 	1.1460e+00
 1209 	 1.5529e+00 	3.9867e+00 	1.9933e+00
 1210 	 5.1451e+00 	3.9018e+00 	1.9509e+00
 1211 	 3.4513e+00 	3.6377e+00 	1.8189e+00
 1212 	 3.4421e+00 	3.3037e+00 	1.6519e+00
 1213 	 3.0459e+00 	1.0899e+00 	5.4494e-01
 1214 	 1.4488e+00 	9.4310e-01 	4.7155e-01
 1215 	 2.4603e+00 	1.1561e+00 	5.7806e-01
 1216 	 1.6583e+00 	3.9871e-02 	1.9935e-02
 1217 	 7.9941e-01 	1.0461e+00 	5.2304e-01
 1218 	 1.1869e+00 	2.0493e+00 	1.0247e+00
 1219 	 1.3653e+00 	4.0756e+00 	2.0378e+00
 1220 	 3.9281e+00 	5.1492e+00 	2.5746e+00
 1221 	 4.4572e+00 	5.0267e+00 	2.5134e+00
 1222 	 6.0351e+00 	5.1287e+00 	2.5643e+00
 1223 	 4.7969e+00 	6.1035e+00 	3.0518e+00
 1224 	 6.2989e+00 	7.6953e+00 	3.8477e+00
 1225 	 7.4622e+00 	4.2962e+00 	2.1481e+00
 1226 	 6.8506e+00 	1.8634e+00 	9.3171e-01
 1227 	 1.3281e+00 	4.6201e+00 	2.3101e+00
 1228 	 3.5475e+00 	9.8088e+00 	4.9044e+00
 1229 	 1.0264e+01 	1.2937e+01 	6.4686e+00
 1230 	 2.8275e+01 	5.4830e+00 	2.7415e+00
 1231 	 8.4492e+00 	3.2085e+00 	1.6043e+00
 1232 	 2.4229e+00 	2.2836e+00 	1.1418e+00
 1233 	 1.5260e+00 	7.8288e-01 	3.9144e-01
 1234 	 2.8014e+00 	6.8994e-02 	3.4497e-02
 1235 	 1.1572e+00 	1.0163e+00 	5.0814e-01
 1236 	 1.6229e+00 	8.8406e-01 	4.4203e-01
 1237 	 1.2384e+00 	2.9962e+00 	1.4981e+00
 1238 	 2.5314e+00 	3.3658e-01 	1.6829e-01
 1239 	 6.6422e-01 	5.1454e+00 	2.5727e+00
 1240 	 4.1431e+00 	2.7629e+00 	1.3815e+00
 1241 	 2.4733e+00 	4.7432e-01 	2.3716e-01
 1242 	 9.4368e-01 	1.9519e+00 	9.7597e-01
 1243 	 1.8532e+00 	4.2595e-01 	2.1297e-01
 1244 	 1.4859e+00 	7.6087e-01 	3.8044e-01
 1245 	 1.1197e+00 	3.6096e-01 	1.8048e-01
 1246 	 1.5270e+00 	3.2662e-01 	1.6331e-01
 1247 	 1.3270e+00 	1.0439e+00 	5.2193e-01
 1248 	 9.6475e-01 	3.0565e+00 	1.5282e+00
 1249 	 3.3058e+00 	1.4995e+00 	7.4975e-01
 1250 	 1.2103e+00 	4.4894e-01 	2.2447e-01
 1251 	 1.4565e+00 	1.1610e-01 	5.8049e-02
 1252 	 1.8979e+00 	3.7671e-01 	1.8835e-01
 1253 	 1.3965e+00 	6.6948e-01 	3.3474e-01
 1254 	 1.0142e+00 	2.0605e+00 	1.0303e+00
 1255 	 2.1298e+00 	1.2206e+00 	6.1030e-01
 1256 	 2.6674e+00 	6.5349e-01 	3.2675e-01
 1257 	 1.0740e+00 	3.0447e-01 	1.5224e-01
 1258 	 1.0156e+00 	7.8140e-01 	3.9070e-01
 1259 	 9.3724e-01 	4.7705e+00 	2.3853e+00
 1260 	 4.8419e+00 	7.2542e+00 	3.6271e+00
 1261 	 8.1180e+00 	5.3328e+00 	2.6664e+00
 1262 	 5.5125e+00 	3.6107e-02 	1.8054e-02
 1263 	 1.2703e+00 	5.4119e-01 	2.7060e-01
 1264 	 7.1573e-01 	4.2755e+00 	2.1377e+00
 1265 	 3.6921e+00 	3.9410e+00 	1.9705e+00
 1266 	 5.0531e+00 	1.7234e+00 	8.6168e-01
 1267 	 2.0033e+00 	5.2491e+00 	2.6246e+00
 1268 	 5.2573e+00 	9.1422e-01 	4.5711e-01
 1269 	 8.9568e-01 	1.5665e+00 	7.8324e-01
 1270 	 1.9711e+00 	1.4496e+00 	7.2480e-01
 1271 	 1.4239e+00 	8.0648e-01 	4.0324e-01
 1272 	 1.1274e+00 	9.0106e-01 	4.5053e-01
 1273 	 7.5706e-01 	8.5031e-01 	4.2516e-01
 1274 	 1.3984e+00 	2.0234e+00 	1.0117e+00
 1275 	 2.9786e+00 	1.2804e-01 	6.4019e-02
 1276 	 1.1835e+00 	2.1194e+00 	1.0597e+00
 1277 	 2.6962e+00 	1.7619e+00 	8.8097e-01
 1278 	 1.3264e+00 	7.5560e-01 	3.7780e-01
 1279 	 1.4542e+00 	8.7751e-01 	4.3876e-01
 1280 	 7.8537e-01 	1.6324e+00 	8.1619e-01
 1281 	 1.8707e+00 	4.4491e-01 	2.2246e-01
 1282 	 1.9663e+00 	7.5088e-01 	3.7544e-01
 1283 	 2.4466e+00 	1.6835e-01 	8.4177e-02
 1284 	 2.1174e+00 	1.9058e+00 	9.5288e-01
 1285 	 2.5526e+00 	2.8645e+00 	1.4322e+00
 1286 	 2.2912e+00 	3.2008e+00 	1.6004e+00
 1287 	 2.5183e+00 	5.2089e+00 	2.6044e+00
 1288 	 4.5031e+00 	2.1158e+00 	1.0579e+00
 1289 	 1.7306e+00 	2.5116e+00 	1.2558e+00
 1290 	 2.4612e+00 	2.1504e+00 	1.0752e+00
 1291 	 2.0952e+00 	2.6489e+00 	1.3245e+00
 1292 	 1.7491e+00 	6.0027e+00 	3.0013e+00
 1293 	 5.5451e+00 	6.3933e+00 	3.1967e+00
 1294 	 1.1224e+01 	4.5510e+00 	2.2755e+00
 1295 	 3.4333e+00 	4.4682e+00 	2.2341e+00
 1296 	 3.3195e+00 	7.1364e+00 	3.5682e+00
 1297 	 7.6390e+00 	9.1834e+00 	4.5917e+00
 1298 	 1.6645e+01 	6.1475e+00 	3.0737e+00
 1299 	 4.7532e+00 	3.1270e+00 	1.5635e+00
 1300 	 2.3255e+00 	1.0462e+00 	5.2311e-01
 1301 	 1.2451e+00 	4.3232e-01 	2.1616e-01
 1302 	 9.6947e-01 	6.5008e-02 	3.2504e-02
 1303 	 7.6945e-01 	9.8109e-01 	4.9055e-01
 1304 	 1.1362e+00 	2.1806e+00 	1.0903e+00
 1305 	 2.0063e+00 	6.6210e-02 	3.3105e-02
 1306 	 1.9453e+00 	1.6348e+00 	8.1741e-01
 1307 	 2.2049e+00 	4.6407e+00 	2.3203e+00
 1308 	 4.5027e+00 	6.1991e+00 	3.0995e+00
 1309 	 6.4214e+00 	1.9534e+00 	9.7668e-01
 1310 	 1.3801e+00 	6.4294e-01 	3.2147e-01
 1311 	 1.0989e+00 	1.9519e+00 	9.7597e-01
 1312 	 1.5421e+00 	3.4137e+00 	1.7069e+00
 1313 	 3.0286e+00 	1.3825e+00 	6.9125e-01
 1314 	 2.1281e+00 	1.1281e+00 	5.6406e-01
 1315 	 1.7314e+00 	2.4928e+00 	1.2464e+00
 1316 	 3.0501e+00 	3.7070e+00 	1.8535e+00
 1317 	 3.3375e+00 	2.7348e+00 	1.3674e+00
 1318 	 2.9355e+00 	3.0875e+00 	1.5437e+00
 1319 	 2.5529e+00 	6.4229e+00 	3.2115e+00
 1320 	 5.6947e+00 	4.2347e+00 	2.1173e+00
 1321 	 5.3387e+00 	7.3724e-01 	3.6862e-01
 1322 	 1.1085e+00 	2.5396e+00 	1.2698e+00
 1323 	 3.4851e+00 	2.8322e+00 	1.4161e+00
 1324 	 1.8783e+00 	2.6303e+00 	1.3151e+00
 1325 	 2.7308e+00 	2.4133e+00 	1.2066e+00
 1326 	 1.6047e+00 	3.1612e+00 	1.5806e+00
 1327 	 3.4888e+00 	3.6330e+00 	1.8165e+00
 1328 	 3.0000e+00 	2.3031e+00 	1.1516e+00
 1329 	 2.4430e+00 	3.0988e+00 	1.5494e+00
 1330 	 2.5364e+00 	3.7925e+00 	1.8962e+00
 1331 	 4.1509e+00 	1.5399e+00 	7.6993e-01
 1332 	 1.3198e+00 	5.4425e-01 	2.7212e-01
 1333 	 2.0600e+00 	6.1334e-02 	3.0667e-02
 1334 	 8.9856e-01 	1.8653e-01 	9.3267e-02
 1335 	 1.0913e+00 	8.9297e-01 	4.4649e-01
 1336 	 1.0554e+00 	4.7178e+00 	2.3589e+00
 1337 	 4.4349e+00 	6.2426e+00 	3.1213e+00
 1338 	 5.8783e+00 	8.0563e+00 	4.0281e+00
 1339 	 7.2816e+00 	9.0712e+00 	4.5356e+00
 1340 	 1.3141e+01 	4.3329e+00 	2.1665e+00
 1341 	 5.1343e+00 	8.8507e-01 	4.4253e-01
 1342 	 1.2049e+00 	1.7495e+00 	8.7476e-01
 1343 	 1.0467e+00 	2.8043e+00 	1.4021e+00
 1344 	 2.1869e+00 	5.9672e-01 	2.9836e-01
 1345 	 6.5916e-01 	1.9826e+00 	9.9128e-01
 1346 	 2.5632e+00 	6.3696e+00 	3.1848e+00
 1347 	 5.5397e+00 	7.7641e+00 	3.8820e+00
 1348 	 9.9156e+00 	4.3518e+00 	2.1759e+00
 1349 	 3.0071e+00 	2.6937e+00 	1.3468e+00
 1350 	 2.9632e+00 	1.5481e+00 	7.7407e-01
 1351 	 1.5692e+00 	1.0529e+00 	5.2644e-01
 1352 	 1.5557e+00 	2.4913e+00 	1.2456e+00
 1353 	 1.6113e+00 	5.4683e+00 	2.7342e+00
 1354 	 5.1762e+00 	5.1914e+00 	2.5957e+00
 1355 	 8.1989e+00 	3.7642e+00 	1.8821e+00
 1356 	 4.0366e+00 	5.3081e+00 	2.6541e+00
 1357 	 5.5193e+00 	5.7560e+00 	2.8780e+00
 1358 	 5.0724e+00 	4.0505e+00 	2.0253e+00
 1359 	 3.2859e+00 	1.9596e+00 	9.7982e-01
 1360 	 1.3572e+00 	1.9538e+00 	9.7691e-01
 1361 	 2.5192e+00 	2.3762e+00 	1.1881e+00
 1362 	 1.9558e+00 	1.0003e+00 	5.0015e-01
 1363 	 1.4541e+00 	9.7086e-01 	4.8543e-01
 1364 	 1.5657e+00 	4.2804e-01 	2.1402e-01
 1365 	 1.4869e+00 	1.3586e+00 	6.7931e-01
 1366 	 1.3605e+00 	1.5722e+00 	7.8608e-01
 1367 	 2.0070e+00 	2.0630e-01 	1.0315e-01
 1368 	 8.6682e-01 	1.3471e+00 	6.7353e-01
 1369 	 1.0774e+00 	1.6838e+00 	8.4189e-01
 1370 	 1.5803e+00 	2.1172e+00 	1.0586e+00
 1371 	 1.8088e+00 	3.8454e+00 	1.9227e+00
 1372 	 5.8737e+00 	2.5359e+00 	1.2679e+00
 1373 	 2.4767e+00 	2.0933e+00 	1.0467e+00
 1374 	 1.5700e+00 	3.2465e+00 	1.6233e+00
 1375 	 3.3390e+00 	1.0807e+00 	5.4037e-01
 1376 	 1.8495e+00 	2.2375e-01 	1.1187e-01
 1377 	 1.1031e+00 	1.0884e+00 	5.4422e-01
 1378 	 8.7230e-01 	7.7687e-01 	3.8843e-01
 1379 	 9.6289e-01 	2.0007e+00 	1.0004e+00
 1380 	 1.8126e+00 	1.8003e+00 	9.0015e-01
 1381 	 1.1264e+00 	2.0798e+00 	1.0399e+00
 1382 	 2.0056e+00 	4.4182e-01 	2.2091e-01
 1383 	 2.2175e+00 	6.8424e-01 	3.4212e-01
 1384 	 1.2186e+00 	8.9634e-01 	4.4817e-01
 1385 	 7.9425e-01 	1.9268e+00 	9.6338e-01
 1386 	 1.6437e+00 	1.0705e+00 	5.3523e-01
 1387 	 2.6650e+00 	2.2055e+00 	1.1028e+00
 1388 	 1.7417e+00 	2.3075e+00 	1.1537e+00
 1389 	 2.5987e+00 	4.1400e-01 	2.0700e-01
 1390 	 4.0436e-01 	5.4869e-01 	2.7434e-01
 1391 	 8.3886e-01 	2.2657e+00 	1.1328e+00
 1392 	 3.0376e+00 	2.1878e-01 	1.0939e-01
 1393 	 1.4987e+00 	8.2512e-01 	4.1256e-01
 1394 	 9.3229e-01 	2.5822e+00 	1.2911e+00
 1395 	 2.4180e+00 	4.1005e-01 	2.0502e-01
 1396 	 1.1518e+00 	3.9554e+00 	1.9777e+00
 1397 	 3.1398e+00 	6.1170e+00 	3.0585e+00
 1398 	 5.8424e+00 	3.3792e+00 	1.6896e+00
 1399 	 2.5633e+00 	5.9837e-01 	2.9918e-01
 1400 	 1.7005e+00 	1.1838e+00 	5.9189e-01
 1401 	 2.6688e+00 	1.0490e+00 	5.2449e-01
 1402 	 1.6872e+00 	1.7220e+00 	8.6099e-01
 1403 	 1.1561e+00 	1.9575e+00 	9.7873e-01
 1404 	 1.4105e+00 	2.3638e+00 	1.1819e+00
 1405 	 2.0430e+00 	2.1590e+00 	1.0795e+00
 1406 	 1.5712e+00 	8.8326e-02 	4.4163e-02
 1407 	 3.0475e+00 	5.5475e-01 	2.7738e-01
 1408 	 5.6489e-01 	4.7972e-01 	2.3986e-01
 1409 	 8.0298e-01 	5.4665e-01 	2.7332e-01
 1410 	 7.9178e-01 	7.4613e-01 	3.7307e-01
 1411 	 1.5743e+00 	2.9073e+00 	1.4537e+00
 1412 	 2.0268e+00 	7.9589e+00 	3.9794e+00
 1413 	 8.3020e+00 	3.6612e+00 	1.8306e+00
 1414 	 5.5825e+00 	4.4174e-01 	2.2087e-01
 1415 	 9.5244e-01 	2.3731e+00 	1.1865e+00
 1416 	 2.7677e+00 	4.2200e+00 	2.1100e+00
 1417 	 3.0274e+00 	4.6165e+00 	2.3082e+00
 1418 	 5.4211e+00 	2.7440e+00 	1.3720e+00
 1419 	 2.8058e+00 	1.2964e+00 	6.4819e-01
 1420 	 1.3038e+00 	3.8631e-01 	1.9316e-01
 1421 	 9.3550e-01 	2.2878e+00 	1.1439e+00
 1422 	 1.3725e+00 	8.8126e-01 	4.4063e-01
 1423 	 1.8255e+00 	9.6067e-01 	4.8033e-01
 1424 	 9.2854e-01 	3.6109e+00 	1.8055e+00
 1425 	 3.0445e+00 	4.3317e+00 	2.1659e+00
 1426 	 3.5089e+00 	3.3221e+00 	1.6611e+00
 1427 	 3.1320e+00 	5.3819e+00 	2.6910e+00
 1428 	 5.8316e+00 	4.6852e+00 	2.3426e+00
 1429 	 3.3093e+00 	3.3133e+00 	1.6566e+00
 1430 	 3.5591e+00 	5.0050e+00 	2.5025e+00
 1431 	 4.9249e+00 	6.3715e+00 	3.1857e+00
 1432 	 7.3275e+00 	1.4819e+00 	7.4097e-01
 1433 	 1.0564e+00 	2.7897e+00 	1.3949e+00
 1434 	 4.0456e+00 	3.4577e-01 	1.7288e-01
 1435 	 1.4423e+00 	1.2412e+00 	6.2059e-01
 1436 	 9.4329e-01 	1.1411e-01 	5.7055e-02
 1437 	 8.1866e-01 	1.0248e+00 	5.1240e-01
 1438 	 1.5935e+00 	5.5670e-01 	2.7835e-01
 1439 	 6.6144e-01 	9.9910e-02 	4.9955e-02
 1440 	 8.7604e-01 	1.3046e+00 	6.5232e-01
 1441 	 1.8134e+00 	1.7828e+00 	8.9142e-01
 1442 	 1.5375e+00 	3.4389e+00 	1.7195e+00
 1443 	 3.0654e+00 	8.1662e+00 	4.0831e+00
 1444 	 8.7678e+00 	5.1676e+00 	2.5838e+00
 1445 	 8.1792e+00 	8.5500e-01 	4.2750e-01
 1446 	 8.1143e-01 	1.8443e+00 	9.2213e-01
 1447 	 1.0667e+00 	2.3307e+00 	1.1654e+00
 1448 	 2.6924e+00 	3.0704e+00 	1.5352e+00
 1449 	 2.9725e+00 	3.7748e+00 	1.8874e+00
 1450 	 3.0946e+00 	1.7612e+00 	8.8058e-01
 1451 	 1.8326e+00 	1.1500e+00 	5.7501e-01
 1452 	 1.8333e+00 	3.5798e-01 	1.7899e-01
 1453 	 5.8618e-01 	1.9610e+00 	9.8051e-01
 1454 	 1.5847e+00 	4.1674e+00 	2.0837e+00
 1455 	 3.6429e+00 	1.3991e+00 	6.9957e-01
 1456 	 1.1500e+00 	6.5512e-02 	3.2756e-02
 1457 	 9.7819e-01 	1.7741e+00 	8.8707e-01
 1458 	 1.7065e+00 	1.7288e+00 	8.6440e-01
 1459 	 2.4307e+00 	2.0759e+00 	1.0379e+00
 1460 	 1.4523e+00 	1.6044e+00 	8.0220e-01
 1461 	 2.2957e+00 	8.7544e-01 	4.3772e-01
 1462 	 1.0133e+00 	3.2160e+00 	1.6080e+00
 1463 	 2.4217e+00 	1.9196e+00 	9.5978e-01
 1464 	 1.3308e+00 	9.8140e-01 	4.9070e-01
 1465 	 1.4669e+00 	7.5529e-01 	3.7764e-01
 1466 	 1.5442e+00 	3.3473e-01 	1.6737e-01
 1467 	 2.2627e+00 	1.3814e-01 	6.9069e-02
 1468 	 1.0455e+00 	1.6580e+00 	8.2901e-01
 1469 	 1.4326e+00 	2.4995e+00 	1.2498e+00
 1470 	 1.7673e+00 	2.4250e+00 	1.2125e+00
 1471 	 1.6167e+00 	3.9627e+00 	1.9814e+00
 1472 	 4.1361e+00 	7.7677e+00 	3.8839e+00
 1473 	 7.4711e+00 	8.5913e+00 	4.2957e+00
 1474 	 1.1222e+01 	2.7684e+00 	1.3842e+00
 1475 	 2.6801e+00 	6.0201e-01 	3.0100e-01
 1476 	 2.3240e+00 	1.7216e+00 	8.6081e-01
 1477 	 1.2583e+00 	2.1951e+00 	1.0976e+00
 1478 	 2.3340e+00 	1.7052e+00 	8.5258e-01
 1479 	 3.1549e+00 	1.7568e+00 	8.7838e-01
 1480 	 1.7767e+00 	3.6474e+00 	1.8237e+00
 1481 	 2.3273e+00 	6.8169e+00 	3.4085e+00
 1482 	 6.2217e+00 	4.2730e+00 	2.1365e+00
 1483 	 4.2392e+00 	2.8052e-01 	1.4026e-01
 1484 	 6.9063e-01 	1.2193e-01 	6.0965e-02
 1485 	 1.2180e+00 	6.3314e-01 	3.1657e-01
 1486 	 1.1871e+00 	5.9601e-01 	2.9801e-01
 1487 	 2.0377e+00 	2.9323e+00 	1.4662e+00
 1488 	 2.3847e+00 	3.1036e+00 	1.5518e+00
 1489 	 1.9457e+00 	3.0096e+00 	1.5048e+00
 1490 	 2.4371e+00 	3.4376e+00 	1.7188e+00
 1491 	 3.3788e+00 	2.9859e+00 	1.4929e+00
 1492 	 2.6114e+00 	6.3179e-01 	3.1590e-01
 1493 	 1.5843e+00 	8.4686e-01 	4.2343e-01
 1494 	 1.9013e+00 	1.0768e+00 	5.3839e-01
 1495 	 1.2494e+00 	9.2062e-02 	4.6031e-02
 1496 	 9.0659e-01 	1.4527e-01 	7.2634e-02
 1497 	 1.6066e+00 	3.5822e-01 	1.7911e-01
 1498 	 8.8450e-01 	2.1049e+00 	1.0524e+00
 1499 	 3.4346e+00 	4.7350e+00 	2.3675e+00
 1500 	 3.7464e+00 	5.1313e+00 	2.5656e+00
 1501 	 4.0593e+00 	4.3170e+00 	2.1585e+00
 1502 	 4.2451e+00 	3.7653e+00 	1.8826e+00
 1503 	 3.1932e+00 	1.8616e+00 	9.3081e-01
 1504 	 1.3587e+00 	1.6871e-01 	8.4353e-02
 1505 	 1.0772e+00 	5.2053e-02 	2.6026e-02
 1506 	 1.6779e+00 	7.3493e-01 	3.6747e-01
 1507 	 2.1838e+00 	8.3369e-01 	4.1685e-01
 1508 	 6.4007e-01 	2.4662e-01 	1.2331e-01
 1509 	 2.4104e+00 	1.4712e+00 	7.3562e-01
 1510 	 1.7848e+00 	1.0334e+00 	5.1669e-01
 1511 	 1.5220e+00 	6.7077e-02 	3.3539e-02
 1512 	 8.3889e-01 	1.4019e+00 	7.0097e-01
 1513 	 2.1562e+00 	4.4303e+00 	2.2152e+00
 1514 	 4.9658e+00 	2.7575e+00 	1.3787e+00
 1515 	 2.0702e+00 	1.5963e-01 	7.9813e-02
 1516 	 6.8676e-01 	6.9144e-01 	3.4572e-01
 1517 	 1.2534e+00 	1.2597e+00 	6.2983e-01
 1518 	 1.1719e+00 	3.1760e+00 	1.5880e+00
 1519 	 3.1011e+00 	2.3885e+00 	1.1942e+00
 1520 	 2.5788e+00 	5.1373e-01 	2.5687e-01
 1521 	 1.1512e+00 	6.7537e-01 	3.3768e-01
 1522 	 9.9851e-01 	5.9546e-01 	2.9773e-01
 1523 	 1.9853e+00 	4.9621e-02 	2.4810e-02
 1524 	 6.3650e-01 	8.7177e-01 	4.3588e-01
 1525 	 1.0524e+00 	9.6347e-01 	4.8173e-01
 1526 	 8.1838e-01 	1.5418e+00 	7.7090e-01
 1527 	 2.3455e+00 	4.1861e-01 	2.0930e-01
 1528 	 2.2921e+00 	3.4168e+00 	1.7084e+00
 1529 	 3.4224e+00 	5.4561e+00 	2.7281e+00
 1530 	 4.7108e+00 	3.6611e+00 	1.8306e+00
 1531 	 2.9326e+00 	8.2159e-01 	4.1079e-01
 1532 	 9.1626e-01 	2.1917e+00 	1.0958e+00
 1533 	 2.9895e+00 	5.1752e-01 	2.5876e-01
 1534 	 7.6490e-01 	4.0372e-01 	2.0186e-01
 1535 	 2.2328e+00 	6.2468e-01 	3.1234e-01
 1536 	 1.3035e+00 	2.7295e+00 	1.3648e+00
 1537 	 2.0984e+00 	2.7898e+00 	1.3949e+00
 1538 	 2.6672e+00 	4.3275e-01 	2.1638e-01
 1539 	 1.6468e+00 	6.0522e-01 	3.0261e-01
 1540 	 5.7689e-01 	1.5571e+00 	7.7856e-01
 1541 	 1.9507e+00 	3.9154e-01 	1.9577e-01
 1542 	 9.9987e-01 	5.4302e-01 	2.7151e-01
 1543 	 1.0328e+00 	2.4963e+00 	1.2482e+00
 1544 	 2.1480e+00 	2.0373e+00 	1.0187e+00
 1545 	 1.6001e+00 	2.9421e-01 	1.4711e-01
 1546 	 1.3578e+00 	1.0089e-01 	5.0444e-02
 1547 	 1.4859e+00 	6.5832e-01 	3.2916e-01
 1548 	 9.5026e-01 	1.4329e+00 	7.1645e-01
 1549 	 2.6287e+00 	2.6299e+00 	1.3149e+00
 1550 	 2.2954e+00 	2.9962e+00 	1.4981e+00
 1551 	 2.1992e+00 	2.8626e+00 	1.4313e+00
 1552 	 3.9162e+00 	5.1469e+00 	2.5735e+00
 1553 	 5.5173e+00 	9.7355e+00 	4.8677e+00
 1554 	 1.0099e+01 	9.1295e+00 	4.5648e+00
 1555 	 1.6958e+01 	4.7767e+00 	2.3883e+00
 1556 	 4.8681e+00 	3.8030e+00 	1.9015e+00
 1557 	 2.5040e+00 	1.0007e+00 	5.0036e-01
 1558 	 6.5812e-01 	2.1381e-01 	1.0690e-01
 1559 	 1.2557e+00 	2.9460e+00 	1.4730e+00
 1560 	 2.9730e+00 	2.5103e+00 	1.2552e+00
 1561 	 2.7200e+00 	2.1957e+00 	1.0979e+00
 1562 	 1.6180e+00 	4.2786e+00 	2.1393e+00
 1563 	 4.3268e+00 	4.6540e+00 	2.3270e+00
 1564 	 3.9603e+00 	2.0022e+00 	1.0011e+00
 1565 	 1.6540e+00 	1.5870e-01 	7.9351e-02
 1566 	 2.0328e+00 	3.4794e-01 	1.7397e-01
 1567 	 1.4766e+00 	1.6835e+00 	8.4177e-01
 1568 	 2.7543e+00 	3.8804e+00 	1.9402e+00
 1569 	 3.3696e+00 	3.8861e+00 	1.9430e+00
 1570 	 3.4744e+00 	1.5204e+00 	7.6018e-01
 1571 	 1.2272e+00 	1.6824e-02 	8.4122e-03
 1572 	 3.0598e+00 	1.7551e+00 	8.7755e-01
 1573 	 2.5062e+00 	4.1587e+00 	2.0793e+00
 1574 	 3.1970e+00 	2.9698e+00 	1.4849e+00
 1575 	 2.6898e+00 	1.6091e+00 	8.0457e-01
 1576 	 1.0320e+00 	1.4365e+00 	7.1827e-01
 1577 	 1.1318e+00 	8.2549e-01 	4.1274e-01
 1578 	 7.9083e-01 	2.8671e-02 	1.4336e-02
 1579 	 9.2927e-01 	9.1044e-01 	4.5522e-01
 1580 	 8.5262e-01 	8.8767e-01 	4.4383e-01
 1581 	 1.0955e+00 	8.2673e-01 	4.1336e-01
 1582 	 9.1350e-01 	2.2888e+00 	1.1444e+00
 1583 	 1.8810e+00 	4.5710e+00 	2.2855e+00
 1584 	 3.0248e+00 	4.4742e+00 	2.2371e+00
 1585 	 6.9415e+00 	3.1498e+00 	1.5749e+00
 1586 	 2.0203e+00 	7.9090e+00 	3.9545e+00
 1587 	 7.6035e+00 	7.7939e+00 	3.8969e+00
 1588 	 1.5711e+01 	4.6226e+00 	2.3113e+00
 1589 	 6.1965e+00 	3.2454e+00 	1.6227e+00
 1590 	 3.2839e+00 	8.2762e-01 	4.1381e-01
 1591 	 1.0623e+00 	1.5649e+00 	7.8244e-01
 1592 	 2.3988e+00 	2.0433e-01 	1.0217e-01
 1593 	 2.1597e+00 	2.6407e+00 	1.3203e+00
 1594 	 2.0263e+00 	2.5653e+00 	1.2827e+00
 1595 	 2.1241e+00 	4.9496e-01 	2.4748e-01
 1596 	 1.1539e+00 	1.9844e-01 	9.9222e-02
 1597 	 8.6902e-01 	2.6064e+00 	1.3032e+00
 1598 	 2.5462e+00 	3.8213e+00 	1.9106e+00
 1599 	 3.5392e+00 	2.6859e+00 	1.3430e+00
 1600 	 2.5991e+00 	1.3726e+00 	6.8629e-01
 1601 	 1.5398e+00 	2.6120e+00 	1.3060e+00
 1602 	 2.3604e+00 	5.7662e+00 	2.8831e+00
 1603 	 4.3891e+00 	4.4478e+00 	2.2239e+00
 1604 	 5.8427e+00 	9.8353e-02 	4.9177e-02
 1605 	 2.1701e+00 	3.5864e+00 	1.7932e+00
 1606 	 2.9017e+00 	2.9578e+00 	1.4789e+00
 1607 	 2.0664e+00 	7.0270e-01 	3.5135e-01
 1608 	 8.2589e-01 	1.2817e+00 	6.4085e-01
 1609 	 1.6443e+00 	2.2511e+00 	1.1256e+00
 1610 	 1.8748e+00 	1.4785e+00 	7.3925e-01
 1611 	 9.7861e-01 	2.1879e+00 	1.0939e+00
 1612 	 2.0938e+00 	7.8291e+00 	3.9145e+00
 1613 	 7.4890e+00 	5.0543e+00 	2.5271e+00
 1614 	 8.0294e+00 	2.4506e+00 	1.2253e+00
 1615 	 2.0436e+00 	9.3048e-01 	4.6524e-01
 1616 	 1.4258e+00 	1.2705e-01 	6.3526e-02
 1617 	 1.3805e+00 	1.2760e+00 	6.3798e-01
 1618 	 1.1179e+00 	1.3188e+00 	6.5938e-01
 1619 	 2.6422e+00 	2.3767e+00 	1.1883e+00
 1620 	 2.2107e+00 	6.3483e-01 	3.1741e-01
 1621 	 7.5731e-01 	1.2194e+00 	6.0972e-01
 1622 	 1.9933e+00 	6.4991e-01 	3.2496e-01
 1623 	 1.2149e+00 	5.8371e+00 	2.9185e+00
 1624 	 6.9443e+00 	5.5527e+00 	2.7764e+00
 1625 	 8.3737e+00 	7.5138e-01 	3.7569e-01
 1626 	 6.8033e-01 	4.9235e-01 	2.4617e-01
 1627 	 8.5838e-01 	7.1423e-01 	3.5711e-01
 1628 	 1.8189e+00 	2.5164e+00 	1.2582e+00
 1629 	 1.4887e+00 	4.6842e+00 	2.3421e+00
 1630 	 5.5055e+00 	1.8725e+00 	9.3623e-01
 1631 	 1.1491e+00 	2.7262e+00 	1.3631e+00
 1632 	 2.0996e+00 	4.1388e+00 	2.0694e+00
 1633 	 3.8664e+00 	1.4783e+00 	7.3913e-01
 1634 	 1.0553e+00 	1.8101e-02 	9.0505e-03
 1635 	 8.9682e-01 	1.8444e+00 	9.2218e-01
 1636 	 1.9106e+00 	9.1511e-02 	4.5755e-02
 1637 	 4.4204e-01 	1.1947e+00 	5.9734e-01
 1638 	 1.1336e+00 	1.5094e+00 	7.5469e-01
 1639 	 1.2713e+00 	2.8586e+00 	1.4293e+00
 1640 	 2.3224e+00 	1.7123e+00 	8.5615e-01
 1641 	 1.0216e+00 	3.2632e+00 	1.6316e+00
 1642 	 3.3103e+00 	5.4820e+00 	2.7410e+00
 1643 	 4.4431e+00 	3.4219e+00 	1.7109e+00
 1644 	 3.1994e+00 	1.8170e+00 	9.0852e-01
 1645 	 1.4140e+00 	3.7959e+00 	1.8979e+00
 1646 	 2.7805e+00 	6.1458e+00 	3.0729e+00
 1647 	 6.4555e+00 	3.0562e+00 	1.5281e+00
 1648 	 2.6932e+00 	1.4492e+00 	7.2458e-01
 1649 	 1.7699e+00 	3.6604e+00 	1.8302e+00
 1650 	 3.0048e+00 	3.4889e+00 	1.7444e+00
 1651 	 3.6187e+00 	2.9215e+00 	1.4607e+00
 1652 	 2.3774e+00 	4.1351e+00 	2.0676e+00
 1653 	 3.2712e+00 	5.9447e+00 	2.9723e+00
 1654 	 5.9200e+00 	6.2285e+00 	3.1143e+00
 1655 	 8.2139e+00 	3.1325e+00 	1.5662e+00
 1656 	 2.2977e+00 	9.4592e-01 	4.7296e-01
 1657 	 1.5519e+00 	4.1571e+00 	2.0785e+00
 1658 	 3.5445e+00 	2.9036e+00 	1.4518e+00
 1659 	 2.5318e+00 	1.1879e+00 	5.9395e-01
 1660 	 1.5535e+00 	1.7487e+00 	8.7434e-01
 1661 	 1.4052e+00 	1.1135e-01 	5.5676e-02
 1662 	 1.2244e+00 	7.5654e-01 	3.7827e-01
 1663 	 1.5496e+00 	1.4200e+00 	7.1002e-01
 1664 	 1.8491e+00 	2.4980e+00 	1.2490e+00
 1665 	 1.7849e+00 	2.2372e+00 	1.1186e+00
 1666 	 1.4759e+00 	2.3893e+00 	1.1946e+00
 1667 	 2.1783e+00 	2.4016e+00 	1.2008e+00
 1668 	 2.2952e+00 	1.0860e+00 	5.4302e-01
 1669 	 2.0351e+00 	1.6565e+00 	8.2824e-01
 1670 	 1.7076e+00 	3.7513e-01 	1.8757e-01
 1671 	 8.3205e-01 	2.9612e+00 	1.4806e+00
 1672 	 2.5303e+00 	2.6371e+00 	1.3185e+00
 1673 	 2.3637e+00 	3.2352e-02 	1.6176e-02
 1674 	 6.3308e-01 	2.6645e+00 	1.3323e+00
 1675 	 2.3227e+00 	2.4911e+00 	1.2455e+00
 1676 	 2.4468e+00 	2.7667e+00 	1.3834e+00
 1677 	 2.0257e+00 	1.7043e+00 	8.5213e-01
 1678 	 2.0523e+00 	8.7941e-01 	4.3970e-01
 1679 	 6.2553e-01 	1.9659e+00 	9.8296e-01
 1680 	 3.1468e+00 	2.3671e+00 	1.1836e+00
 1681 	 1.8093e+00 	2.3102e+00 	1.1551e+00
 1682 	 1.6622e+00 	9.3735e-01 	4.6867e-01
 1683 	 1.2195e+00 	1.2644e+00 	6.3218e-01
 1684 	 1.0673e+00 	8.6505e-01 	4.3252e-01
 1685 	 1.5495e+00 	2.6354e-02 	1.3177e-02
 1686 	 9.7482e-01 	1.4177e+00 	7.0884e-01
 1687 	 2.4384e+00 	2.4663e-01 	1.2331e-01
 1688 	 9.6068e-01 	2.5143e+00 	1.2572e+00
 1689 	 1.9169e+00 	4.4528e+00 	2.2264e+00
 1690 	 3.8532e+00 	6.1530e+00 	3.0765e+00
 1691 	 5.8142e+00 	3.8461e+00 	1.9230e+00
 1692 	 3.5957e+00 	9.9861e-01 	4.9931e-01
 1693 	 2.1694e+00 	2.9090e+00 	1.4545e+00
 1694 	 2.9106e+00 	5.4063e+00 	2.7032e+00
 1695 	 4.8238e+00 	4.7985e+00 	2.3993e+00
 1696 	 5.9402e+00 	6.2618e+00 	3.1309e+00
 1697 	 5.5705e+00 	4.3856e+00 	2.1928e+00
 1698 	 5.3769e+00 	5.3002e-02 	2.6501e-02
 1699 	 9.8729e-01 	1.1000e+00 	5.5000e-01
 1700 	 2.9644e+00 	1.9167e+00 	9.5835e-01
 1701 	 2.4292e+00 	1.5316e+00 	7.6582e-01
 1702 	 1.4037e+00 	1.0871e+00 	5.4357e-01
 1703 	 1.0112e+00 	6.9663e-01 	3.4832e-01
 1704 	 7.4906e-01 	2.4939e+00 	1.2469e+00
 1705 	 2.9347e+00 	2.8492e+00 	1.4246e+00
 1706 	 1.7186e+00 	6.3750e+00 	3.1875e+00
 1707 	 6.7082e+00 	1.0290e+01 	5.1451e+00
 1708 	 1.2339e+01 	8.0105e+00 	4.0052e+00
 1709 	 1.5870e+01 	5.2355e+00 	2.6178e+00
 1710 	 4.8595e+00 	3.0746e+00 	1.5373e+00
 1711 	 3.6361e+00 	1.8321e+00 	9.1604e-01
 1712 	 1.2155e+00 	2.7095e+00 	1.3547e+00
 1713 	 2.2267e+00 	2.1026e-01 	1.0513e-01
 1714 	 2.9961e-01 	3.9738e-01 	1.9869e-01
 1715 	 1.1843e+00 	3.5851e+00 	1.7926e+00
 1716 	 3.7825e+00 	1.5433e+00 	7.7165e-01
 1717 	 1.3470e+00 	2.5589e-01 	1.2795e-01
 1718 	 7.0386e-01 	2.0772e-01 	1.0386e-01
 1719 	 1.3009e+00 	5.3914e-01 	2.6957e-01
 1720 	 6.9646e-01 	1.8769e+00 	9.3847e-01
 1721 	 3.1560e+00 	3.9064e+00 	1.9532e+00
 1722 	 3.6421e+00 	6.0133e+00 	3.0067e+00
 1723 	 6.5112e+00 	4.2950e+00 	2.1475e+00
 1724 	 3.1098e+00 	1.1885e+00 	5.9426e-01
 1725 	 1.1614e+00 	4.6233e-01 	2.3116e-01
 1726 	 5.9929e-01 	1.2143e+00 	6.0715e-01
 1727 	 2.2226e+00 	8.2666e-01 	4.1333e-01
 1728 	 1.0303e+00 	2.0361e+00 	1.0180e+00
 1729 	 2.7205e+00 	2.6431e+00 	1.3215e+00
 1730 	 2.0238e+00 	1.9181e+00 	9.5907e-01
 1731 	 3.0465e+00 	9.1424e-01 	4.5712e-01
 1732 	 1.4343e+00 	3.5980e-01 	1.7990e-01
 1733 	 9.0661e-01 	1.3897e-01 	6.9487e-02
 1734 	 6.1722e-01 	6.6138e-01 	3.3069e-01
 1735 	 7.7099e-01 	5.7439e-01 	2.8719e-01
 1736 	 6.4427e-01 	2.1961e+00 	1.0980e+00
 1737 	 1.5386e+00 	3.4792e+00 	1.7396e+00
 1738 	 2.5463e+00 	2.0804e+00 	1.0402e+00
 1739 	 2.5344e+00 	1.2520e-01 	6.2599e-02
 1740 	 1.4144e+00 	1.4885e-01 	7.4427e-02
 1741 	 8.0202e-01 	3.0115e+00 	1.5058e+00
 1742 	 2.0074e+00 	4.7419e+00 	2.3710e+00
 1743 	 4.8645e+00 	1.2654e+00 	6.3271e-01
 1744 	 9.6080e-01 	6.6970e-01 	3.3485e-01
 1745 	 2.2557e+00 	1.8905e+00 	9.4526e-01
 1746 	 1.2977e+00 	8.6786e-01 	4.3393e-01
 1747 	 1.1215e+00 	1.8156e+00 	9.0782e-01
 1748 	 3.2735e+00 	4.0905e-01 	2.0452e-01
 1749 	 8.5671e-01 	1.6017e+00 	8.0084e-01
 1750 	 1.8021e+00 	2.7779e+00 	1.3890e+00
 1751 	 3.2203e+00 	2.4037e+00 	1.2018e+00
 1752 	 1.7370e+00 	5.5093e-01 	2.7546e-01
 1753 	 6.4516e-01 	2.5564e+00 	1.2782e+00
 1754 	 2.5405e+00 	2.7062e+00 	1.3531e+00
 1755 	 2.0651e+00 	2.1673e-01 	1.0837e-01
 1756 	 1.1605e+00 	3.0872e+00 	1.5436e+00
 1757 	 2.8303e+00 	2.8577e+00 	1.4288e+00
 1758 	 2.6805e+00 	9.6505e-01 	4.8253e-01
 1759 	 5.8459e-01 	4.2358e+00 	2.1179e+00
 1760 	 3.1033e+00 	5.4983e+00 	2.7491e+00
 1761 	 6.1186e+00 	2.6111e+00 	1.3056e+00
 1762 	 2.8503e+00 	1.8326e+00 	9.1628e-01
 1763 	 3.0160e+00 	2.7100e+00 	1.3550e+00
 1764 	 2.7414e+00 	1.4542e-01 	7.2709e-02
 1765 	 7.8983e-01 	7.4658e-01 	3.7329e-01
 1766 	 1.8175e+00 	4.4473e-02 	2.2236e-02
 1767 	 6.5333e-01 	1.0809e+00 	5.4043e-01
 1768 	 1.3630e+00 	1.8763e+00 	9.3814e-01
 1769 	 1.6984e+00 	1.1280e+00 	5.6401e-01
 1770 	 1.4189e+00 	9.8940e-01 	4.9470e-01
 1771 	 8.9490e-01 	1.9182e+00 	9.5910e-01
 1772 	 2.7418e+00 	1.4570e+00 	7.2849e-01
 1773 	 2.4649e+00 	3.6753e-01 	1.8376e-01
 1774 	 1.0943e+00 	2.4817e+00 	1.2408e+00
 1775 	 2.2261e+00 	5.1284e+00 	2.5642e+00
 1776 	 4.3623e+00 	2.3295e+00 	1.1647e+00
 1777 	 1.9402e+00 	1.2583e-01 	6.2917e-02
 1778 	 5.9677e-01 	6.5307e-01 	3.2654e-01
 1779 	 9.1834e-01 	4.0397e-01 	2.0198e-01
 1780 	 1.3810e+00 	6.1970e-01 	3.0985e-01
 1781 	 2.4032e+00 	2.8888e-01 	1.4444e-01
 1782 	 7.9133e-01 	5.7479e-01 	2.8740e-01
 1783 	 1.3739e+00 	3.5687e-01 	1.7844e-01
 1784 	 1.1304e+00 	1.1649e+00 	5.8243e-01
 1785 	 2.2201e+00 	8.0589e-01 	4.0295e-01
 1786 	 5.7777e-01 	2.5377e+00 	1.2689e+00
 1787 	 2.1725e+00 	5.0273e-01 	2.5136e-01
 1788 	 9.1636e-01 	4.6870e-01 	2.3435e-01
 1789 	 1.3456e+00 	2.6599e-01 	1.3300e-01
 1790 	 5.0007e-01 	8.3226e-01 	4.1613e-01
 1791 	 1.4280e+00 	1.9712e+00 	9.8559e-01
 1792 	 2.0462e+00 	5.4792e-01 	2.7396e-01
 1793 	 1.6903e+00 	1.4140e+00 	7.0702e-01
 1794 	 1.5290e+00 	4.0885e+00 	2.0442e+00
 1795 	 3.3793e+00 	3.0014e+00 	1.5007e+00
 1796 	 2.7495e+00 	2.7012e+00 	1.3506e+00
 1797 	 1.9774e+00 	3.5319e-02 	1.7659e-02
 1798 	 8.9638e-01 	1.3549e+00 	6.7744e-01
 1799 	 1.1601e+00 	5.3307e-01 	2.6653e-01
 1800 	 8.2537e-01 	8.4768e-01 	4.2384e-01
 1801 	 1.6282e+00 	2.5742e-01 	1.2871e-01
 1802 	 9.6559e-01 	9.3114e-01 	4.6557e-01
 1803 	 8.9836e-01 	1.4229e+00 	7.1144e-01
 1804 	 2.8313e+00 	1.8911e+00 	9.4555e-01
 1805 	 1.1089e+00 	2.2772e+00 	1.1386e+00
 1806 	 1.5563e+00 	1.6572e+00 	8.2860e-01
 1807 	 1.6653e+00 	7.0317e-01 	3.5158e-01
 1808 	 9.4125e-01 	3.2143e-01 	1.6071e-01
 1809 	 1.0715e+00 	5.4193e-01 	2.7097e-01
 1810 	 8.3274e-01 	4.8406e-01 	2.4203e-01
 1811 	 1.5444e+00 	1.0283e+00 	5.1417e-01
 1812 	 2.5045e+00 	2.2286e+00 	1.1143e+00
 1813 	 2.0957e+00 	2.7422e+00 	1.3711e+00
 1814 	 3.4913e+00 	3.9173e+00 	1.9586e+00
 1815 	 2.4527e+00 	3.6188e+00 	1.8094e+00
 1816 	 3.6604e+00 	1.6344e+00 	8.1719e-01
 1817 	 1.3264e+00 	1.1738e+00 	5.8690e-01
 1818 	 2.9849e+00 	2.2211e+00 	1.1106e+00
 1819 	 2.0401e+00 	1.8413e+00 	9.2063e-01
 1820 	 2.6440e+00 	3.5601e-01 	1.7801e-01
 1821 	 6.8818e-01 	2.4539e+00 	1.2269e+00
 1822 	 1.6983e+00 	1.4770e+00 	7.3852e-01
 1823 	 1.0481e+00 	2.6402e-01 	1.3201e-01
 1824 	 1.2537e+00 	5.3969e-01 	2.6985e-01
 1825 	 1.6337e+00 	2.0706e+00 	1.0353e+00
 1826 	 1.9219e+00 	1.5867e+00 	7.9336e-01
 1827 	 1.0670e+00 	1.7107e+00 	8.5533e-01
 1828 	 1.7534e+00 	1.4048e+00 	7.0241e-01
 1829 	 2.5733e+00 	9.1974e-01 	4.5987e-01
 1830 	 1.3876e+00 	2.4317e-01 	1.2158e-01
 1831 	 4.1026e-01 	4.2162e-01 	2.1081e-01
 1832 	 6.6013e-01 	2.2193e+00 	1.1097e+00
 1833 	 1.7742e+00 	4.6782e+00 	2.3391e+00
 1834 	 3.7589e+00 	3.8502e+00 	1.9251e+00
 1835 	 4.3462e+00 	1.4820e+00 	7.4099e-01
 1836 	 2.3296e+00 	3.4795e+00 	1.7397e+00
 1837 	 2.6351e+00 	2.4859e+00 	1.2430e+00
 1838 	 3.0873e+00 	1.5013e+00 	7.5067e-01
 1839 	 1.2637e+00 	5.0310e+00 	2.5155e+00
 1840 	 4.9227e+00 	4.5940e+00 	2.2970e+00
 1841 	 5.3260e+00 	3.4724e+00 	1.7362e+00
 1842 	 3.0782e+00 	1.7807e+00 	8.9035e-01
 1843 	 1.1403e+00 	3.1429e+00 	1.5714e+00
 1844 	 3.0789e+00 	5.9678e+00 	2.9839e+00
 1845 	 5.2598e+00 	3.9021e+00 	1.9510e+00
 1846 	 4.0109e+00 	5.1279e-01 	2.5639e-01
 1847 	 1.0047e+00 	1.6529e+00 	8.2643e-01
 1848 	 9.9473e-01 	4.6853e+00 	2.3427e+00
 1849 	 3.5349e+00 	2.7766e+00 	1.3883e+00
 1850 	 2.3562e+00 	5.3241e-01 	2.6620e-01
 1851 	 9.3925e-01 	2.0209e+00 	1.0105e+00
 1852 	 1.3364e+00 	2.3155e+00 	1.1577e+00
 1853 	 2.1644e+00 	3.5603e+00 	1.7801e+00
 1854 	 2.7387e+00 	7.5535e+00 	3.7768e+00
 1855 	 1.1634e+01 	1.1468e+01 	5.7342e+00
 1856 	 1.3953e+01 	8.1679e+00 	4.0840e+00
 1857 	 1.3682e+01 	1.3932e+00 	6.9660e-01
 1858 	 9.8884e-01 	4.3363e-01 	2.1682e-01
 1859 	 1.5860e+00 	1.6318e+00 	8.1588e-01
 1860 	 1.1500e+00 	1.8486e+00 	9.2431e-01
 1861 	 1.4851e+00 	1.1057e+00 	5.5287e-01
 1862 	 9.5064e-01 	1.2891e+00 	6.4456e-01
 1863 	 1.2559e+00 	4.7194e+00 	2.3597e+00
 1864 	 6.2322e+00 	5.2602e+00 	2.6301e+00
 1865 	 5.2012e+00 	2.0070e+00 	1.0035e+00
 1866 	 1.5705e+00 	2.4330e+00 	1.2165e+00
 1867 	 2.4622e+00 	3.0328e+00 	1.5164e+00
 1868 	 2.5098e+00 	2.8306e+00 	1.4153e+00
 1869 	 1.7007e+00 	2.4315e+00 	1.2157e+00
 1870 	 2.9851e+00 	1.5825e+00 	7.9127e-01
 1871 	 1.0394e+00 	1.6306e+00 	8.1532e-01
 1872 	 1.6182e+00 	2.6758e-01 	1.3379e-01
 1873 	 1.9387e+00 	3.5357e+00 	1.7678e+00
 1874 	 2.4738e+00 	3.4136e+00 	1.7068e+00
 1875 	 4.6188e+00 	1.5990e+00 	7.9948e-01
 1876 	 1.0967e+00 	1.9933e+00 	9.9664e-01
 1877 	 2.2326e+00 	1.8344e+00 	9.1721e-01
 1878 	 1.6320e+00 	2.5991e+00 	1.2996e+00
 1879 	 2.4009e+00 	6.0976e-01 	3.0488e-01
 1880 	 3.7349e-01 	3.6610e+00 	1.8305e+00
 1881 	 3.2048e+00 	6.9086e+00 	3.4543e+00
 1882 	 7.1411e+00 	1.0667e+01 	5.3336e+00
 1883 	 1.6189e+01 	5.2876e+00 	2.6438e+00
 1884 	 9.7225e+00 	7.5265e-01 	3.7633e-01
 1885 	 1.3059e+00 	7.9841e-01 	3.9920e-01
 1886 	 8.7924e-01 	4.7485e-01 	2.3743e-01
 1887 	 1.0882e+00 	5.7465e-01 	2.8733e-01
 1888 	 1.6353e+00 	5.6578e-01 	2.8289e-01
 1889 	 7.8365e-01 	2.2424e+00 	1.1212e+00
 1890 	 2.1190e+00 	3.3500e+00 	1.6750e+00
 1891 	 2.2137e+00 	3.9379e+00 	1.9689e+00
 1892 	 3.8623e+00 	2.0835e+00 	1.0417e+00
 1893 	 1.3795e+00 	9.0686e-01 	4.5343e-01
 1894 	 1.0706e+00 	2.9001e+00 	1.4501e+00
 1895 	 3.2769e+00 	4.5478e+00 	2.2739e+00
 1896 	 3.8843e+00 	2.4356e+00 	1.2178e+00
 1897 	 2.3235e+00 	1.4238e+00 	7.1189e-01
 1898 	 2.2055e+00 	8.8271e-01 	4.4136e-01
 1899 	 1.0013e+00 	1.6447e+00 	8.2237e-01
 1900 	 1.8132e+00 	3.7069e-01 	1.8534e-01
 1901 	 4.4206e-01 	2.9355e+00 	1.4678e+00
 1902 	 2.1595e+00 	4.6093e+00 	2.3046e+00
 1903 	 3.2294e+00 	2.3432e+00 	1.1716e+00
 1904 	 1.8487e+00 	1.7063e+00 	8.5313e-01
 1905 	 1.4910e+00 	3.7910e+00 	1.8955e+00
 1906 	 4.2307e+00 	3.5576e+00 	1.7788e+00
 1907 	 2.7646e+00 	1.1945e+00 	5.9727e-01
 1908 	 1.5219e+00 	2.2436e+00 	1.1218e+00
 1909 	 2.9640e+00 	7.3069e+00 	3.6534e+00
 1910 	 5.8611e+00 	6.1501e+00 	3.0750e+00
 1911 	 7.6345e+00 	1.5056e+00 	7.5279e-01
 1912 	 1.6845e+00 	4.5372e-01 	2.2686e-01
 1913 	 4.0561e-01 	9.6336e-01 	4.8168e-01
 1914 	 1.0341e+00 	1.0146e+00 	5.0731e-01
 1915 	 7.7604e-01 	3.8801e+00 	1.9401e+00
 1916 	 2.9593e+00 	6.2059e+00 	3.1029e+00
 1917 	 6.1712e+00 	5.9373e+00 	2.9687e+00
 1918 	 5.6256e+00 	3.8546e+00 	1.9273e+00
 1919 	 4.4088e+00 	6.4128e-01 	3.2064e-01
 1920 	 7.8041e-01 	1.7431e+00 	8.7154e-01
 1921 	 1.1765e+00 	1.4452e+00 	7.2260e-01
 1922 	 2.2267e+00 	1.0059e+00 	5.0295e-01
 1923 	 8.8538e-01 	2.4428e+00 	1.2214e+00
 1924 	 2.5065e+00 	1.1964e+00 	5.9818e-01
 1925 	 1.3359e+00 	2.9960e+00 	1.4980e+00
 1926 	 2.2300e+00 	1.5852e+00 	7.9258e-01
 1927 	 1.7129e+00 	3.1887e+00 	1.5943e+00
 1928 	 2.6101e+00 	2.6695e+00 	1.3347e+00
 1929 	 2.6792e+00 	3.8403e-02 	1.9202e-02
 1930 	 4.6853e-01 	3.7569e-02 	1.8785e-02
 1931 	 1.4669e+00 	3.7530e-01 	1.8765e-01
 1932 	 4.9790e-01 	1.8129e+00 	9.0645e-01
 1933 	 1.1780e+00 	3.7127e+00 	1.8564e+00
 1934 	 4.2448e+00 	1.9551e+00 	9.7754e-01
 1935 	 2.7523e+00 	8.8957e-01 	4.4479e-01
 1936 	 1.5174e+00 	8.1014e-01 	4.0507e-01
 1937 	 9.4826e-01 	1.0230e+00 	5.1148e-01
 1938 	 9.1574e-01 	4.5312e+00 	2.2656e+00
 1939 	 3.2262e+00 	7.4034e+00 	3.7017e+00
 1940 	 1.0731e+01 	4.6155e+00 	2.3077e+00
 1941 	 6.6316e+00 	1.5682e+00 	7.8410e-01
 1942 	 3.2358e+00 	5.8387e-01 	2.9193e-01
 1943 	 1.6032e+00 	4.7887e-01 	2.3944e-01
 1944 	 7.6270e-01 	2.6320e-01 	1.3160e-01
 1945 	 9.0710e-01 	9.1572e-02 	4.5786e-02
 1946 	 6.3904e-01 	1.7195e-01 	8.5975e-02
 1947 	 1.0456e+00 	1.1033e+00 	5.5166e-01
 1948 	 8.1127e-01 	1.0956e+00 	5.4782e-01
 1949 	 1.0728e+00 	1.2447e+00 	6.2234e-01
 1950 	 2.2488e+00 	1.2094e+00 	6.0469e-01
 1951 	 1.1192e+00 	2.6378e-01 	1.3189e-01
 1952 	 1.7307e+00 	4.4807e-01 	2.2403e-01
 1953 	 2.0663e+00 	2.5885e-01 	1.2942e-01
 1954 	 1.8639e+00 	9.5073e-02 	4.7536e-02
 1955 	 1.5458e+00 	1.4610e+00 	7.3051e-01
 1956 	 1.2013e+00 	3.4349e+00 	1.7175e+00
 1957 	 2.6640e+00 	4.6055e+00 	2.3027e+00
 1958 	 3.9815e+00 	1.0108e+00 	5.0542e-01
 1959 	 1.3423e+00 	2.5001e+00 	1.2500e+00
 1960 	 2.0349e+00 	3.6213e-01 	1.8106e-01
 1961 	 2.8854e-01 	5.8971e+00 	2.9486e+00
 1962 	 4.9169e+00 	5.0070e+00 	2.5035e+00
 1963 	 6.9156e+00 	6.1114e-02 	3.0557e-02
 1964 	 7.2682e-01 	8.2594e-02 	4.1297e-02
 1965 	 7.5676e-01 	1.6384e+00 	8.1920e-01
 1966 	 1.3796e+00 	1.0367e+00 	5.1835e-01
 1967 	 1.8725e+00 	2.4480e-01 	1.2240e-01
 1968 	 7.7976e-01 	4.4726e-02 	2.2363e-02
 1969 	 2.5365e+00 	4.9286e-01 	2.4643e-01
 1970 	 4.6230e-01 	6.1140e-02 	3.0570e-02
 1971 	 7.7668e-01 	6.6061e-01 	3.3030e-01
 1972 	 1.3661e+00 	7.6022e-01 	3.8011e-01
 1973 	 7.9826e-01 	1.4493e+00 	7.2466e-01
 1974 	 1.7145e+00 	1.9704e+00 	9.8521e-01
 1975 	 1.2257e+00 	3.6621e+00 	1.8311e+00
 1976 	 2.7845e+00 	2.4441e+00 	1.2221e+00
 1977 	 2.0786e+00 	1.8099e+00 	9.0493e-01
 1978 	 2.5067e+00 	7.7962e+00 	3.8981e+00
 1979 	 6.2755e+00 	1.0620e+01 	5.3099e+00
 1980 	 2.2214e+01 	6.3203e+00 	3.1602e+00
 1981 	 7.4673e+00 	2.6396e+00 	1.3198e+00
 1982 	 3.2075e+00 	2.1600e+00 	1.0800e+00
 1983 	 1.5065e+00 	3.5168e+00 	1.7584e+00
 1984 	 3.8619e+00 	5.5170e+00 	2.7585e+00
 1985 	 5.0167e+00 	6.0085e+00 	3.0043e+00
 1986 	 6.1377e+00 	1.8171e+00 	9.0855e-01
 1987 	 1.4790e+00 	7.6275e-01 	3.8137e-01
 1988 	 1.7115e+00 	2.7918e-01 	1.3959e-01
 1989 	 9.4291e-01 	8.4781e-01 	4.2391e-01
 1990 	 8.8885e-01 	2.4749e-01 	1.2374e-01
 1991 	 1.4366e+00 	1.2773e+00 	6.3866e-01
 1992 	 1.4629e+00 	2.1068e+00 	1.0534e+00
 1993 	 2.1990e+00 	1.3732e+00 	6.8662e-01
 1994 	 2.3472e+00 	2.5899e+00 	1.2949e+00
 1995 	 1.9659e+00 	4.4130e+00 	2.2065e+00
 1996 	 4.2373e+00 	4.6170e+00 	2.3085e+00
 1997 	 5.5215e+00 	7.3173e-01 	3.6586e-01
 1998 	 7.0115e-01 	2.0473e+00 	1.0237e+00
 1999 	 1.8550e+00 	1.2040e+00 	6.0199e-01
 2000 	 1.8753e+00 	1.6491e+00 	8.2453e-01
 2001 	 1.4812e+00 	1.4304e-01 	7.1521e-02
 2002 	 6.4505e-01 	9.1215e-01 	4.5607e-01
 2003 	 1.8925e+00 	1.7462e-02 	8.7310e-03
 2004 	 1.2331e+00 	5.1901e-01 	2.5951e-01
 2005 	 2.0927e+00 	8.5501e-01 	4.2750e-01
 2006 	 8.5286e-01 	1.9313e+00 	9.6563e-01
 2007 	 1.3129e+00 	5.4561e+00 	2.7280e+00
 2008 	 4.0010e+00 	5.7956e+00 	2.8978e+00
 2009 	 8.1374e+00 	3.4031e+00 	1.7016e+00
 2010 	 4.4421e+00 	2.4495e+00 	1.2247e+00
 2011 	 1.8432e+00 	1.1102e+00 	5.5508e-01
 2012 	 2.3494e+00 	1.3790e+00 	6.8950e-01
 2013 	 1.6283e+00 	3.1465e+00 	1.5733e+00
 2014 	 2.8806e+00 	2.1974e+00 	1.0987e+00
 2015 	 2.8840e+00 	6.7642e-01 	3.3821e-01
 2016 	 8.7353e-01 	1.0246e+00 	5.1228e-01
 2017 	 7.1552e-01 	4.9592e-01 	2.4796e-01
 2018 	 5.2903e-01 	1.1032e+00 	5.5162e-01
 2019 	 1.1804e+00 	5.3661e-01 	2.6831e-01
 2020 	 7.3980e-01 	1.6268e+00 	8.1340e-01
 2021 	 1.0184e+00 	6.1210e-01 	3.0605e-01
 2022 	 8.3707e-01 	1.4780e+00 	7.3901e-01
 2023 	 1.1035e+00 	1.6017e+00 	8.0085e-01
 2024 	 1.3596e+00 	4.7924e+00 	2.3962e+00
 2025 	 5.0091e+00 	7.4668e+00 	3.7334e+00
 2026 	 8.5760e+00 	1.1746e+01 	5.8729e+00
 2027 	 1.2531e+01 	9.2683e+00 	4.6342e+00
 2028 	 2.1659e+01 	2.2809e+00 	1.1405e+00
 2029 	 2.7564e+00 	2.0157e-01 	1.0078e-01
 2030 	 7.4951e-01 	2.0586e+00 	1.0293e+00
 2031 	 1.9584e+00 	1.2596e+00 	6.2982e-01
 2032 	 1.4618e+00 	1.7352e-01 	8.6762e-02
 2033 	 5.8748e-01 	1.4117e-01 	7.0583e-02
 2034 	 8.4100e-01 	3.0340e+00 	1.5170e+00
 2035 	 2.9205e+00 	6.0279e+00 	3.0140e+00
 2036 	 6.7319e+00 	3.3205e+00 	1.6602e+00
 2037 	 2.5002e+00 	4.7644e-02 	2.3822e-02
 2038 	 1.6752e+00 	9.7404e-01 	4.8702e-01
 2039 	 8.0187e-01 	5.8423e-01 	2.9212e-01
 2040 	 2.2026e+00 	9.8332e-01 	4.9166e-01
 2041 	 1.4744e+00 	3.3549e+00 	1.6774e+00
 2042 	 3.1544e+00 	2.0783e+00 	1.0391e+00
 2043 	 1.4506e+00 	1.3067e+00 	6.5334e-01
 2044 	 1.9727e+00 	6.7740e-01 	3.3870e-01
 2045 	 1.1947e+00 	2.3683e+00 	1.1842e+00
 2046 	 1.6939e+00 	3.2175e+00 	1.6087e+00
 2047 	 2.2697e+00 	1.8467e+00 	9.2333e-01
 2048 	 1.3991e+00 	2.8099e+00 	1.4050e+00
 2049 	 2.1260e+00 	2.3985e+00 	1.1993e+00
 2050 	 1.6127e+00 	2.7376e-02 	1.3688e-02
 2051 	 1.1643e+00 	7.2949e-01 	3.6475e-01
 2052 	 7.3944e-01 	1.5529e-01 	7.7645e-02
 2053 	 1.5659e+00 	1.0987e+00 	5.4936e-01
 2054 	 1.0734e+00 	2.0165e-01 	1.0082e-01
 2055 	 1.2862e+00 	1.0999e+00 	5.4993e-01
 2056 	 1.5247e+00 	2.4261e+00 	1.2131e+00
 2057 	 3.2502e+00 	9.9509e-01 	4.9755e-01
 2058 	 2.6634e+00 	5.4146e-01 	2.7073e-01
 2059 	 1.6761e+00 	4.5398e-01 	2.2699e-01
 2060 	 1.1905e+00 	1.5556e+00 	7.7779e-01
 2061 	 2.2020e+00 	1.2750e-01 	6.3752e-02
 2062 	 6.7471e-01 	3.0196e+00 	1.5098e+00
 2063 	 2.0159e+00 	5.1969e+00 	2.5985e+00
 2064 	 6.3541e+00 	7.5868e+00 	3.7934e+00
 2065 	 7.8362e+00 	7.2159e+00 	3.6080e+00
 2066 	 1.0319e+01 	4.9902e+00 	2.4951e+00
 2067 	 4.6605e+00 	7.4272e-01 	3.7136e-01
 2068 	 6.0659e-01 	2.7786e-01 	1.3893e-01
 2069 	 1.1185e+00 	2.8260e+00 	1.4130e+00
 2070 	 2.4561e+00 	2.3772e+00 	1.1886e+00
 2071 	 2.2747e+00 	3.4029e+00 	1.7015e+00
 2072 	 3.3903e+00 	4.4493e+00 	2.2247e+00
 2073 	 4.0501e+00 	2.8710e+00 	1.4355e+00
 2074 	 3.0940e+00 	1.0493e+00 	5.2464e-01
 2075 	 2.0471e+00 	6.7812e-01 	3.3906e-01
 2076 	 9.5290e-01 	2.3530e+00 	1.1765e+00
 2077 	 1.9222e+00 	1.3914e+00 	6.9568e-01
 2078 	 1.1504e+00 	3.1093e-01 	1.5546e-01
 2079 	 1.1269e+00 	1.8863e-01 	9.4316e-02
 2080 	 3.6038e-01 	2.6096e+00 	1.3048e+00
 2081 	 2.1021e+00 	3.1048e+00 	1.5524e+00
 2082 	 2.4357e+00 	2.2724e+00 	1.1362e+00
 2083 	 1.8214e+00 	3.3959e+00 	1.6980e+00
 2084 	 2.5320e+00 	4.5322e+00 	2.2661e+00
 2085 	 3.7796e+00 	6.4007e+00 	3.2004e+00
 2086 	 8.8819e+00 	5.6365e+00 	2.8183e+00
 2087 	 7.3199e+00 	2.8423e+00 	1.4212e+00
 2088 	 2.5363e+00 	6.1053e-01 	3.0526e-01
 2089 	 7.7792e-01 	1.3137e+00 	6.5686e-01
 2090 	 7.7200e-01 	5.8121e-01 	2.9061e-01
 2091 	 7.1303e-01 	6.7751e-01 	3.3875e-01
 2092 	 1.0512e+00 	1.2701e+00 	6.3505e-01
 2093 	 1.7552e+00 	3.4143e+00 	1.7072e+00
 2094 	 2.8024e+00 	3.2782e+00 	1.6391e+00
 2095 	 2.6254e+00 	1.8134e+00 	9.0669e-01
 2096 	 1.9385e+00 	2.0924e+00 	1.0462e+00
 2097 	 2.2702e+00 	1.5409e+00 	7.7046e-01
 2098 	 1.7055e+00 	2.6678e-01 	1.3339e-01
 2099 	 1.1781e+00 	3.2577e+00 	1.6288e+00
 2100 	 2.2760e+00 	3.2759e+00 	1.6379e+00
 2101 	 2.8488e+00 	6.7433e-01 	3.3716e-01
 2102 	 8.6127e-01 	1.1486e+00 	5.7431e-01
 2103 	 2.3231e+00 	2.7070e+00 	1.3535e+00
 2104 	 2.3140e+00 	1.8696e+00 	9.3481e-01
 2105 	 1.9044e+00 	8.2947e-01 	4.1474e-01
 2106 	 2.5834e+00 	4.4299e-01 	2.2150e-01
 2107 	 6.1922e-01 	5.2874e-01 	2.6437e-01
 2108 	 8.8368e-01 	8.6568e-01 	4.3284e-01
 2109 	 9.1467e-01 	6.5271e-01 	3.2636e-01
 2110 	 7.5445e-01 	2.0990e+00 	1.0495e+00
 2111 	 3.0741e+00 	1.1675e+00 	5.8375e-01
 2112 	 2.8285e+00 	1.1096e+00 	5.5482e-01
 2113 	 1.3063e+00 	2.1706e+00 	1.0853e+00
 2114 	 1.8351e+00 	3.1900e+00 	1.5950e+00
 2115 	 3.7551e+00 	2.2903e+00 	1.1451e+00
 2116 	 1.3258e+00 	2.7162e-01 	1.3581e-01
 2117 	 7.5232e-01 	5.7640e-01 	2.8820e-01
 2118 	 1.1792e+00 	1.9214e+00 	9.6068e-01
 2119 	 1.5706e+00 	2.2832e+00 	1.1416e+00
 2120 	 1.7554e+00 	1.0019e+00 	5.0094e-01
 2121 	 2.1828e+00 	2.0551e+00 	1.0276e+00
 2122 	 1.7253e+00 	1.6214e-01 	8.1069e-02
 2123 	 3.0511e-01 	1.0038e+00 	5.0189e-01
 2124 	 1.1412e+00 	2.0551e-02 	1.0276e-02
 2125 	 2.1226e+00 	1.8231e+00 	9.1153e-01
 2126 	 1.7743e+00 	2.3962e+00 	1.1981e+00
 2127 	 1.9994e+00 	5.8338e-01 	2.9169e-01
 2128 	 7.5705e-01 	1.7324e-01 	8.6618e-02
 2129 	 6.5439e-01 	3.1558e+00 	1.5779e+00
 2130 	 2.2813e+00 	7.8887e+00 	3.9444e+00
 2131 	 9.2500e+00 	3.7972e+00 	1.8986e+00
 2132 	 3.6926e+00 	2.2231e+00 	1.1116e+00
 2133 	 2.4919e+00 	4.8574e+00 	2.4287e+00
 2134 	 4.0080e+00 	3.2071e+00 	1.6035e+00
 2135 	 2.5558e+00 	7.1437e-01 	3.5719e-01
 2136 	 8.2269e-01 	5.3046e-02 	2.6523e-02
 2137 	 8.2831e-01 	2.6118e+00 	1.3059e+00
 2138 	 2.0461e+00 	2.7556e+00 	1.3778e+00
 2139 	 2.0776e+00 	2.9152e+00 	1.4576e+00
 2140 	 2.0591e+00 	4.2159e+00 	2.1080e+00
 2141 	 4.1859e+00 	4.0915e+00 	2.0457e+00
 2142 	 3.7559e+00 	4.2498e+00 	2.1249e+00
 2143 	 4.4136e+00 	3.7026e+00 	1.8513e+00
 2144 	 4.1878e+00 	9.5068e-01 	4.7534e-01
 2145 	 1.0532e+00 	4.1624e-01 	2.0812e-01
 2146 	 1.7471e+00 	6.2441e-02 	3.1221e-02
 2147 	 9.4504e-01 	4.5639e-01 	2.2819e-01
 2148 	 3.5515e-01 	3.0580e-01 	1.5290e-01
 2149 	 5.7962e-01 	6.6092e-02 	3.3046e-02
 2150 	 1.2473e+00 	2.5607e+00 	1.2804e+00
 2151 	 1.9710e+00 	5.1373e+00 	2.5687e+00
 2152 	 3.9721e+00 	6.1054e+00 	3.0527e+00
 2153 	 6.1818e+00 	9.0884e+00 	4.5442e+00
 2154 	 8.7403e+00 	6.3322e+00 	3.1661e+00
 2155 	 1.2351e+01 	1.2729e+00 	6.3643e-01
 2156 	 1.0686e+00 	5.1917e-01 	2.5959e-01
 2157 	 1.7851e+00 	5.0190e-01 	2.5095e-01
 2158 	 1.7964e+00 	1.5936e-01 	7.9682e-02
 2159 	 2.4668e+00 	5.2438e-01 	2.6219e-01
 2160 	 9.7564e-01 	1.0369e+00 	5.1844e-01
 2161 	 1.3831e+00 	2.3347e+00 	1.1674e+00
 2162 	 2.3294e+00 	4.2014e+00 	2.1007e+00
 2163 	 3.6992e+00 	7.0612e+00 	3.5306e+00
 2164 	 5.8101e+00 	8.9603e+00 	4.4801e+00
 2165 	 1.0229e+01 	1.0747e+01 	5.3735e+00
 2166 	 1.5511e+01 	9.0008e+00 	4.5004e+00
 2167 	 1.2517e+01 	2.1890e+00 	1.0945e+00
 2168 	 1.3842e+00 	1.4025e+00 	7.0125e-01
 2169 	 2.9763e+00 	7.2254e-01 	3.6127e-01
 2170 	 2.4316e+00 	2.0239e+00 	1.0119e+00
 2171 	 1.5378e+00 	9.8120e-01 	4.9060e-01
 2172 	 1.4594e+00 	1.2225e+00 	6.1126e-01
 2173 	 1.1446e+00 	1.0314e+00 	5.1568e-01
 2174 	 1.8352e+00 	5.2975e-01 	2.6488e-01
 2175 	 1.2818e+00 	5.5269e-01 	2.7635e-01
 2176 	 8.0612e-01 	1.3756e+00 	6.8782e-01
 2177 	 1.2519e+00 	5.6681e+00 	2.8340e+00
 2178 	 4.1197e+00 	1.7346e+00 	8.6731e-01
 2179 	 2.4529e+00 	1.8905e+00 	9.4523e-01
 2180 	 1.3722e+00 	6.6659e-02 	3.3329e-02
 2181 	 1.1785e+00 	1.2081e-01 	6.0406e-02
 2182 	 3.2101e-01 	3.6127e-01 	1.8064e-01
 2183 	 3.7239e-01 	1.7650e+00 	8.8252e-01
 2184 	 2.3914e+00 	3.9743e+00 	1.9871e+00
 2185 	 3.9316e+00 	6.8405e+00 	3.4202e+00
 2186 	 6.8996e+00 	5.7518e+00 	2.8759e+00
 2187 	 7.6741e+00 	7.6247e-02 	3.8123e-02
 2188 	 6.0404e-01 	2.1884e+00 	1.0942e+00
 2189 	 1.4282e+00 	3.0801e+00 	1.5400e+00
 2190 	 2.6551e+00 	3.1900e+00 	1.5950e+00
 2191 	 2.5843e+00 	1.3220e+00 	6.6100e-01
 2192 	 2.6332e+00 	5.2153e-01 	2.6077e-01
 2193 	 5.3506e-01 	1.6791e+00 	8.3954e-01
 2194 	 1.7654e+00 	4.0652e+00 	2.0326e+00
 2195 	 3.9606e+00 	8.7556e+00 	4.3778e+00
 2196 	 9.4049e+00 	7.7094e+00 	3.8547e+00
 2197 	 1.3657e+01 	8.5540e-01 	4.2770e-01
 2198 	 7.8887e-01 	1.6424e+00 	8.2120e-01
 2199 	 2.6405e+00 	2.4557e+00 	1.2279e+00
 2200 	 2.6097e+00 	2.8719e+00 	1.4360e+00
 2201 	 3.7378e+00 	1.1228e+00 	5.6142e-01
 2202 	 1.1911e+00 	4.3013e-02 	2.1506e-02
 2203 	 9.5843e-01 	5.4219e-02 	2.7110e-02
 2204 	 1.8992e+00 	4.8207e-02 	2.4103e-02
 2205 	 6.8908e-01 	4.6716e-01 	2.3358e-01
 2206 	 1.3738e+00 	1.8224e+00 	9.1121e-01
 2207 	 1.9452e+00 	3.6880e+00 	1.8440e+00
 2208 	 5.1276e+00 	1.1381e+00 	5.6907e-01
 2209 	 7.2621e-01 	2.8127e+00 	1.4064e+00
 2210 	 2.9680e+00 	3.8762e+00 	1.9381e+00
 2211 	 2.9760e+00 	3.5198e+00 	1.7599e+00
 2212 	 3.0036e+00 	2.0063e-02 	1.0032e-02
 2213 	 2.0609e-01 	4.0182e-01 	2.0091e-01
 2214 	 8.4127e-01 	5.8577e-02 	2.9289e-02
 2215 	 9.5701e-01 	2.3773e-01 	1.1886e-01
 2216 	 3.7755e-01 	3.0541e-01 	1.5270e-01
 2217 	 6.7086e-01 	2.6146e-01 	1.3073e-01
 2218 	 1.6972e+00 	1.3558e+00 	6.7791e-01
 2219 	 1.4114e+00 	4.4375e+00 	2.2187e+00
 2220 	 3.4212e+00 	7.1829e+00 	3.5915e+00
 2221 	 8.6663e+00 	4.9421e+00 	2.4711e+00
 2222 	 5.7615e+00 	1.5925e+00 	7.9624e-01
 2223 	 2.0445e+00 	5.4691e-01 	2.7346e-01
 2224 	 1.2440e+00 	9.1890e-01 	4.5945e-01
 2225 	 1.0987e+00 	3.6028e-01 	1.8014e-01
 2226 	 1.8170e+00 	1.6113e+00 	8.0565e-01
 2227 	 1.7448e+00 	3.9278e+00 	1.9639e+00
 2228 	 4.3434e+00 	3.8061e+00 	1.9031e+00
 2229 	 3.2236e+00 	1.3861e+00 	6.9307e-01
 2230 	 8.0856e-01 	7.5044e+00 	3.7522e+00
 2231 	 7.0084e+00 	7.8487e+00 	3.9243e+00
 2232 	 9.5455e+00 	4.9140e+00 	2.4570e+00
 2233 	 4.6968e+00 	3.4914e+00 	1.7457e+00
 2234 	 2.8602e+00 	3.6817e+00 	1.8408e+00
 2235 	 3.7383e+00 	4.4491e+00 	2.2246e+00
 2236 	 4.4119e+00 	2.2172e+00 	1.1086e+00
 2237 	 1.9065e+00 	1.6219e+00 	8.1095e-01
 2238 	 1.0691e+00 	1.8858e+00 	9.4292e-01
 2239 	 1.9508e+00 	6.2386e-01 	3.1193e-01
 2240 	 1.5405e+00 	2.3637e+00 	1.1819e+00
 2241 	 1.9349e+00 	1.3334e+00 	6.6671e-01
 2242 	 9.2088e-01 	9.9968e-01 	4.9984e-01
 2243 	 2.8086e+00 	2.1131e+00 	1.0566e+00
 2244 	 1.3420e+00 	1.4848e-01 	7.4242e-02
 2245 	 1.0067e+00 	3.5923e+00 	1.7961e+00
 2246 	 3.0894e+00 	4.8942e+00 	2.4471e+00
 2247 	 3.3826e+00 	3.4308e+00 	1.7154e+00
 2248 	 2.6840e+00 	2.3035e+00 	1.1517e+00
 2249 	 1.5179e+00 	3.0720e+00 	1.5360e+00
 2250 	 2.8870e+00 	2.8711e+00 	1.4355e+00
 2251 	 2.7867e+00 	4.5531e-01 	2.2766e-01
 2252 	 9.4642e-01 	1.0805e+00 	5.4023e-01
 2253 	 1.1703e+00 	1.1924e+00 	5.9621e-01
 2254 	 1.3992e+00 	1.5523e+00 	7.7617e-01
 2255 	 1.7712e+00 	1.0674e-01 	5.3372e-02
 2256 	 9.4905e-01 	1.7707e+00 	8.8537e-01
 2257 	 2.6107e+00 	1.7889e+00 	8.9447e-01
 2258 	 1.9766e+00 	8.4352e-01 	4.2176e-01
 2259 	 1.7393e+00 	5.7325e-01 	2.8663e-01
 2260 	 1.2147e+00 	8.5690e-01 	4.2845e-01
 2261 	 2.1031e+00 	9.3560e-01 	4.6780e-01
 2262 	 4.9415e-01 	3.5410e+00 	1.7705e+00
 2263 	 3.1897e+00 	5.7911e+00 	2.8955e+00
 2264 	 5.5189e+00 	6.3140e+00 	3.1570e+00
 2265 	 8.2474e+00 	1.4359e+00 	7.1795e-01
 2266 	 1.1802e+00 	2.0061e+00 	1.0030e+00
 2267 	 1.3830e+00 	1.3070e+00 	6.5350e-01
 2268 	 1.8612e+00 	1.7622e+00 	8.8110e-01
 2269 	 9.9649e-01 	2.7429e+00 	1.3714e+00
 2270 	 1.9793e+00 	1.4162e+00 	7.0809e-01
 2271 	 1.3224e+00 	9.8670e-01 	4.9335e-01
 2272 	 1.1822e+00 	1.3526e+00 	6.7632e-01
 2273 	 1.6669e+00 	6.7488e-01 	3.3744e-01
 2274 	 1.4235e+00 	2.4318e-01 	1.2159e-01
 2275 	 4.1274e-01 	6.4786e-01 	3.2393e-01
 2276 	 1.1027e+00 	1.3393e+00 	6.6964e-01
 2277 	 2.5441e+00 	7.2286e-01 	3.6143e-01
 2278 	 2.4446e+00 	1.2725e+00 	6.3627e-01
 2279 	 1.6186e+00 	3.9840e+00 	1.9920e+00
 2280 	 3.0241e+00 	4.1302e+00 	2.0651e+00
 2281 	 2.8719e+00 	6.4420e-01 	3.2210e-01
 2282 	 6.9133e-01 	4.9201e-01 	2.4600e-01
 2283 	 5.0710e-01 	1.5500e+00 	7.7498e-01
 2284 	 1.9423e+00 	7.9100e-01 	3.9550e-01
 2285 	 6.2471e-01 	1.4806e-01 	7.4028e-02
 2286 	 2.4682e+00 	1.2521e+00 	6.2606e-01
 2287 	 2.4389e+00 	1.9310e-01 	9.6550e-02
 2288 	 5.1008e-01 	1.1794e+00 	5.8972e-01
 2289 	 2.2237e+00 	9.6016e-01 	4.8008e-01
 2290 	 1.1781e+00 	1.1253e-01 	5.6267e-02
 2291 	 2.2991e+00 	5.1438e-02 	2.5719e-02
 2292 	 7.5787e-01 	1.8147e+00 	9.0734e-01
 2293 	 2.7737e+00 	2.7103e+00 	1.3552e+00
 2294 	 2.1388e+00 	4.1918e-01 	2.0959e-01
 2295 	 7.4669e-01 	2.2220e+00 	1.1110e+00
 2296 	 3.0225e+00 	1.2264e+00 	6.1319e-01
 2297 	 1.6937e+00 	1.3256e-01 	6.6280e-02
 2298 	 3.2107e-01 	9.1419e-01 	4.5709e-01
 2299 	 5.9571e-01 	2.1725e+00 	1.0863e+00
 2300 	 1.9251e+00 	1.8318e+00 	9.1590e-01
 2301 	 1.4324e+00 	2.5344e+00 	1.2672e+00
 2302 	 1.4344e+00 	4.6496e+00 	2.3248e+00
 2303 	 5.3689e+00 	4.4627e+00 	2.2313e+00
 2304 	 4.2464e+00 	3.9455e+00 	1.9727e+00
 2305 	 2.8331e+00 	1.4755e+00 	7.3773e-01
 2306 	 1.2563e+00 	2.9269e+00 	1.4635e+00
 2307 	 1.9523e+00 	5.3748e+00 	2.6874e+00
 2308 	 6.2296e+00 	9.0717e+00 	4.5359e+00
 2309 	 1.0236e+01 	4.6151e+00 	2.3076e+00
 2310 	 5.3550e+00 	3.7184e-01 	1.8592e-01
 2311 	 5.4753e-01 	1.4869e+00 	7.4343e-01
 2312 	 1.0965e+00 	1.3699e+00 	6.8497e-01
 2313 	 1.5628e+00 	1.2932e+00 	6.4660e-01
 2314 	 1.8883e+00 	1.5529e+00 	7.7647e-01
 2315 	 2.3069e+00 	2.7958e+00 	1.3979e+00
 2316 	 2.0978e+00 	3.3612e+00 	1.6806e+00
 2317 	 2.3373e+00 	2.6195e+00 	1.3098e+00
 2318 	 1.9143e+00 	9.6315e-02 	4.8157e-02
 2319 	 1.0467e+00 	2.5915e+00 	1.2957e+00
 2320 	 1.7959e+00 	2.0628e+00 	1.0314e+00
 2321 	 2.0596e+00 	1.7732e+00 	8.8661e-01
 2322 	 1.8166e+00 	2.9917e-01 	1.4959e-01
 2323 	 5.8403e-01 	2.3313e+00 	1.1656e+00
 2324 	 1.8020e+00 	1.1072e+00 	5.5361e-01
 2325 	 7.0031e-01 	2.8872e+00 	1.4436e+00
 2326 	 1.9643e+00 	3.4459e+00 	1.7230e+00
 2327 	 3.5901e+00 	9.9899e-01 	4.9949e-01
 2328 	 1.0630e+00 	2.3686e+00 	1.1843e+00
 2329 	 2.2912e+00 	3.1381e+00 	1.5690e+00
 2330 	 2.5301e+00 	2.6356e+00 	1.3178e+00
 2331 	 4.2965e+00 	2.0798e+00 	1.0399e+00
 2332 	 1.6294e+00 	3.2240e-01 	1.6120e-01
 2333 	 4.8953e-01 	2.3679e+00 	1.1839e+00
 2334 	 2.3378e+00 	1.9759e+00 	9.8796e-01
 2335 	 1.9365e+00 	1.5809e+00 	7.9043e-01
 2336 	 1.3826e+00 	7.1214e-01 	3.5607e-01
 2337 	 7.5783e-01 	4.0939e-01 	2.0470e-01
 2338 	 1.2350e+00 	1.9890e-01 	9.9451e-02
 2339 	 1.9139e+00 	2.7753e-01 	1.3877e-01
 2340 	 1.4687e+00 	1.6207e+00 	8.1034e-01
 2341 	 1.1419e+00 	1.2689e+00 	6.3446e-01
 2342 	 8.9687e-01 	7.9642e-01 	3.9821e-01
 2343 	 9.7128e-01 	2.9251e+00 	1.4625e+00
 2344 	 2.2618e+00 	4.2431e+00 	2.1216e+00
 2345 	 3.9614e+00 	4.3185e+00 	2.1592e+00
 2346 	 4.5168e+00 	5.0238e+00 	2.5119e+00
 2347 	 4.0626e+00 	3.1213e+00 	1.5606e+00
 2348 	 3.2102e+00 	2.0121e+00 	1.0061e+00
 2349 	 1.4298e+00 	2.7794e+00 	1.3897e+00
 2350 	 2.2273e+00 	2.1857e+00 	1.0928e+00
 2351 	 1.6790e+00 	3.2834e-01 	1.6417e-01
 2352 	 1.1408e+00 	6.3396e-01 	3.1698e-01
 2353 	 1.1893e+00 	3.9303e+00 	1.9651e+00
 2354 	 4.1852e+00 	4.2961e+00 	2.1480e+00
 2355 	 3.1147e+00 	1.9371e+00 	9.6856e-01
 2356 	 2.0264e+00 	1.8952e+00 	9.4761e-01
 2357 	 2.0969e+00 	9.2529e-01 	4.6264e-01
 2358 	 1.2031e+00 	5.3795e-01 	2.6898e-01
 2359 	 5.2070e-01 	2.4260e-01 	1.2130e-01
 2360 	 2.7726e+00 	1.0549e+00 	5.2747e-01
 2361 	 7.7500e-01 	6.0572e-01 	3.0286e-01
 2362 	 1.8090e+00 	2.6820e+00 	1.3410e+00
 2363 	 2.7009e+00 	2.3427e+00 	1.1714e+00
 2364 	 1.6163e+00 	1.3288e+00 	6.6442e-01
 2365 	 1.4030e+00 	6.6728e-02 	3.3364e-02
 2366 	 3.5681e-01 	4.2933e+00 	2.1466e+00
 2367 	 4.4875e+00 	8.5057e+00 	4.2528e+00
 2368 	 9.7466e+00 	1.4522e+01 	7.2611e+00
 2369 	 2.7926e+01 	7.9835e+00 	3.9917e+00
 2370 	 2.6836e+01 	2.1950e+00 	1.0975e+00
 2371 	 1.6592e+00 	3.1594e+00 	1.5797e+00
 2372 	 3.0692e+00 	2.8409e+00 	1.4205e+00
 2373 	 2.2666e+00 	9.3916e-02 	4.6958e-02
 2374 	 1.4457e+00 	1.2566e+00 	6.2828e-01
 2375 	 8.5974e-01 	1.8872e+00 	9.4360e-01
 2376 	 1.2551e+00 	3.9751e-01 	1.9875e-01
 2377 	 7.3820e-01 	6.5512e-01 	3.2756e-01
 2378 	 8.3773e-01 	9.2277e-01 	4.6138e-01
 2379 	 6.9964e-01 	2.3842e+00 	1.1921e+00
 2380 	 1.6834e+00 	2.1530e+00 	1.0765e+00
 2381 	 1.8878e+00 	1.0845e+00 	5.4225e-01
 2382 	 1.5060e+00 	1.6731e+00 	8.3654e-01
 2383 	 2.2826e+00 	1.1484e+00 	5.7421e-01
 2384 	 2.2041e+00 	5.3134e-01 	2.6567e-01
 2385 	 1.4108e+00 	4.3400e-01 	2.1700e-01
 2386 	 5.9921e-01 	5.0024e-01 	2.5012e-01
 2387 	 5.2639e-01 	1.8893e+00 	9.4464e-01
 2388 	 1.9505e+00 	9.3247e-01 	4.6623e-01
 2389 	 7.8711e-01 	1.1899e+00 	5.9495e-01
 2390 	 1.2012e+00 	1.2168e+00 	6.0841e-01
 2391 	 9.6652e-01 	1.0024e+00 	5.0121e-01
 2392 	 1.2349e+00 	1.0097e+00 	5.0487e-01
 2393 	 9.6639e-01 	1.1147e+00 	5.5736e-01
 2394 	 2.3774e+00 	4.6565e-01 	2.3282e-01
 2395 	 5.4521e-01 	2.9388e+00 	1.4694e+00
 2396 	 3.7063e+00 	7.3546e+00 	3.6773e+00
 2397 	 6.3776e+00 	5.3219e+00 	2.6609e+00
 2398 	 1.0940e+01 	8.3423e-01 	4.1712e-01
 2399 	 1.8751e+00 	1.0663e+00 	5.3317e-01
 2400 	 8.0362e-01 	1.6021e+00 	8.0103e-01
Max iterations or epochs reached

# Parameter values after optimization
print("theta0 = "+str(sol_lr[-1, 0])+", theta1 = "+str(sol_lr[-1, 1]))

theta0 = 86.40420776464673, theta1 = -51.43953145878783

The values for $\theta_0, \theta_1$ at each iteration are plotted along with the contour plot of the logistic loss function. From the below graph, it can be seen that the loss function is reducing with the number of iterations.

LR = lambda theta : logistic_loss_function(data, logistic_function, theta)
plt.plot(sol_lr[:, 0], sol_lr[:, 1], '-ro', markersize=0.1)
contour_plot(LR, 30, 120, 50, -100., -10., 50)
plt.xlabel('$\\theta_0$')
plt.ylabel('$\\theta_1$')
plt.show()

<ipython-input-31-fa65fd521ce4>:14: RuntimeWarning: divide by zero encountered in log
  sum = sum - (data[i, 1])*np.log(fval) - (1-data[i, 1])*np.log(1-fval)
<ipython-input-31-fa65fd521ce4>:14: RuntimeWarning: invalid value encountered in double_scalars
  sum = sum - (data[i, 1])*np.log(fval) - (1-data[i, 1])*np.log(1-fval)

../../_images/Stochastic-Gradient-Descent-2_71_1.png

The model with the optimised tuning parameters is compared against the given data.

plot_logistic_function(sol_lr[-1, 0:2], data, xRange)

../../_images/Stochastic-Gradient-Descent-2_73_0.png

The success rate of the model predicting the given data point correctly is found using the following routine.

def lr_success_rate(data, logistic_function, theta):
  success = 0
  for i in range(0, len(data)):
    if(abs(logistic_function(data[i, 0], theta) - data[i, 1]) < 0.5):
      success = success + 1
  
  return 100.*success/len(data)

print("The success rate of the model prediction before optimization: "+str(lr_success_rate(data, logistic_function, [32, -20])))
print("The success rate of the model prediction after optimization: "+str(lr_success_rate(data, logistic_function, sol_lr[-1, 0:2])))

The success rate of the model prediction before optimization: 62.0
The success rate of the model prediction after optimization: 96.0

From the above results, it is clear that there is significant improvement in the success rate of the model predicting correctly after minimising the logistic loss function.

Conclusions#

This notebook explains the stochastic gradient descent algorithm and its applications in regression and classification problems encountered in statistics and machine learning. The algorithm was implemented in python and the performance of SGD in terms of the computation time and number of iterations was studied for different batch sizes and learning rates. The following trends were observed:

The number of iterations reduces with increase in batch size due to improvement in the gradient approximation.
The number of iterations reduces with increase in learning rate due to larger steps taken at each iteration.
The computation time per iteration reduces with decrease in batch size due to decrease in the number of summands in the objective function considered to approximate the gradient.
The total computation time was observed to be minimal when around $10$% of the data (sampled randomly) was used to approximate the gradient at each iteration. At low batch sizes, the number of iterations to converge is high and the total time increases. On the other hand, for high batch sizes, the computation time per iteration increases which increases the total computation time.
The total computation time also reduces with increase in alpha due to decrease in the number of iterations.

The two methods for data sampling, i.e., with and without replacement, were also compared. The method of data sampling without replacement turned out to be superior in terms of uniformly sampling all the data points and saving memory during computations. From the above results, one can conclude that SGD is superior to GD in terms of reduced computation time for large data sets.
In this notebook, the basic SGD algorithm has been discussed with simple toy examples. Further details on modifying the algorithm by changing learning rate, decay rate, etc., at each iteration to make SGD more robust and suitable for large scale applications can be found in [4].

References#

[1] Wei Wu, Jian Wang, Mingsong Cheng, Zhengxue Li, Convergence analysis of online gradient method for BP neural networks, Neural Networks, Volume 24, Issue 1, 2011, pp. 91-98, ISSN 0893-6080, https://doi.org/10.1016/j.neunet.2010.09.007.

[2] Li-Hua Ren, Zhi-Feng Ye, Yong-Ping Zhao, A modeling method for aero-engine by combining stochastic gradient descent with support vector regression, Aerospace Science and Technology, Volume 99, 2020, 105775, ISSN 1270-9638, https://doi.org/10.1016/j.ast.2020.105775.

[3] Nhat-Duc Hoang, Automatic detection of asphalt pavement raveling using image texture based feature extraction and stochastic gradient descent logistic regression, Automation in Construction, Volume 105, 2019, 102843, ISSN 0926-5805, https://doi.org/10.1016/j.autcon.2019.102843.

[4] N. Ketkar, Stochastic Gradient Descent, In: Deep Learning with Python. Apress, Berkeley, CA, 2017, https://doi.org/10.1007/978-1-4842-2766-4_8.

[5] X. Su, X. Yan and C.-L. Tsai, Linear regression, WIREs Comp Stat, 4: 275-294, 2012 https://doi.org/10.1002/wics.1198.

[6] R. E. Wright, Logistic regression, In L. G. Grimm & P. R. Yarnold (Eds.), Reading and understanding multivariate statistics, American Psychological Association, 1995, pp. 217–244.

[7] Ohad Shamir, Without-Replacement Sampling for Stochastic Gradient Methods, Advances in Neural Information Processing Systems 29, NIPS 2016.

Nonlinear and Stochastic Optimization

Stochastic Gradient Descent Tutorial 2

Contents