RBF.m

% RBF.m
% Radial Basis Function Neural Network (RBFNN) designed to predict house prices in the Boston area
%
% Francis Poole
% 16/04/15
%
function RBF()
%Initalise
    clear all
    close all
    clc
    dbstop if error
    
%Initial Free Parameters
    M = 10;         %Number of centres
    Sigma = 'cov';  %Variance of centres - 'cov' = covariance of k-means clusters, 'ave' = average distance between centres
    lambda = 0;   %Regularisation parameter
    L = 3; %Number of committees
    
%Setup
    %Get data
    t = getTrainingData(); %Training data
    p = getPredictionData(); %Prediction data
    
    %Split training data to input and target
    xStart = t(:,1:end-1); %Input data
    dStart = t(:,end); %Target data
    
    %K-fold setup
    I = randperm(size(xStart,1)); %Random indexes
    
    Error = [];
    
    xStart = preProcess(xStart, 1);
    
%Optimisation
    %K-fold Cross Validation-----------------------------------------------
    n = 1;
    for k = 2:10
        for run = 1:10
            Error(run,n) = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I); %Initial run
        end
        n = n+1;
    end
    Error = mean(Error,1)
    figure(1)
    plot(Error)
    Error = []; %Reset Error
    
    k = 7; %Assign best number of folds - (7)
    
    %Number of centres-----------------------------------------------------
    M = 1;
    E = inf;
    working = 1;
    while working
        Error 
        Error(M) = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I);
        if E > Error(M)
            E = Error(M);
            lower = 1;
        elseif lower
            lower = 0;
        else
            working = 0;
        end
        M = M+1;
    end
    Error
    figure(1)
    plot(Error)
    Error = [];
    
    M = 7; %Assign best number of centres - (7)
    
    %Variance of Centres---------------------------------------------------
    for n = 1:2
        Error(n,1) = RBFGaussian(xStart, dStart, k, M, 'avg', lambda, L, I);
        Error(n,2) = RBFGaussian(xStart, dStart, k, M, 'cov', lambda, L, I);
    end
    Error = mean(Error,1)
    bar(Error)
    Error = [];
    
    Sigma = 'cov'; %Assign best variance - (Covariance)
    
    %Regularisation--------------------------------------------------------
    n = 1;
    for lambda = 0:0.01:0.2
        Error(n) = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I);
        
        n = n+1;
    end
    plot(Error)
    Error
    Error = [];
    
    lambda = 0.06; %Assign best regularisation parameter - (0.06)

     %Pre-processing--------------------------------------------------------
         %Normalisation
    xStart = t(:,1:end-1); %Get unprocessed input data
    Error(1) = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I);
    
    xStart = preProcess(xStart, 1);  %NEED TO ADD PREDICTION DATA!
    Error(2) = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I);
    
    xStart = t(:,1:end-1); %Get unprocessed input data
    xStart = preProcess(xStart, 2);  %NEED TO ADD PREDICTION DATA!
    Error(3) = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I);

        %Dimensionality Reduction
    xStart = t(:,1:end-1); %Get unprocessed input data
    xStart = preProcess(xStart, 3);
    Error(4) = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I); 
    
    Error
    bar(Error)
        
    xStart = t(:,1:end-1); %Get unprocessed input data
    processedData = preProcess(xStart, 1);
     %Committee Machines----------------------------------------------------------------------
    n = 1;
    for L = 1:8
        Error(n) = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I);
        plot(Error)
        n = n+1;
    end
    
    Error
    Error = [];
    
    L = 4; %Assign best number of committies - (4)
    
    xStart = t(:,1:end-1); %Get unprocessed input data
    processedData = preProcess([xStart;p], 1); %Do best preprocessing - (Linear Rescaling)
    
    xStart = processedData(1:end-size(p,1), :);
    p = processedData(end-size(p,1)+1:end, :);
    Y = predict(p, xStart, dStart, M, Sigma, lambda, L)
    Y = Y.*1000;
end


function Y = predict(p, x, d, M, Sigma, lambda, L)

    for committee = 1:L
        %-----Stage 1 - Parameterise Hidden Layer
        [c, Sigma] = getCentres(x, M, Sigma);

        %-----Stage 2 - Find Weights
        Phi = ones(size(x,1),size(c,1)+1); %Bias
        if size(Sigma) > 1
            for n = 1:size(x,1)
                for m = 1:size(c,1)
                    Phi(n,m+1) = multiGaussianBasis(x(n,:)-c(m,:),Sigma(:,:,m)); %Multivariate gaussian basis function
                end
            end 
        else
            for n = 1:size(x,1)
                for m = 1:size(c,1)
                    Phi(n,m+1) = uniGaussianBasis(norm(x(n,:)-c(m,:)), Sigma); %Univariate gaussian basis function
                end
            end   
        end

        W = pinv(pinv(Phi) * Phi + lambda * eye(size(c,1)+1)) * pinv(Phi) * d; %Using regularization theory

        %-----Stage 3 - Cross Validate
        pPhi = ones(size(p,1),size(c,1)+1); %Bias
        if size(Sigma) > 1
            for n = 1:size(p,1)
                for m = 1:size(c,1)
                    pPhi(n,m+1) = multiGaussianBasis(p(n,:)-c(m,:),Sigma(:,:,m)); %Multivariate gaussian basis function
                end
            end 
        else
            for n = 1:size(vX,1)
                for m = 1:size(c,1)
                    pPhi(n,m+1) = uniGaussianBasis(norm(p(n,:)-c(m,:)), Sigma); %Univariate gaussian basis function
                end
            end   
        end
        y(:,committee)= pPhi * W;
    end
    Y = mean(y,2); 
end




function Error = RBFGaussian(xStart, dStart, k, M, Sigma, lambda, L, I)

    N = size(xStart,1);
    foldSize = floor(N/k); %Number of data points in each fold
    
    for fold = 1:k
        %Split data for fold
        [x,vX] = kFold(xStart, fold, foldSize, I);
        [d,vD] = kFold(dStart, fold, foldSize, I);

        for committee = 1:L
            %-----Stage 1 - Parameterise Hidden Layer
            [c, Sigma] = getCentres(x, M, Sigma);

            %-----Stage 2 - Find Weights
            Phi = ones(size(x,1),size(c,1)+1); %Bias
            if size(Sigma) > 1
                for n = 1:size(x,1)
                    for m = 1:size(c,1)
                        Phi(n,m+1) = multiGaussianBasis(x(n,:)-c(m,:),Sigma(:,:,m)); %Multivariate gaussian basis function
                    end
                end 
            else
                for n = 1:size(x,1)
                    for m = 1:size(c,1)
                        Phi(n,m+1) = uniGaussianBasis(norm(x(n,:)-c(m,:)), Sigma); %Univariate gaussian basis function
                    end
                end   
            end

            W = pinv(pinv(Phi) * Phi + lambda * eye(size(c,1)+1)) * pinv(Phi) * d; %Using regularization theory

            %-----Stage 3 - Cross Validate
            vPhi = ones(size(vX,1),size(c,1)+1); %Bias
            if size(Sigma) > 1
                for n = 1:size(vX,1)
                    for m = 1:size(c,1)
                        vPhi(n,m+1) = multiGaussianBasis(vX(n,:)-c(m,:),Sigma(:,:,m)); %Multivariate gaussian basis function
                    end
                end 
            else
                for n = 1:size(vX,1)
                    for m = 1:size(c,1)
                        vPhi(n,m+1) = uniGaussianBasis(norm(vX(n,:)-c(m,:)), Sigma); %Univariate gaussian basis function
                    end
                end   
            end
            y(:,committee)= vPhi * W;
            ECom(committee, fold) = mean(abs(y(:,committee)-vD));
        end
        
        Y = mean(y,2);
        E(fold) = mean(abs(Y-vD));
        
        %Printout
        clc
        ECom
        mean(ECom)
        E
        k
        M
        lambda
        size(c,1)
        fold
        
        
        
    end
    Error = mean(E);
end
       

function x = preProcess(x, option)
    %---Input Normalisation
    %Linear Rescaling
    if option == 1 || option == 3
        for n = 1:size(x,2)
            x(:,n) = (x(:,n) - mean(x(:,n))) / std(x(:,n));
        end
    end

    %Whitening
    if option == 2
        Sigma = cov(x); %Covariance matrix
        [U,S,V] = svd(Sigma); %Eigenvectors and eigenvalues of covariance matrix
        mu = mean(x); %Mean
        x = ((S^(-1/2) * (U.') * (x-(ones(size(x,1),1)*mu)).')).'; %Need to tidy!
    end

    %---Dimensionality Reduction
    %Principle Component Analysis
    if option == 3
        Sigma = cov(x);
        [U, S, V] = svd(Sigma);
        U = U(:,1:end-1); %Reduce dimensionality of eigenvectors
        x = (U.' * x.').';
    end
end


%Returns centres c and co-variance Sigma of data x using K-Means
function [c, Sigma] = getCentres(x, M, Sigma)
    N = size(x,1); %No of training datapoints

    %--Step 1 - Assign each datapoint x to random subset y of size M
    y = ceil(rand(N,1)*M);

    %--Step 4 - Loop till no further reassignments
    reassigning = true;
    while reassigning

        %--Step 2 - Generate mean vectors of each subset
        c = zeros(M,size(x,2));
        for m = 1:M %For each subset m
            c(m,:) = mean(x(any(eq(y,m),2),:),1); %Get mean vector of subset m
        end

        %--Step 3 - Reassign data to closest centre
        distMatrix = zeros(N,M);
        for n = 1:N
            for m = 1:M
                distMatrix(n,m) = norm(x(n,:)-c(m,:));
            end
        end
        [~,yNew] = min(distMatrix,[],2);
        reassigning = any(yNew ~= y);
        y = yNew;
    end

    %-- Step 5 - Calculate covariances of datapoints of each subset
    if strcmp(Sigma,'cov') || any(size(Sigma) > 1)
        Sigma = zeros(size(x,2),size(x,2),M);
        for m = 1:M %For each subset m
            %Turns scalar covariance into diagonal matrix
            Sigma(:,:,m) = eye(size(x,2)) * cov(x(any(eq(y,m),2),:)); %Covariance of datapoints (identity matrix used when degenerate case of 1 point in centre)
        end
        Sigma(:,:,any(isnan(Sigma(:,1,:)),1)) = []; %Remove empty covariances
    else
        Sigma = mean(pdist(c.')); %Average distance between centres
    end
    %-- Step 6 - Remove empty centres and their covariances
    c = c(ismember(1:M,y)',:); %Remove empty centres
    

end

%Split data a into training set a and single validation set vA
function [x,v] = kFold(x, fold, foldSize, I)
    kStart = (fold-1)*foldSize + 1;
    kStop = fold * foldSize;
    
    %Get validation set indexes
    if kStop <= size(I,2)
        I = I(kStart:kStop);
    else
        I = I(kStart:end);
    end
    v = x(I,:); %Validation set
    x(I,:) = []; %Remove validation set from training
end





function rbf = uniGaussianBasis(r,sigma)
    rbf = exp(-(r^2)./(2*(sigma^2))); %Univariate gaussian distribution
end

function rbf = multiGaussianBasis(r, Sigma)
    rbf = exp((-1/2 * r) * pinv(Sigma) * (r.'));%Multivariate gaussian distribution

end

function plotData(x,y,c)
    clf
    figure
    colorList = hsv(size(c,1));
    for m = 1:size(x,2) %For each variable
        subplot(7,2,m);
        hold on
        for n = 1:size(x,1) %For each datapoint n of variable m
            plot(x(n,m),x(n,end),'x','color', colorList(y(n),:))
        end
        for n = 1:size(c,1) %For each centre n of variable m
            plot(c(n,m),c(1,end),'o','color', colorList(n,:))
        end
        hold off
    end
end

function x = getTrainingData()
x = [0.00632  18.00   2.310  0  0.5380  6.5750  65.20  4.0900   1  296.0  15.30  396.90   4.98  24.00
 0.02731   0.00   7.070  0  0.4690  6.4210  78.90  4.9671   2  242.0  17.80  396.90   9.14  21.60
 0.02729   0.00   7.070  0  0.4690  7.1850  61.10  4.9671   2  242.0  17.80  392.83   4.03  34.70
 0.03237   0.00   2.180  0  0.4580  6.9980  45.80  6.0622   3  222.0  18.70  394.63   2.94  33.40
 0.06905   0.00   2.180  0  0.4580  7.1470  54.20  6.0622   3  222.0  18.70  396.90   5.33  36.20
 0.02985   0.00   2.180  0  0.4580  6.4300  58.70  6.0622   3  222.0  18.70  394.12   5.21  28.70
 0.08829  12.50   7.870  0  0.5240  6.0120  66.60  5.5605   5  311.0  15.20  395.60  12.43  22.90
 0.14455  12.50   7.870  0  0.5240  6.1720  96.10  5.9505   5  311.0  15.20  396.90  19.15  27.10
 0.21124  12.50   7.870  0  0.5240  5.6310 100.00  6.0821   5  311.0  15.20  386.63  29.93  16.50
 0.17004  12.50   7.870  0  0.5240  6.0040  85.90  6.5921   5  311.0  15.20  386.71  17.10  18.90
 0.22489  12.50   7.870  0  0.5240  6.3770  94.30  6.3467   5  311.0  15.20  392.52  20.45  15.00
 0.11747  12.50   7.870  0  0.5240  6.0090  82.90  6.2267   5  311.0  15.20  396.90  13.27  18.90
 0.09378  12.50   7.870  0  0.5240  5.8890  39.00  5.4509   5  311.0  15.20  390.50  15.71  21.70
 0.62976   0.00   8.140  0  0.5380  5.9490  61.80  4.7075   4  307.0  21.00  396.90   8.26  20.40
 0.63796   0.00   8.140  0  0.5380  6.0960  84.50  4.4619   4  307.0  21.00  380.02  10.26  18.20
 0.62739   0.00   8.140  0  0.5380  5.8340  56.50  4.4986   4  307.0  21.00  395.62   8.47  19.90
 1.05393   0.00   8.140  0  0.5380  5.9350  29.30  4.4986   4  307.0  21.00  386.85   6.58  23.10
 0.78420   0.00   8.140  0  0.5380  5.9900  81.70  4.2579   4  307.0  21.00  386.75  14.67  17.50
 0.80271   0.00   8.140  0  0.5380  5.4560  36.60  3.7965   4  307.0  21.00  288.99  11.69  20.20
 0.72580   0.00   8.140  0  0.5380  5.7270  69.50  3.7965   4  307.0  21.00  390.95  11.28  18.20
 1.25179   0.00   8.140  0  0.5380  5.5700  98.10  3.7979   4  307.0  21.00  376.57  21.02  13.60
 0.85204   0.00   8.140  0  0.5380  5.9650  89.20  4.0123   4  307.0  21.00  392.53  13.83  19.60
 1.23247   0.00   8.140  0  0.5380  6.1420  91.70  3.9769   4  307.0  21.00  396.90  18.72  15.20
 0.98843   0.00   8.140  0  0.5380  5.8130 100.00  4.0952   4  307.0  21.00  394.54  19.88  14.50
 0.75026   0.00   8.140  0  0.5380  5.9240  94.10  4.3996   4  307.0  21.00  394.33  16.30  15.60
 0.84054   0.00   8.140  0  0.5380  5.5990  85.70  4.4546   4  307.0  21.00  303.42  16.51  13.90
 0.67191   0.00   8.140  0  0.5380  5.8130  90.30  4.6820   4  307.0  21.00  376.88  14.81  16.60
 0.95577   0.00   8.140  0  0.5380  6.0470  88.80  4.4534   4  307.0  21.00  306.38  17.28  14.80
 0.77299   0.00   8.140  0  0.5380  6.4950  94.40  4.4547   4  307.0  21.00  387.94  12.80  18.40
 1.00245   0.00   8.140  0  0.5380  6.6740  87.30  4.2390   4  307.0  21.00  380.23  11.98  21.00
 1.13081   0.00   8.140  0  0.5380  5.7130  94.10  4.2330   4  307.0  21.00  360.17  22.60  12.70
 1.35472   0.00   8.140  0  0.5380  6.0720 100.00  4.1750   4  307.0  21.00  376.73  13.04  14.50
 1.38799   0.00   8.140  0  0.5380  5.9500  82.00  3.9900   4  307.0  21.00  232.60  27.71  13.20
 1.15172   0.00   8.140  0  0.5380  5.7010  95.00  3.7872   4  307.0  21.00  358.77  18.35  13.10
 1.61282   0.00   8.140  0  0.5380  6.0960  96.90  3.7598   4  307.0  21.00  248.31  20.34  13.50
 0.06417   0.00   5.960  0  0.4990  5.9330  68.20  3.3603   5  279.0  19.20  396.90   9.68  18.90
 0.09744   0.00   5.960  0  0.4990  5.8410  61.40  3.3779   5  279.0  19.20  377.56  11.41  20.00
 0.08014   0.00   5.960  0  0.4990  5.8500  41.50  3.9342   5  279.0  19.20  396.90   8.77  21.00
 0.17505   0.00   5.960  0  0.4990  5.9660  30.20  3.8473   5  279.0  19.20  393.43  10.13  24.70
 0.02763  75.00   2.950  0  0.4280  6.5950  21.80  5.4011   3  252.0  18.30  395.63   4.32  30.80
 0.03359  75.00   2.950  0  0.4280  7.0240  15.80  5.4011   3  252.0  18.30  395.62   1.98  34.90
 0.12744   0.00   6.910  0  0.4480  6.7700   2.90  5.7209   3  233.0  17.90  385.41   4.84  26.60
 0.14150   0.00   6.910  0  0.4480  6.1690   6.60  5.7209   3  233.0  17.90  383.37   5.81  25.30
 0.15936   0.00   6.910  0  0.4480  6.2110   6.50  5.7209   3  233.0  17.90  394.46   7.44  24.70
 0.12269   0.00   6.910  0  0.4480  6.0690  40.00  5.7209   3  233.0  17.90  389.39   9.55  21.20
 0.17142   0.00   6.910  0  0.4480  5.6820  33.80  5.1004   3  233.0  17.90  396.90  10.21  19.30
 0.18836   0.00   6.910  0  0.4480  5.7860  33.30  5.1004   3  233.0  17.90  396.90  14.15  20.00
 0.22927   0.00   6.910  0  0.4480  6.0300  85.50  5.6894   3  233.0  17.90  392.74  18.80  16.60
 0.25387   0.00   6.910  0  0.4480  5.3990  95.30  5.8700   3  233.0  17.90  396.90  30.81  14.40
 0.21977   0.00   6.910  0  0.4480  5.6020  62.00  6.0877   3  233.0  17.90  396.90  16.20  19.40
 0.08873  21.00   5.640  0  0.4390  5.9630  45.70  6.8147   4  243.0  16.80  395.56  13.45  19.70
 0.04337  21.00   5.640  0  0.4390  6.1150  63.00  6.8147   4  243.0  16.80  393.97   9.43  20.50
 0.05360  21.00   5.640  0  0.4390  6.5110  21.10  6.8147   4  243.0  16.80  396.90   5.28  25.00
 0.04981  21.00   5.640  0  0.4390  5.9980  21.40  6.8147   4  243.0  16.80  396.90   8.43  23.40
 0.01360  75.00   4.000  0  0.4100  5.8880  47.60  7.3197   3  469.0  21.10  396.90  14.80  18.90
 0.01311  90.00   1.220  0  0.4030  7.2490  21.90  8.6966   5  226.0  17.90  395.93   4.81  35.40
 0.02055  85.00   0.740  0  0.4100  6.3830  35.70  9.1876   2  313.0  17.30  396.90   5.77  24.70
 0.01432 100.00   1.320  0  0.4110  6.8160  40.50  8.3248   5  256.0  15.10  392.90   3.95  31.60
 0.15445  25.00   5.130  0  0.4530  6.1450  29.20  7.8148   8  284.0  19.70  390.68   6.86  23.30
 0.10328  25.00   5.130  0  0.4530  5.9270  47.20  6.9320   8  284.0  19.70  396.90   9.22  19.60
 0.14932  25.00   5.130  0  0.4530  5.7410  66.20  7.2254   8  284.0  19.70  395.11  13.15  18.70
 0.17171  25.00   5.130  0  0.4530  5.9660  93.40  6.8185   8  284.0  19.70  378.08  14.44  16.00
 0.11027  25.00   5.130  0  0.4530  6.4560  67.80  7.2255   8  284.0  19.70  396.90   6.73  22.20
 0.12650  25.00   5.130  0  0.4530  6.7620  43.40  7.9809   8  284.0  19.70  395.58   9.50  25.00
 0.01951  17.50   1.380  0  0.4161  7.1040  59.50  9.2229   3  216.0  18.60  393.24   8.05  33.00
 0.03584  80.00   3.370  0  0.3980  6.2900  17.80  6.6115   4  337.0  16.10  396.90   4.67  23.50
 0.04379  80.00   3.370  0  0.3980  5.7870  31.10  6.6115   4  337.0  16.10  396.90  10.24  19.40
 0.05789  12.50   6.070  0  0.4090  5.8780  21.40  6.4980   4  345.0  18.90  396.21   8.10  22.00
 0.13554  12.50   6.070  0  0.4090  5.5940  36.80  6.4980   4  345.0  18.90  396.90  13.09  17.40
 0.12816  12.50   6.070  0  0.4090  5.8850  33.00  6.4980   4  345.0  18.90  396.90   8.79  20.90
 0.08826   0.00  10.810  0  0.4130  6.4170   6.60  5.2873   4  305.0  19.20  383.73   6.72  24.20
 0.15876   0.00  10.810  0  0.4130  5.9610  17.50  5.2873   4  305.0  19.20  376.94   9.88  21.70
 0.09164   0.00  10.810  0  0.4130  6.0650   7.80  5.2873   4  305.0  19.20  390.91   5.52  22.80
 0.19539   0.00  10.810  0  0.4130  6.2450   6.20  5.2873   4  305.0  19.20  377.17   7.54  23.40
 0.07896   0.00  12.830  0  0.4370  6.2730   6.00  4.2515   5  398.0  18.70  394.92   6.78  24.10
 0.09512   0.00  12.830  0  0.4370  6.2860  45.00  4.5026   5  398.0  18.70  383.23   8.94  21.40
 0.10153   0.00  12.830  0  0.4370  6.2790  74.50  4.0522   5  398.0  18.70  373.66  11.97  20.00
 0.08707   0.00  12.830  0  0.4370  6.1400  45.80  4.0905   5  398.0  18.70  386.96  10.27  20.80
 0.05646   0.00  12.830  0  0.4370  6.2320  53.70  5.0141   5  398.0  18.70  386.40  12.34  21.20
 0.08387   0.00  12.830  0  0.4370  5.8740  36.60  4.5026   5  398.0  18.70  396.06   9.10  20.30
 0.04113  25.00   4.860  0  0.4260  6.7270  33.50  5.4007   4  281.0  19.00  396.90   5.29  28.00
 0.04462  25.00   4.860  0  0.4260  6.6190  70.40  5.4007   4  281.0  19.00  395.63   7.22  23.90
 0.03659  25.00   4.860  0  0.4260  6.3020  32.20  5.4007   4  281.0  19.00  396.90   6.72  24.80
 0.03551  25.00   4.860  0  0.4260  6.1670  46.70  5.4007   4  281.0  19.00  390.64   7.51  22.90
 0.05059   0.00   4.490  0  0.4490  6.3890  48.00  4.7794   3  247.0  18.50  396.90   9.62  23.90
 0.05735   0.00   4.490  0  0.4490  6.6300  56.10  4.4377   3  247.0  18.50  392.30   6.53  26.60
 0.05188   0.00   4.490  0  0.4490  6.0150  45.10  4.4272   3  247.0  18.50  395.99  12.86  22.50
 0.07151   0.00   4.490  0  0.4490  6.1210  56.80  3.7476   3  247.0  18.50  395.15   8.44  22.20
 0.05660   0.00   3.410  0  0.4890  7.0070  86.30  3.4217   2  270.0  17.80  396.90   5.50  23.60
 0.05302   0.00   3.410  0  0.4890  7.0790  63.10  3.4145   2  270.0  17.80  396.06   5.70  28.70
 0.04684   0.00   3.410  0  0.4890  6.4170  66.10  3.0923   2  270.0  17.80  392.18   8.81  22.60
 0.03932   0.00   3.410  0  0.4890  6.4050  73.90  3.0921   2  270.0  17.80  393.55   8.20  22.00
 0.04203  28.00  15.040  0  0.4640  6.4420  53.60  3.6659   4  270.0  18.20  395.01   8.16  22.90
 0.02875  28.00  15.040  0  0.4640  6.2110  28.90  3.6659   4  270.0  18.20  396.33   6.21  25.00
 0.04294  28.00  15.040  0  0.4640  6.2490  77.30  3.6150   4  270.0  18.20  396.90  10.59  20.60
 0.12204   0.00   2.890  0  0.4450  6.6250  57.80  3.4952   2  276.0  18.00  357.98   6.65  28.40
 0.11504   0.00   2.890  0  0.4450  6.1630  69.60  3.4952   2  276.0  18.00  391.83  11.34  21.40
 0.12083   0.00   2.890  0  0.4450  8.0690  76.00  3.4952   2  276.0  18.00  396.90   4.21  38.70
 0.08187   0.00   2.890  0  0.4450  7.8200  36.90  3.4952   2  276.0  18.00  393.53   3.57  43.80
 0.06860   0.00   2.890  0  0.4450  7.4160  62.50  3.4952   2  276.0  18.00  396.90   6.19  33.20
 0.14866   0.00   8.560  0  0.5200  6.7270  79.90  2.7778   5  384.0  20.90  394.76   9.42  27.50
 0.11432   0.00   8.560  0  0.5200  6.7810  71.30  2.8561   5  384.0  20.90  395.58   7.67  26.50
 0.22876   0.00   8.560  0  0.5200  6.4050  85.40  2.7147   5  384.0  20.90   70.80  10.63  18.60
 0.21161   0.00   8.560  0  0.5200  6.1370  87.40  2.7147   5  384.0  20.90  394.47  13.44  19.30
 0.13960   0.00   8.560  0  0.5200  6.1670  90.00  2.4210   5  384.0  20.90  392.69  12.33  20.10
 0.13262   0.00   8.560  0  0.5200  5.8510  96.70  2.1069   5  384.0  20.90  394.05  16.47  19.50
 0.17120   0.00   8.560  0  0.5200  5.8360  91.90  2.2110   5  384.0  20.90  395.67  18.66  19.50
 0.13117   0.00   8.560  0  0.5200  6.1270  85.20  2.1224   5  384.0  20.90  387.69  14.09  20.40
 0.12802   0.00   8.560  0  0.5200  6.4740  97.10  2.4329   5  384.0  20.90  395.24  12.27  19.80
 0.26363   0.00   8.560  0  0.5200  6.2290  91.20  2.5451   5  384.0  20.90  391.23  15.55  19.40
 0.10793   0.00   8.560  0  0.5200  6.1950  54.40  2.7778   5  384.0  20.90  393.49  13.00  21.70
 0.10084   0.00  10.010  0  0.5470  6.7150  81.60  2.6775   6  432.0  17.80  395.59  10.16  22.80
 0.12329   0.00  10.010  0  0.5470  5.9130  92.90  2.3534   6  432.0  17.80  394.95  16.21  18.80
 0.22212   0.00  10.010  0  0.5470  6.0920  95.40  2.5480   6  432.0  17.80  396.90  17.09  18.70
 0.14231   0.00  10.010  0  0.5470  6.2540  84.20  2.2565   6  432.0  17.80  388.74  10.45  18.50
 0.17134   0.00  10.010  0  0.5470  5.9280  88.20  2.4631   6  432.0  17.80  344.91  15.76  18.30
 0.13158   0.00  10.010  0  0.5470  6.1760  72.50  2.7301   6  432.0  17.80  393.30  12.04  21.20
 0.15098   0.00  10.010  0  0.5470  6.0210  82.60  2.7474   6  432.0  17.80  394.51  10.30  19.20
 0.13058   0.00  10.010  0  0.5470  5.8720  73.10  2.4775   6  432.0  17.80  338.63  15.37  20.40
 0.14476   0.00  10.010  0  0.5470  5.7310  65.20  2.7592   6  432.0  17.80  391.50  13.61  19.30
 0.06899   0.00  25.650  0  0.5810  5.8700  69.70  2.2577   2  188.0  19.10  389.15  14.37  22.00
 0.07165   0.00  25.650  0  0.5810  6.0040  84.10  2.1974   2  188.0  19.10  377.67  14.27  20.30
 0.09299   0.00  25.650  0  0.5810  5.9610  92.90  2.0869   2  188.0  19.10  378.09  17.93  20.50
 0.15038   0.00  25.650  0  0.5810  5.8560  97.00  1.9444   2  188.0  19.10  370.31  25.41  17.30
 0.09849   0.00  25.650  0  0.5810  5.8790  95.80  2.0063   2  188.0  19.10  379.38  17.58  18.80
 0.16902   0.00  25.650  0  0.5810  5.9860  88.40  1.9929   2  188.0  19.10  385.02  14.81  21.40
 0.38735   0.00  25.650  0  0.5810  5.6130  95.60  1.7572   2  188.0  19.10  359.29  27.26  15.70
 0.25915   0.00  21.890  0  0.6240  5.6930  96.00  1.7883   4  437.0  21.20  392.11  17.19  16.20
 0.32543   0.00  21.890  0  0.6240  6.4310  98.80  1.8125   4  437.0  21.20  396.90  15.39  18.00
 0.88125   0.00  21.890  0  0.6240  5.6370  94.70  1.9799   4  437.0  21.20  396.90  18.34  14.30
 0.34006   0.00  21.890  0  0.6240  6.4580  98.90  2.1185   4  437.0  21.20  395.04  12.60  19.20
 1.19294   0.00  21.890  0  0.6240  6.3260  97.70  2.2710   4  437.0  21.20  396.90  12.26  19.60
 0.59005   0.00  21.890  0  0.6240  6.3720  97.90  2.3274   4  437.0  21.20  385.76  11.12  23.00
 0.32982   0.00  21.890  0  0.6240  5.8220  95.40  2.4699   4  437.0  21.20  388.69  15.03  18.40
 0.97617   0.00  21.890  0  0.6240  5.7570  98.40  2.3460   4  437.0  21.20  262.76  17.31  15.60
 0.55778   0.00  21.890  0  0.6240  6.3350  98.20  2.1107   4  437.0  21.20  394.67  16.96  18.10
 0.32264   0.00  21.890  0  0.6240  5.9420  93.50  1.9669   4  437.0  21.20  378.25  16.90  17.40
 0.35233   0.00  21.890  0  0.6240  6.4540  98.40  1.8498   4  437.0  21.20  394.08  14.59  17.10
 0.24980   0.00  21.890  0  0.6240  5.8570  98.20  1.6686   4  437.0  21.20  392.04  21.32  13.30
 0.54452   0.00  21.890  0  0.6240  6.1510  97.90  1.6687   4  437.0  21.20  396.90  18.46  17.80
 0.29090   0.00  21.890  0  0.6240  6.1740  93.60  1.6119   4  437.0  21.20  388.08  24.16  14.00
 1.62864   0.00  21.890  0  0.6240  5.0190 100.00  1.4394   4  437.0  21.20  396.90  34.41  14.40
 3.32105   0.00  19.580  1  0.8710  5.4030 100.00  1.3216   5  403.0  14.70  396.90  26.82  13.40
 4.09740   0.00  19.580  0  0.8710  5.4680 100.00  1.4118   5  403.0  14.70  396.90  26.42  15.60
 2.77974   0.00  19.580  0  0.8710  4.9030  97.80  1.3459   5  403.0  14.70  396.90  29.29  11.80
 2.37934   0.00  19.580  0  0.8710  6.1300 100.00  1.4191   5  403.0  14.70  172.91  27.80  13.80
 2.15505   0.00  19.580  0  0.8710  5.6280 100.00  1.5166   5  403.0  14.70  169.27  16.65  15.60
 2.36862   0.00  19.580  0  0.8710  4.9260  95.70  1.4608   5  403.0  14.70  391.71  29.53  14.60
 2.33099   0.00  19.580  0  0.8710  5.1860  93.80  1.5296   5  403.0  14.70  356.99  28.32  17.80
 2.73397   0.00  19.580  0  0.8710  5.5970  94.90  1.5257   5  403.0  14.70  351.85  21.45  15.40
 1.65660   0.00  19.580  0  0.8710  6.1220  97.30  1.6180   5  403.0  14.70  372.80  14.10  21.50
 1.49632   0.00  19.580  0  0.8710  5.4040 100.00  1.5916   5  403.0  14.70  341.60  13.28  19.60
 1.12658   0.00  19.580  1  0.8710  5.0120  88.00  1.6102   5  403.0  14.70  343.28  12.12  15.30
 2.14918   0.00  19.580  0  0.8710  5.7090  98.50  1.6232   5  403.0  14.70  261.95  15.79  19.40
 1.41385   0.00  19.580  1  0.8710  6.1290  96.00  1.7494   5  403.0  14.70  321.02  15.12  17.00
 3.53501   0.00  19.580  1  0.8710  6.1520  82.60  1.7455   5  403.0  14.70   88.01  15.02  15.60
 2.44668   0.00  19.580  0  0.8710  5.2720  94.00  1.7364   5  403.0  14.70   88.63  16.14  13.10
 1.22358   0.00  19.580  0  0.6050  6.9430  97.40  1.8773   5  403.0  14.70  363.43   4.59  41.30
 1.34284   0.00  19.580  0  0.6050  6.0660 100.00  1.7573   5  403.0  14.70  353.89   6.43  24.30
 1.42502   0.00  19.580  0  0.8710  6.5100 100.00  1.7659   5  403.0  14.70  364.31   7.39  23.30
 1.27346   0.00  19.580  1  0.6050  6.2500  92.60  1.7984   5  403.0  14.70  338.92   5.50  27.00
 1.46336   0.00  19.580  0  0.6050  7.4890  90.80  1.9709   5  403.0  14.70  374.43   1.73  50.00
 1.83377   0.00  19.580  1  0.6050  7.8020  98.20  2.0407   5  403.0  14.70  389.61   1.92  50.00
 1.51902   0.00  19.580  1  0.6050  8.3750  93.90  2.1620   5  403.0  14.70  388.45   3.32  50.00
 2.24236   0.00  19.580  0  0.6050  5.8540  91.80  2.4220   5  403.0  14.70  395.11  11.64  22.70
 2.92400   0.00  19.580  0  0.6050  6.1010  93.00  2.2834   5  403.0  14.70  240.16   9.81  25.00
 2.01019   0.00  19.580  0  0.6050  7.9290  96.20  2.0459   5  403.0  14.70  369.30   3.70  50.00
 1.80028   0.00  19.580  0  0.6050  5.8770  79.20  2.4259   5  403.0  14.70  227.61  12.14  23.80
 2.30040   0.00  19.580  0  0.6050  6.3190  96.10  2.1000   5  403.0  14.70  297.09  11.10  23.80
 2.44953   0.00  19.580  0  0.6050  6.4020  95.20  2.2625   5  403.0  14.70  330.04  11.32  22.30
 1.20742   0.00  19.580  0  0.6050  5.8750  94.60  2.4259   5  403.0  14.70  292.29  14.43  17.40
 2.31390   0.00  19.580  0  0.6050  5.8800  97.30  2.3887   5  403.0  14.70  348.13  12.03  19.10
 0.13914   0.00   4.050  0  0.5100  5.5720  88.50  2.5961   5  296.0  16.60  396.90  14.69  23.10
 0.09178   0.00   4.050  0  0.5100  6.4160  84.10  2.6463   5  296.0  16.60  395.50   9.04  23.60
 0.08447   0.00   4.050  0  0.5100  5.8590  68.70  2.7019   5  296.0  16.60  393.23   9.64  22.60
 0.06664   0.00   4.050  0  0.5100  6.5460  33.10  3.1323   5  296.0  16.60  390.96   5.33  29.40
 0.07022   0.00   4.050  0  0.5100  6.0200  47.20  3.5549   5  296.0  16.60  393.23  10.11  23.20
 0.05425   0.00   4.050  0  0.5100  6.3150  73.40  3.3175   5  296.0  16.60  395.60   6.29  24.60
 0.06642   0.00   4.050  0  0.5100  6.8600  74.40  2.9153   5  296.0  16.60  391.27   6.92  29.90
 0.05780   0.00   2.460  0  0.4880  6.9800  58.40  2.8290   3  193.0  17.80  396.90   5.04  37.20
 0.06588   0.00   2.460  0  0.4880  7.7650  83.30  2.7410   3  193.0  17.80  395.56   7.56  39.80
 0.06888   0.00   2.460  0  0.4880  6.1440  62.20  2.5979   3  193.0  17.80  396.90   9.45  36.20
 0.09103   0.00   2.460  0  0.4880  7.1550  92.20  2.7006   3  193.0  17.80  394.12   4.82  37.90
 0.10008   0.00   2.460  0  0.4880  6.5630  95.60  2.8470   3  193.0  17.80  396.90   5.68  32.50
 0.08308   0.00   2.460  0  0.4880  5.6040  89.80  2.9879   3  193.0  17.80  391.00  13.98  26.40
 0.06047   0.00   2.460  0  0.4880  6.1530  68.80  3.2797   3  193.0  17.80  387.11  13.15  29.60
 0.05602   0.00   2.460  0  0.4880  7.8310  53.60  3.1992   3  193.0  17.80  392.63   4.45  50.00
 0.07875  45.00   3.440  0  0.4370  6.7820  41.10  3.7886   5  398.0  15.20  393.87   6.68  32.00
 0.12579  45.00   3.440  0  0.4370  6.5560  29.10  4.5667   5  398.0  15.20  382.84   4.56  29.80
 0.08370  45.00   3.440  0  0.4370  7.1850  38.90  4.5667   5  398.0  15.20  396.90   5.39  34.90
 0.09068  45.00   3.440  0  0.4370  6.9510  21.50  6.4798   5  398.0  15.20  377.68   5.10  37.00
 0.06911  45.00   3.440  0  0.4370  6.7390  30.80  6.4798   5  398.0  15.20  389.71   4.69  30.50
 0.08664  45.00   3.440  0  0.4370  7.1780  26.30  6.4798   5  398.0  15.20  390.49   2.87  36.40
 0.02187  60.00   2.930  0  0.4010  6.8000   9.90  6.2196   1  265.0  15.60  393.37   5.03  31.10
 0.01439  60.00   2.930  0  0.4010  6.6040  18.80  6.2196   1  265.0  15.60  376.70   4.38  29.10
 0.01381  80.00   0.460  0  0.4220  7.8750  32.00  5.6484   4  255.0  14.40  394.23   2.97  50.00
 0.04011  80.00   1.520  0  0.4040  7.2870  34.10  7.3090   2  329.0  12.60  396.90   4.08  33.30
 0.04666  80.00   1.520  0  0.4040  7.1070  36.60  7.3090   2  329.0  12.60  354.31   8.61  30.30
 0.03768  80.00   1.520  0  0.4040  7.2740  38.30  7.3090   2  329.0  12.60  392.20   6.62  34.60
 0.03150  95.00   1.470  0  0.4030  6.9750  15.30  7.6534   3  402.0  17.00  396.90   4.56  34.90
 0.01778  95.00   1.470  0  0.4030  7.1350  13.90  7.6534   3  402.0  17.00  384.30   4.45  32.90
 0.03445  82.50   2.030  0  0.4150  6.1620  38.40  6.2700   2  348.0  14.70  393.77   7.43  24.10
 0.02177  82.50   2.030  0  0.4150  7.6100  15.70  6.2700   2  348.0  14.70  395.38   3.11  42.30
 0.03510  95.00   2.680  0  0.4161  7.8530  33.20  5.1180   4  224.0  14.70  392.78   3.81  48.50
 0.02009  95.00   2.680  0  0.4161  8.0340  31.90  5.1180   4  224.0  14.70  390.55   2.88  50.00
 0.13642   0.00  10.590  0  0.4890  5.8910  22.30  3.9454   4  277.0  18.60  396.90  10.87  22.60
 0.22969   0.00  10.590  0  0.4890  6.3260  52.50  4.3549   4  277.0  18.60  394.87  10.97  24.40
 0.25199   0.00  10.590  0  0.4890  5.7830  72.70  4.3549   4  277.0  18.60  389.43  18.06  22.50
 0.13587   0.00  10.590  1  0.4890  6.0640  59.10  4.2392   4  277.0  18.60  381.32  14.66  24.40
 0.43571   0.00  10.590  1  0.4890  5.3440 100.00  3.8750   4  277.0  18.60  396.90  23.09  20.00
 0.17446   0.00  10.590  1  0.4890  5.9600  92.10  3.8771   4  277.0  18.60  393.25  17.27  21.70
 0.37578   0.00  10.590  1  0.4890  5.4040  88.60  3.6650   4  277.0  18.60  395.24  23.98  19.30
 0.21719   0.00  10.590  1  0.4890  5.8070  53.80  3.6526   4  277.0  18.60  390.94  16.03  22.40
 0.14052   0.00  10.590  0  0.4890  6.3750  32.30  3.9454   4  277.0  18.60  385.81   9.38  28.10
 0.28955   0.00  10.590  0  0.4890  5.4120   9.80  3.5875   4  277.0  18.60  348.93  29.55  23.70
 0.19802   0.00  10.590  0  0.4890  6.1820  42.40  3.9454   4  277.0  18.60  393.63   9.47  25.00
 0.04560   0.00  13.890  1  0.5500  5.8880  56.00  3.1121   5  276.0  16.40  392.80  13.51  23.30
 0.07013   0.00  13.890  0  0.5500  6.6420  85.10  3.4211   5  276.0  16.40  392.78   9.69  28.70
 0.11069   0.00  13.890  1  0.5500  5.9510  93.80  2.8893   5  276.0  16.40  396.90  17.92  21.50
 0.11425   0.00  13.890  1  0.5500  6.3730  92.40  3.3633   5  276.0  16.40  393.74  10.50  23.00
 0.35809   0.00   6.200  1  0.5070  6.9510  88.50  2.8617   8  307.0  17.40  391.70   9.71  26.70
 0.40771   0.00   6.200  1  0.5070  6.1640  91.30  3.0480   8  307.0  17.40  395.24  21.46  21.70
 0.62356   0.00   6.200  1  0.5070  6.8790  77.70  3.2721   8  307.0  17.40  390.39   9.93  27.50
 0.61470   0.00   6.200  0  0.5070  6.6180  80.80  3.2721   8  307.0  17.40  396.90   7.60  30.10
 0.31533   0.00   6.200  0  0.5040  8.2660  78.30  2.8944   8  307.0  17.40  385.05   4.14  44.80
 0.52693   0.00   6.200  0  0.5040  8.7250  83.00  2.8944   8  307.0  17.40  382.00   4.63  50.00
 0.38214   0.00   6.200  0  0.5040  8.0400  86.50  3.2157   8  307.0  17.40  387.38   3.13  37.60
 0.41238   0.00   6.200  0  0.5040  7.1630  79.90  3.2157   8  307.0  17.40  372.08   6.36  31.60
 0.29819   0.00   6.200  0  0.5040  7.6860  17.00  3.3751   8  307.0  17.40  377.51   3.92  46.70
 0.44178   0.00   6.200  0  0.5040  6.5520  21.40  3.3751   8  307.0  17.40  380.34   3.76  31.50
 0.53700   0.00   6.200  0  0.5040  5.9810  68.10  3.6715   8  307.0  17.40  378.35  11.65  24.30
 0.46296   0.00   6.200  0  0.5040  7.4120  76.90  3.6715   8  307.0  17.40  376.14   5.25  31.70
 0.57529   0.00   6.200  0  0.5070  8.3370  73.30  3.8384   8  307.0  17.40  385.91   2.47  41.70
 0.33147   0.00   6.200  0  0.5070  8.2470  70.40  3.6519   8  307.0  17.40  378.95   3.95  48.30
 0.44791   0.00   6.200  1  0.5070  6.7260  66.50  3.6519   8  307.0  17.40  360.20   8.05  29.00
 0.33045   0.00   6.200  0  0.5070  6.0860  61.50  3.6519   8  307.0  17.40  376.75  10.88  24.00
 0.52058   0.00   6.200  1  0.5070  6.6310  76.50  4.1480   8  307.0  17.40  388.45   9.54  25.10
 0.51183   0.00   6.200  0  0.5070  7.3580  71.60  4.1480   8  307.0  17.40  390.07   4.73  31.50
 0.08244  30.00   4.930  0  0.4280  6.4810  18.50  6.1899   6  300.0  16.60  379.41   6.36  23.70
 0.09252  30.00   4.930  0  0.4280  6.6060  42.20  6.1899   6  300.0  16.60  383.78   7.37  23.30
 0.11329  30.00   4.930  0  0.4280  6.8970  54.30  6.3361   6  300.0  16.60  391.25  11.38  22.00
 0.10612  30.00   4.930  0  0.4280  6.0950  65.10  6.3361   6  300.0  16.60  394.62  12.40  20.10
 0.10290  30.00   4.930  0  0.4280  6.3580  52.90  7.0355   6  300.0  16.60  372.75  11.22  22.20
 0.12757  30.00   4.930  0  0.4280  6.3930   7.80  7.0355   6  300.0  16.60  374.71   5.19  23.70
 0.20608  22.00   5.860  0  0.4310  5.5930  76.50  7.9549   7  330.0  19.10  372.49  12.50  17.60
 0.19133  22.00   5.860  0  0.4310  5.6050  70.20  7.9549   7  330.0  19.10  389.13  18.46  18.50
 0.33983  22.00   5.860  0  0.4310  6.1080  34.90  8.0555   7  330.0  19.10  390.18   9.16  24.30
 0.19657  22.00   5.860  0  0.4310  6.2260  79.20  8.0555   7  330.0  19.10  376.14  10.15  20.50
 0.16439  22.00   5.860  0  0.4310  6.4330  49.10  7.8265   7  330.0  19.10  374.71   9.52  24.50
 0.19073  22.00   5.860  0  0.4310  6.7180  17.50  7.8265   7  330.0  19.10  393.74   6.56  26.20
 0.14030  22.00   5.860  0  0.4310  6.4870  13.00  7.3967   7  330.0  19.10  396.28   5.90  24.40
 0.21409  22.00   5.860  0  0.4310  6.4380   8.90  7.3967   7  330.0  19.10  377.07   3.59  24.80
 0.08221  22.00   5.860  0  0.4310  6.9570   6.80  8.9067   7  330.0  19.10  386.09   3.53  29.60
 0.36894  22.00   5.860  0  0.4310  8.2590   8.40  8.9067   7  330.0  19.10  396.90   3.54  42.80
 0.04819  80.00   3.640  0  0.3920  6.1080  32.00  9.2203   1  315.0  16.40  392.89   6.57  21.90
 0.03548  80.00   3.640  0  0.3920  5.8760  19.10  9.2203   1  315.0  16.40  395.18   9.25  20.90
 0.01538  90.00   3.750  0  0.3940  7.4540  34.20  6.3361   3  244.0  15.90  386.34   3.11  44.00
 0.61154  20.00   3.970  0  0.6470  8.7040  86.90  1.8010   5  264.0  13.00  389.70   5.12  50.00
 0.66351  20.00   3.970  0  0.6470  7.3330 100.00  1.8946   5  264.0  13.00  383.29   7.79  36.00
 0.65665  20.00   3.970  0  0.6470  6.8420 100.00  2.0107   5  264.0  13.00  391.93   6.90  30.10
 0.54011  20.00   3.970  0  0.6470  7.2030  81.80  2.1121   5  264.0  13.00  392.80   9.59  33.80
 0.53412  20.00   3.970  0  0.6470  7.5200  89.40  2.1398   5  264.0  13.00  388.37   7.26  43.10
 0.52014  20.00   3.970  0  0.6470  8.3980  91.50  2.2885   5  264.0  13.00  386.86   5.91  48.80
 0.82526  20.00   3.970  0  0.6470  7.3270  94.50  2.0788   5  264.0  13.00  393.42  11.25  31.00
 0.55007  20.00   3.970  0  0.6470  7.2060  91.60  1.9301   5  264.0  13.00  387.89   8.10  36.50
 0.76162  20.00   3.970  0  0.6470  5.5600  62.80  1.9865   5  264.0  13.00  392.40  10.45  22.80
 0.78570  20.00   3.970  0  0.6470  7.0140  84.60  2.1329   5  264.0  13.00  384.07  14.79  30.70
 0.57834  20.00   3.970  0  0.5750  8.2970  67.00  2.4216   5  264.0  13.00  384.54   7.44  50.00
 0.54050  20.00   3.970  0  0.5750  7.4700  52.60  2.8720   5  264.0  13.00  390.30   3.16  43.50
 0.09065  20.00   6.960  1  0.4640  5.9200  61.50  3.9175   3  223.0  18.60  391.34  13.65  20.70
 0.29916  20.00   6.960  0  0.4640  5.8560  42.10  4.4290   3  223.0  18.60  388.65  13.00  21.10
 0.16211  20.00   6.960  0  0.4640  6.2400  16.30  4.4290   3  223.0  18.60  396.90   6.59  25.20
 0.11460  20.00   6.960  0  0.4640  6.5380  58.70  3.9175   3  223.0  18.60  394.96   7.73  24.40
 0.22188  20.00   6.960  1  0.4640  7.6910  51.80  4.3665   3  223.0  18.60  390.77   6.58  35.20
 0.05644  40.00   6.410  1  0.4470  6.7580  32.90  4.0776   4  254.0  17.60  396.90   3.53  32.40
 0.09604  40.00   6.410  0  0.4470  6.8540  42.80  4.2673   4  254.0  17.60  396.90   2.98  32.00
 0.10469  40.00   6.410  1  0.4470  7.2670  49.00  4.7872   4  254.0  17.60  389.25   6.05  33.20
 0.06127  40.00   6.410  1  0.4470  6.8260  27.60  4.8628   4  254.0  17.60  393.45   4.16  33.10
 0.07978  40.00   6.410  0  0.4470  6.4820  32.10  4.1403   4  254.0  17.60  396.90   7.19  29.10
 0.21038  20.00   3.330  0  0.4429  6.8120  32.20  4.1007   5  216.0  14.90  396.90   4.85  35.10
 0.03578  20.00   3.330  0  0.4429  7.8200  64.50  4.6947   5  216.0  14.90  387.31   3.76  45.40
 0.03705  20.00   3.330  0  0.4429  6.9680  37.20  5.2447   5  216.0  14.90  392.23   4.59  35.40
 0.06129  20.00   3.330  1  0.4429  7.6450  49.70  5.2119   5  216.0  14.90  377.07   3.01  46.00
 0.01501  90.00   1.210  1  0.4010  7.9230  24.80  5.8850   1  198.0  13.60  395.52   3.16  50.00
 0.00906  90.00   2.970  0  0.4000  7.0880  20.80  7.3073   1  285.0  15.30  394.72   7.85  32.20
 0.01096  55.00   2.250  0  0.3890  6.4530  31.90  7.3073   1  300.0  15.30  394.72   8.23  22.00
 0.01965  80.00   1.760  0  0.3850  6.2300  31.50  9.0892   1  241.0  18.20  341.60  12.93  20.10
 0.03871  52.50   5.320  0  0.4050  6.2090  31.30  7.3172   6  293.0  16.60  396.90   7.14  23.20
 0.04590  52.50   5.320  0  0.4050  6.3150  45.60  7.3172   6  293.0  16.60  396.90   7.60  22.30
 0.04297  52.50   5.320  0  0.4050  6.5650  22.90  7.3172   6  293.0  16.60  371.72   9.51  24.80
 0.03502  80.00   4.950  0  0.4110  6.8610  27.90  5.1167   4  245.0  19.20  396.90   3.33  28.50
 0.07886  80.00   4.950  0  0.4110  7.1480  27.70  5.1167   4  245.0  19.20  396.90   3.56  37.30
 0.03615  80.00   4.950  0  0.4110  6.6300  23.40  5.1167   4  245.0  19.20  396.90   4.70  27.90
 0.08265   0.00  13.920  0  0.4370  6.1270  18.40  5.5027   4  289.0  16.00  396.90   8.58  23.90
 0.08199   0.00  13.920  0  0.4370  6.0090  42.30  5.5027   4  289.0  16.00  396.90  10.40  21.70
 0.12932   0.00  13.920  0  0.4370  6.6780  31.10  5.9604   4  289.0  16.00  396.90   6.27  28.60
 0.05372   0.00  13.920  0  0.4370  6.5490  51.00  5.9604   4  289.0  16.00  392.85   7.39  27.10
 0.14103   0.00  13.920  0  0.4370  5.7900  58.00  6.3200   4  289.0  16.00  396.90  15.84  20.30
 0.06466  70.00   2.240  0  0.4000  6.3450  20.10  7.8278   5  358.0  14.80  368.24   4.97  22.50
 0.05561  70.00   2.240  0  0.4000  7.0410  10.00  7.8278   5  358.0  14.80  371.58   4.74  29.00
 0.04417  70.00   2.240  0  0.4000  6.8710  47.40  7.8278   5  358.0  14.80  390.86   6.07  24.80
 0.03537  34.00   6.090  0  0.4330  6.5900  40.40  5.4917   7  329.0  16.10  395.75   9.50  22.00
 0.09266  34.00   6.090  0  0.4330  6.4950  18.40  5.4917   7  329.0  16.10  383.61   8.67  26.40
 0.10000  34.00   6.090  0  0.4330  6.9820  17.70  5.4917   7  329.0  16.10  390.43   4.86  33.10
 0.05515  33.00   2.180  0  0.4720  7.2360  41.10  4.0220   7  222.0  18.40  393.68   6.93  36.10
 0.05479  33.00   2.180  0  0.4720  6.6160  58.10  3.3700   7  222.0  18.40  393.36   8.93  28.40
 0.07503  33.00   2.180  0  0.4720  7.4200  71.90  3.0992   7  222.0  18.40  396.90   6.47  33.40
 0.04932  33.00   2.180  0  0.4720  6.8490  70.30  3.1827   7  222.0  18.40  396.90   7.53  28.20
 0.49298   0.00   9.900  0  0.5440  6.6350  82.50  3.3175   4  304.0  18.40  396.90   4.54  22.80
 0.34940   0.00   9.900  0  0.5440  5.9720  76.70  3.1025   4  304.0  18.40  396.24   9.97  20.30
 2.63548   0.00   9.900  0  0.5440  4.9730  37.80  2.5194   4  304.0  18.40  350.45  12.64  16.10
 0.79041   0.00   9.900  0  0.5440  6.1220  52.80  2.6403   4  304.0  18.40  396.90   5.98  22.10
 0.26169   0.00   9.900  0  0.5440  6.0230  90.40  2.8340   4  304.0  18.40  396.30  11.72  19.40
 0.26938   0.00   9.900  0  0.5440  6.2660  82.80  3.2628   4  304.0  18.40  393.39   7.90  21.60
 0.36920   0.00   9.900  0  0.5440  6.5670  87.30  3.6023   4  304.0  18.40  395.69   9.28  23.80
 0.25356   0.00   9.900  0  0.5440  5.7050  77.70  3.9450   4  304.0  18.40  396.42  11.50  16.20
 0.31827   0.00   9.900  0  0.5440  5.9140  83.20  3.9986   4  304.0  18.40  390.70  18.33  17.80
 0.24522   0.00   9.900  0  0.5440  5.7820  71.70  4.0317   4  304.0  18.40  396.90  15.94  19.80
 0.40202   0.00   9.900  0  0.5440  6.3820  67.20  3.5325   4  304.0  18.40  395.21  10.36  23.10
 0.47547   0.00   9.900  0  0.5440  6.1130  58.80  4.0019   4  304.0  18.40  396.23  12.73  21.00
 0.16760   0.00   7.380  0  0.4930  6.4260  52.30  4.5404   5  287.0  19.60  396.90   7.20  23.80
 0.18159   0.00   7.380  0  0.4930  6.3760  54.30  4.5404   5  287.0  19.60  396.90   6.87  23.10
 0.35114   0.00   7.380  0  0.4930  6.0410  49.90  4.7211   5  287.0  19.60  396.90   7.70  20.40
 0.28392   0.00   7.380  0  0.4930  5.7080  74.30  4.7211   5  287.0  19.60  391.13  11.74  18.50
 0.34109   0.00   7.380  0  0.4930  6.4150  40.10  4.7211   5  287.0  19.60  396.90   6.12  25.00
 0.19186   0.00   7.380  0  0.4930  6.4310  14.70  5.4159   5  287.0  19.60  393.68   5.08  24.60
 0.30347   0.00   7.380  0  0.4930  6.3120  28.90  5.4159   5  287.0  19.60  396.90   6.15  23.00
 0.24103   0.00   7.380  0  0.4930  6.0830  43.70  5.4159   5  287.0  19.60  396.90  12.79  22.20
 0.06617   0.00   3.240  0  0.4600  5.8680  25.80  5.2146   4  430.0  16.90  382.44   9.97  19.30
 0.06724   0.00   3.240  0  0.4600  6.3330  17.20  5.2146   4  430.0  16.90  375.21   7.34  22.60
 0.04544   0.00   3.240  0  0.4600  6.1440  32.20  5.8736   4  430.0  16.90  368.57   9.09  19.80
 0.05023  35.00   6.060  0  0.4379  5.7060  28.40  6.6407   1  304.0  16.90  394.02  12.43  17.10
 0.03466  35.00   6.060  0  0.4379  6.0310  23.30  6.6407   1  304.0  16.90  362.25   7.83  19.40
 0.05083   0.00   5.190  0  0.5150  6.3160  38.10  6.4584   5  224.0  20.20  389.71   5.68  22.20
 0.03738   0.00   5.190  0  0.5150  6.3100  38.50  6.4584   5  224.0  20.20  389.40   6.75  20.70
 0.03961   0.00   5.190  0  0.5150  6.0370  34.50  5.9853   5  224.0  20.20  396.90   8.01  21.10
 0.03427   0.00   5.190  0  0.5150  5.8690  46.30  5.2311   5  224.0  20.20  396.90   9.80  19.50
 0.03041   0.00   5.190  0  0.5150  5.8950  59.60  5.6150   5  224.0  20.20  394.81  10.56  18.50
 0.03306   0.00   5.190  0  0.5150  6.0590  37.30  4.8122   5  224.0  20.20  396.14   8.51  20.60
 0.05497   0.00   5.190  0  0.5150  5.9850  45.40  4.8122   5  224.0  20.20  396.90   9.74  19.00
 0.06151   0.00   5.190  0  0.5150  5.9680  58.50  4.8122   5  224.0  20.20  396.90   9.29  18.70
 0.01301  35.00   1.520  0  0.4420  7.2410  49.30  7.0379   1  284.0  15.50  394.74   5.49  32.70
 0.02498   0.00   1.890  0  0.5180  6.5400  59.70  6.2669   1  422.0  15.90  389.96   8.65  16.50
 0.02543  55.00   3.780  0  0.4840  6.6960  56.40  5.7321   5  370.0  17.60  396.90   7.18  23.90
 0.03049  55.00   3.780  0  0.4840  6.8740  28.10  6.4654   5  370.0  17.60  387.97   4.61  31.20
 0.03113   0.00   4.390  0  0.4420  6.0140  48.50  8.0136   3  352.0  18.80  385.64  10.53  17.50
 0.06162   0.00   4.390  0  0.4420  5.8980  52.30  8.0136   3  352.0  18.80  364.61  12.67  17.20
 0.01870  85.00   4.150  0  0.4290  6.5160  27.70  8.5353   4  351.0  17.90  392.43   6.36  23.10
 0.01501  80.00   2.010  0  0.4350  6.6350  29.70  8.3440   4  280.0  17.00  390.94   5.99  24.50
 0.02899  40.00   1.250  0  0.4290  6.9390  34.50  8.7921   1  335.0  19.70  389.85   5.89  26.60
 0.06211  40.00   1.250  0  0.4290  6.4900  44.40  8.7921   1  335.0  19.70  396.90   5.98  22.90
 0.07950  60.00   1.690  0  0.4110  6.5790  35.90 10.7103   4  411.0  18.30  370.78   5.49  24.10
 0.07244  60.00   1.690  0  0.4110  5.8840  18.50 10.7103   4  411.0  18.30  392.33   7.79  18.60
 0.01709  90.00   2.020  0  0.4100  6.7280  36.10 12.1265   5  187.0  17.00  384.46   4.50  30.10
 0.04301  80.00   1.910  0  0.4130  5.6630  21.90 10.5857   4  334.0  22.00  382.80   8.05  18.20
 0.10659  80.00   1.910  0  0.4130  5.9360  19.50 10.5857   4  334.0  22.00  376.04   5.57  20.60
 8.98296   0.00  18.100  1  0.7700  6.2120  97.40  2.1222  24  666.0  20.20  377.73  17.60  17.80
 3.84970   0.00  18.100  1  0.7700  6.3950  91.00  2.5052  24  666.0  20.20  391.34  13.27  21.70
 5.20177   0.00  18.100  1  0.7700  6.1270  83.40  2.7227  24  666.0  20.20  395.43  11.48  22.70
 4.26131   0.00  18.100  0  0.7700  6.1120  81.30  2.5091  24  666.0  20.20  390.74  12.67  22.60
 4.54192   0.00  18.100  0  0.7700  6.3980  88.00  2.5182  24  666.0  20.20  374.56   7.79  25.00
 3.83684   0.00  18.100  0  0.7700  6.2510  91.10  2.2955  24  666.0  20.20  350.65  14.19  19.90
 3.67822   0.00  18.100  0  0.7700  5.3620  96.20  2.1036  24  666.0  20.20  380.79  10.19  20.80
 4.22239   0.00  18.100  1  0.7700  5.8030  89.00  1.9047  24  666.0  20.20  353.04  14.64  16.80
 3.47428   0.00  18.100  1  0.7180  8.7800  82.90  1.9047  24  666.0  20.20  354.55   5.29  21.90
 4.55587   0.00  18.100  0  0.7180  3.5610  87.90  1.6132  24  666.0  20.20  354.70   7.12  27.50
 3.69695   0.00  18.100  0  0.7180  4.9630  91.40  1.7523  24  666.0  20.20  316.03  14.00  21.90
13.52220   0.00  18.100  0  0.6310  3.8630 100.00  1.5106  24  666.0  20.20  131.42  13.33  23.10
 4.89822   0.00  18.100  0  0.6310  4.9700 100.00  1.3325  24  666.0  20.20  375.52   3.26  50.00
 5.66998   0.00  18.100  1  0.6310  6.6830  96.80  1.3567  24  666.0  20.20  375.33   3.73  50.00
 6.53876   0.00  18.100  1  0.6310  7.0160  97.50  1.2024  24  666.0  20.20  392.05   2.96  50.00
 9.23230   0.00  18.100  0  0.6310  6.2160 100.00  1.1691  24  666.0  20.20  366.15   9.53  50.00
 8.26725   0.00  18.100  1  0.6680  5.8750  89.60  1.1296  24  666.0  20.20  347.88   8.88  50.00
11.10810   0.00  18.100  0  0.6680  4.9060 100.00  1.1742  24  666.0  20.20  396.90  34.77  13.80
18.49820   0.00  18.100  0  0.6680  4.1380 100.00  1.1370  24  666.0  20.20  396.90  37.97  13.80
19.60910   0.00  18.100  0  0.6710  7.3130  97.90  1.3163  24  666.0  20.20  396.90  13.44  15.00
15.28800   0.00  18.100  0  0.6710  6.6490  93.30  1.3449  24  666.0  20.20  363.02  23.24  13.90
 9.82349   0.00  18.100  0  0.6710  6.7940  98.80  1.3580  24  666.0  20.20  396.90  21.24  13.30
23.64820   0.00  18.100  0  0.6710  6.3800  96.20  1.3861  24  666.0  20.20  396.90  23.69  13.10
17.86670   0.00  18.100  0  0.6710  6.2230 100.00  1.3861  24  666.0  20.20  393.74  21.78  10.20
88.97620   0.00  18.100  0  0.6710  6.9680  91.90  1.4165  24  666.0  20.20  396.90  17.21  10.40
15.87440   0.00  18.100  0  0.6710  6.5450  99.10  1.5192  24  666.0  20.20  396.90  21.08  10.90
 9.18702   0.00  18.100  0  0.7000  5.5360 100.00  1.5804  24  666.0  20.20  396.90  23.60  11.30
 7.99248   0.00  18.100  0  0.7000  5.5200 100.00  1.5331  24  666.0  20.20  396.90  24.56  12.30
20.08490   0.00  18.100  0  0.7000  4.3680  91.20  1.4395  24  666.0  20.20  285.83  30.63   8.80
16.81180   0.00  18.100  0  0.7000  5.2770  98.10  1.4261  24  666.0  20.20  396.90  30.81   7.20
24.39380   0.00  18.100  0  0.7000  4.6520 100.00  1.4672  24  666.0  20.20  396.90  28.28  10.50
22.59710   0.00  18.100  0  0.7000  5.0000  89.50  1.5184  24  666.0  20.20  396.90  31.99   7.40
14.33370   0.00  18.100  0  0.7000  4.8800 100.00  1.5895  24  666.0  20.20  372.92  30.62  10.20
 8.15174   0.00  18.100  0  0.7000  5.3900  98.90  1.7281  24  666.0  20.20  396.90  20.85  11.50
 6.96215   0.00  18.100  0  0.7000  5.7130  97.00  1.9265  24  666.0  20.20  394.43  17.11  15.10
 5.29305   0.00  18.100  0  0.7000  6.0510  82.50  2.1678  24  666.0  20.20  378.38  18.76  23.20
11.57790   0.00  18.100  0  0.7000  5.0360  97.00  1.7700  24  666.0  20.20  396.90  25.68   9.70
 8.64476   0.00  18.100  0  0.6930  6.1930  92.60  1.7912  24  666.0  20.20  396.90  15.17  13.80
13.35980   0.00  18.100  0  0.6930  5.8870  94.70  1.7821  24  666.0  20.20  396.90  16.35  12.70
 8.71675   0.00  18.100  0  0.6930  6.4710  98.80  1.7257  24  666.0  20.20  391.98  17.12  13.10
 5.87205   0.00  18.100  0  0.6930  6.4050  96.00  1.6768  24  666.0  20.20  396.90  19.37  12.50
 7.67202   0.00  18.100  0  0.6930  5.7470  98.90  1.6334  24  666.0  20.20  393.10  19.92   8.50
38.35180   0.00  18.100  0  0.6930  5.4530 100.00  1.4896  24  666.0  20.20  396.90  30.59   5.00
 9.91655   0.00  18.100  0  0.6930  5.8520  77.80  1.5004  24  666.0  20.20  338.16  29.97   6.30
25.04610   0.00  18.100  0  0.6930  5.9870 100.00  1.5888  24  666.0  20.20  396.90  26.77   5.60
14.23620   0.00  18.100  0  0.6930  6.3430 100.00  1.5741  24  666.0  20.20  396.90  20.32   7.20
 9.59571   0.00  18.100  0  0.6930  6.4040 100.00  1.6390  24  666.0  20.20  376.11  20.31  12.10
24.80170   0.00  18.100  0  0.6930  5.3490  96.00  1.7028  24  666.0  20.20  396.90  19.77   8.30
41.52920   0.00  18.100  0  0.6930  5.5310  85.40  1.6074  24  666.0  20.20  329.46  27.38   8.50
67.92080   0.00  18.100  0  0.6930  5.6830 100.00  1.4254  24  666.0  20.20  384.97  22.98   5.00
20.71620   0.00  18.100  0  0.6590  4.1380 100.00  1.1781  24  666.0  20.20  370.22  23.34  11.90
11.95110   0.00  18.100  0  0.6590  5.6080 100.00  1.2852  24  666.0  20.20  332.09  12.13  27.90
 7.40389   0.00  18.100  0  0.5970  5.6170  97.90  1.4547  24  666.0  20.20  314.64  26.40  17.20
14.43830   0.00  18.100  0  0.5970  6.8520 100.00  1.4655  24  666.0  20.20  179.36  19.78  27.50
51.13580   0.00  18.100  0  0.5970  5.7570 100.00  1.4130  24  666.0  20.20    2.60  10.11  15.00
14.05070   0.00  18.100  0  0.5970  6.6570 100.00  1.5275  24  666.0  20.20   35.05  21.22  17.20
18.81100   0.00  18.100  0  0.5970  4.6280 100.00  1.5539  24  666.0  20.20   28.79  34.37  17.90
28.65580   0.00  18.100  0  0.5970  5.1550 100.00  1.5894  24  666.0  20.20  210.97  20.08  16.30
45.74610   0.00  18.100  0  0.6930  4.5190 100.00  1.6582  24  666.0  20.20   88.27  36.98   7.00
18.08460   0.00  18.100  0  0.6790  6.4340 100.00  1.8347  24  666.0  20.20   27.25  29.05   7.20
10.83420   0.00  18.100  0  0.6790  6.7820  90.80  1.8195  24  666.0  20.20   21.57  25.79   7.50
25.94060   0.00  18.100  0  0.6790  5.3040  89.10  1.6475  24  666.0  20.20  127.36  26.64  10.40
73.53410   0.00  18.100  0  0.6790  5.9570 100.00  1.8026  24  666.0  20.20   16.45  20.62   8.80
11.81230   0.00  18.100  0  0.7180  6.8240  76.50  1.7940  24  666.0  20.20   48.45  22.74   8.40
11.08740   0.00  18.100  0  0.7180  6.4110 100.00  1.8589  24  666.0  20.20  318.75  15.02  16.70
 7.02259   0.00  18.100  0  0.7180  6.0060  95.30  1.8746  24  666.0  20.20  319.98  15.70  14.20
12.04820   0.00  18.100  0  0.6140  5.6480  87.60  1.9512  24  666.0  20.20  291.55  14.10  20.80
 7.05042   0.00  18.100  0  0.6140  6.1030  85.10  2.0218  24  666.0  20.20    2.52  23.29  13.40
 8.79212   0.00  18.100  0  0.5840  5.5650  70.60  2.0635  24  666.0  20.20    3.65  17.16  11.70
15.86030   0.00  18.100  0  0.6790  5.8960  95.40  1.9096  24  666.0  20.20    7.68  24.39   8.30
12.24720   0.00  18.100  0  0.5840  5.8370  59.70  1.9976  24  666.0  20.20   24.65  15.69  10.20
37.66190   0.00  18.100  0  0.6790  6.2020  78.70  1.8629  24  666.0  20.20   18.82  14.52  10.90
 7.36711   0.00  18.100  0  0.6790  6.1930  78.10  1.9356  24  666.0  20.20   96.73  21.52  11.00
 9.33889   0.00  18.100  0  0.6790  6.3800  95.60  1.9682  24  666.0  20.20   60.72  24.08   9.50
 8.49213   0.00  18.100  0  0.5840  6.3480  86.10  2.0527  24  666.0  20.20   83.45  17.64  14.50
10.06230   0.00  18.100  0  0.5840  6.8330  94.30  2.0882  24  666.0  20.20   81.33  19.69  14.10
 6.44405   0.00  18.100  0  0.5840  6.4250  74.80  2.2004  24  666.0  20.20   97.95  12.03  16.10
 5.58107   0.00  18.100  0  0.7130  6.4360  87.90  2.3158  24  666.0  20.20  100.19  16.22  14.30
13.91340   0.00  18.100  0  0.7130  6.2080  95.00  2.2222  24  666.0  20.20  100.63  15.17  11.70
11.16040   0.00  18.100  0  0.7400  6.6290  94.60  2.1247  24  666.0  20.20  109.85  23.27  13.40
14.42080   0.00  18.100  0  0.7400  6.4610  93.30  2.0026  24  666.0  20.20   27.49  18.05   9.60
15.17720   0.00  18.100  0  0.7400  6.1520 100.00  1.9142  24  666.0  20.20    9.32  26.45   8.70
13.67810   0.00  18.100  0  0.7400  5.9350  87.90  1.8206  24  666.0  20.20   68.95  34.02   8.40
 9.39063   0.00  18.100  0  0.7400  5.6270  93.90  1.8172  24  666.0  20.20  396.90  22.88  12.80
22.05110   0.00  18.100  0  0.7400  5.8180  92.40  1.8662  24  666.0  20.20  391.45  22.11  10.50
 9.72418   0.00  18.100  0  0.7400  6.4060  97.20  2.0651  24  666.0  20.20  385.96  19.52  17.10
 5.66637   0.00  18.100  0  0.7400  6.2190 100.00  2.0048  24  666.0  20.20  395.69  16.59  18.40
 9.96654   0.00  18.100  0  0.7400  6.4850 100.00  1.9784  24  666.0  20.20  386.73  18.85  15.40
12.80230   0.00  18.100  0  0.7400  5.8540  96.60  1.8956  24  666.0  20.20  240.52  23.79  10.80
10.67180   0.00  18.100  0  0.7400  6.4590  94.80  1.9879  24  666.0  20.20   43.06  23.98  11.80
 6.28807   0.00  18.100  0  0.7400  6.3410  96.40  2.0720  24  666.0  20.20  318.01  17.79  14.90
 9.92485   0.00  18.100  0  0.7400  6.2510  96.60  2.1980  24  666.0  20.20  388.52  16.44  12.60
 9.32909   0.00  18.100  0  0.7130  6.1850  98.70  2.2616  24  666.0  20.20  396.90  18.13  14.10
 7.52601   0.00  18.100  0  0.7130  6.4170  98.30  2.1850  24  666.0  20.20  304.21  19.31  13.00
 6.71772   0.00  18.100  0  0.7130  6.7490  92.60  2.3236  24  666.0  20.20    0.32  17.44  13.40
 5.44114   0.00  18.100  0  0.7130  6.6550  98.20  2.3552  24  666.0  20.20  355.29  17.73  15.20
 5.09017   0.00  18.100  0  0.7130  6.2970  91.80  2.3682  24  666.0  20.20  385.09  17.27  16.10
 8.24809   0.00  18.100  0  0.7130  7.3930  99.30  2.4527  24  666.0  20.20  375.87  16.74  17.80
 9.51363   0.00  18.100  0  0.7130  6.7280  94.10  2.4961  24  666.0  20.20    6.68  18.71  14.90
 4.75237   0.00  18.100  0  0.7130  6.5250  86.50  2.4358  24  666.0  20.20   50.92  18.13  14.10
 4.66883   0.00  18.100  0  0.7130  5.9760  87.90  2.5806  24  666.0  20.20   10.48  19.01  12.70
 8.20058   0.00  18.100  0  0.7130  5.9360  80.30  2.7792  24  666.0  20.20    3.50  16.94  13.50
 7.75223   0.00  18.100  0  0.7130  6.3010  83.70  2.7831  24  666.0  20.20  272.21  16.23  14.90
 6.80117   0.00  18.100  0  0.7130  6.0810  84.40  2.7175  24  666.0  20.20  396.90  14.70  20.00
 4.81213   0.00  18.100  0  0.7130  6.7010  90.00  2.5975  24  666.0  20.20  255.23  16.42  16.40
 3.69311   0.00  18.100  0  0.7130  6.3760  88.40  2.5671  24  666.0  20.20  391.43  14.65  17.70
 6.65492   0.00  18.100  0  0.7130  6.3170  83.00  2.7344  24  666.0  20.20  396.90  13.99  19.50
 5.82115   0.00  18.100  0  0.7130  6.5130  89.90  2.8016  24  666.0  20.20  393.82  10.29  20.20
 7.83932   0.00  18.100  0  0.6550  6.2090  65.40  2.9634  24  666.0  20.20  396.90  13.22  21.40
 3.16360   0.00  18.100  0  0.6550  5.7590  48.20  3.0665  24  666.0  20.20  334.40  14.13  19.90
 3.77498   0.00  18.100  0  0.6550  5.9520  84.70  2.8715  24  666.0  20.20   22.01  17.15  19.00
 4.42228   0.00  18.100  0  0.5840  6.0030  94.50  2.5403  24  666.0  20.20  331.29  21.32  19.10
15.57570   0.00  18.100  0  0.5800  5.9260  71.00  2.9084  24  666.0  20.20  368.74  18.13  19.10
13.07510   0.00  18.100  0  0.5800  5.7130  56.70  2.8237  24  666.0  20.20  396.90  14.76  20.10
 4.34879   0.00  18.100  0  0.5800  6.1670  84.00  3.0334  24  666.0  20.20  396.90  16.29  19.90
 4.03841   0.00  18.100  0  0.5320  6.2290  90.70  3.0993  24  666.0  20.20  395.33  12.87  19.60
 3.56868   0.00  18.100  0  0.5800  6.4370  75.00  2.8965  24  666.0  20.20  393.37  14.36  23.20
 4.64689   0.00  18.100  0  0.6140  6.9800  67.60  2.5329  24  666.0  20.20  374.68  11.66  29.80
 8.05579   0.00  18.100  0  0.5840  5.4270  95.40  2.4298  24  666.0  20.20  352.58  18.14  13.80
 6.39312   0.00  18.100  0  0.5840  6.1620  97.40  2.2060  24  666.0  20.20  302.76  24.10  13.30
 4.87141   0.00  18.100  0  0.6140  6.4840  93.60  2.3053  24  666.0  20.20  396.21  18.68  16.70
15.02340   0.00  18.100  0  0.6140  5.3040  97.30  2.1007  24  666.0  20.20  349.48  24.91  12.00
10.23300   0.00  18.100  0  0.6140  6.1850  96.70  2.1705  24  666.0  20.20  379.70  18.03  14.60
14.33370   0.00  18.100  0  0.6140  6.2290  88.00  1.9512  24  666.0  20.20  383.32  13.11  21.40
 5.82401   0.00  18.100  0  0.5320  6.2420  64.70  3.4242  24  666.0  20.20  396.90  10.74  23.00
 5.70818   0.00  18.100  0  0.5320  6.7500  74.90  3.3317  24  666.0  20.20  393.07   7.74  23.70
 5.73116   0.00  18.100  0  0.5320  7.0610  77.00  3.4106  24  666.0  20.20  395.28   7.01  25.00
 2.81838   0.00  18.100  0  0.5320  5.7620  40.30  4.0983  24  666.0  20.20  392.92  10.42  21.80
 2.37857   0.00  18.100  0  0.5830  5.8710  41.90  3.7240  24  666.0  20.20  370.73  13.34  20.60
 3.67367   0.00  18.100  0  0.5830  6.3120  51.90  3.9917  24  666.0  20.20  388.62  10.58  21.20
 5.69175   0.00  18.100  0  0.5830  6.1140  79.80  3.5459  24  666.0  20.20  392.68  14.98  19.10
 4.83567   0.00  18.100  0  0.5830  5.9050  53.20  3.1523  24  666.0  20.20  388.22  11.45  20.60
 0.15086   0.00  27.740  0  0.6090  5.4540  92.70  1.8209   4  711.0  20.10  395.09  18.06  15.20
 0.18337   0.00  27.740  0  0.6090  5.4140  98.30  1.7554   4  711.0  20.10  344.05  23.97   7.00
 0.20746   0.00  27.740  0  0.6090  5.0930  98.00  1.8226   4  711.0  20.10  318.43  29.68   8.10
 0.10574   0.00  27.740  0  0.6090  5.9830  98.80  1.8681   4  711.0  20.10  390.11  18.07  13.60
 0.11132   0.00  27.740  0  0.6090  5.9830  83.50  2.1099   4  711.0  20.10  396.90  13.35  20.10
 0.17331   0.00   9.690  0  0.5850  5.7070  54.00  2.3817   6  391.0  19.20  396.90  12.01  21.80
 0.27957   0.00   9.690  0  0.5850  5.9260  42.60  2.3817   6  391.0  19.20  396.90  13.59  24.50
 0.17899   0.00   9.690  0  0.5850  5.6700  28.80  2.7986   6  391.0  19.20  393.29  17.60  23.10
 0.28960   0.00   9.690  0  0.5850  5.3900  72.90  2.7986   6  391.0  19.20  396.90  21.14  19.70
 0.26838   0.00   9.690  0  0.5850  5.7940  70.60  2.8927   6  391.0  19.20  396.90  14.10  18.30
 0.23912   0.00   9.690  0  0.5850  6.0190  65.30  2.4091   6  391.0  19.20  396.90  12.92  21.20
 0.17783   0.00   9.690  0  0.5850  5.5690  73.50  2.3999   6  391.0  19.20  395.77  15.10  17.50
 0.22438   0.00   9.690  0  0.5850  6.0270  79.70  2.4982   6  391.0  19.20  396.90  14.33  16.80
 0.06263   0.00  11.930  0  0.5730  6.5930  69.10  2.4786   1  273.0  21.00  391.99   9.67  22.40
 0.04527   0.00  11.930  0  0.5730  6.1200  76.70  2.2875   1  273.0  21.00  396.90   9.08  20.60
 0.06076   0.00  11.930  0  0.5730  6.9760  91.00  2.1675   1  273.0  21.00  396.90   5.64  23.90
 0.10959   0.00  11.930  0  0.5730  6.7940  89.30  2.3889   1  273.0  21.00  393.45   6.48  22.00
 0.04741   0.00  11.930  0  0.5730  6.0300  80.80  2.5050   1  273.0  21.00  396.90   7.88  11.90];
end

function p = getPredictionData()
p = [ 0.03601 0.00  5.066  0 0.4629 6.5558 45.00 6.0278 1  291.0 17.50 389.27   7.37   
12.07703 0.00 18.100  0 0.6724 6.0222 89.80 2.0613 24 666.0 20.20  288.08 18.60  
 0.09743 0.00  4.418  0 0.4524 6.4730 49.30 5.1465 3  246.0 18.10 392.41   9.07 
 0.39397 0.00 10.746  0 0.5043 6.1331 60.80 4.4330 4  335.0 19.10 382.72  12.19  
 0.15014 0.00  8.198  0 0.5148 6.1047 60.10 4.0249 6  372.0 17.80 387.36  12.30  
 0.15042 0.00  5.034  0 0.4410 6.6478 40.10 6.4959 7  304.0 18.40 388.43   7.98 
 0.37141 0.00  5.932  0 0.4925 6.9508 67.30 4.4106 8  301.0 17.90 385.27   7.96  
 0.68786 0.00  9.759  0 0.5709 6.3932 69.20 3.6973 5  331.0 16.50 369.19  10.65];
end