Mplus VERSION 5.21
MUTHEN & MUTHEN
06/09/2009   1:28 PM

INPUT INSTRUCTIONS

  Title:
      GMM, 3 classes, 1 zero class

          ordered poly variables for conviction at each
      age 11-21
          dep. variable 0, 1 , 2 (0, 1, or more convictions)

  Data:

          file is naginORDERED.dat;

  Variable:

          names are u11 u12 u13 u14 u15
                    u16 u17 u18 u19 u20
                    u21 c1 c2 c3 c4 c;

          usevar      = u11-u21;
          categorical = u11-u21;
          classes = c(3);

  Analysis:
          type = mixture;

          algo = int;

      starts = 500 10; stiter = 20;

  Model:

     %overall%

     i s q |  u11@-.6   u12@-.5   u13@-.4 u14@-.3 u15@-.2
             u16@-.1  u17@0   u18@.1 u19@.2 u20@.3
             u21@.4;

      s-q@0;

      %c#1%
      [i*2 s q];

          i;


          %c#2%
      [i@0 s q];

          i;

          %c#3%

          [u11$1-u21$1@15];
          [u11$2-u21$2@16];

      [i-q@0];

          i@0;


  Output:

          residual tech1 tech7 tech8;

  Plot:
          type = plot3;
      series = u11-u21(s);





*** WARNING in MODEL command
  All continuous latent variable covariances involving S have been fixed to 0
  because the variance of S is fixed at 0.
*** WARNING in MODEL command
  All continuous latent variable covariances involving Q have been fixed to 0
  because the variance of Q is fixed at 0.
   2 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS




GMM, 3 classes, 1 zero class

ordered poly variables for conviction at each
age 11-21
dep. variable 0, 1 , 2 (0, 1, or more convictions)

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         403

Number of dependent variables                                   11
Number of independent variables                                  0
Number of continuous latent variables                            3
Number of categorical latent variables                           1

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U11         U12         U13         U14         U15         U16
   U17         U18         U19         U20         U21

Continuous latent variables
   I           S           Q

Categorical latent variables
   C


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            1
  Adaptive quadrature                                           ON
Random Starts Specifications
  Number of initial stage random starts                        500
  Number of final stage optimizations                           10
  Number of initial stage iterations                            20
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Link                                                         LOGIT
Cholesky                                                        ON

Input data file(s)
  naginORDERED.dat
Input data format  FREE


SUMMARY OF CATEGORICAL DATA PROPORTIONS

    U11
      Category 1    0.983
      Category 2    0.012
      Category 3    0.005
    U12
      Category 1    0.970
      Category 2    0.025
      Category 3    0.005
    U13
      Category 1    0.948
      Category 2    0.045
      Category 3    0.007
    U14
      Category 1    0.923
      Category 2    0.062
      Category 3    0.015
    U15
      Category 1    0.923
      Category 2    0.055
      Category 3    0.022
    U16
      Category 1    0.928
      Category 2    0.045
      Category 3    0.027
    U17
      Category 1    0.896
      Category 2    0.069
      Category 3    0.035
    U18
      Category 1    0.891
      Category 2    0.084
      Category 3    0.025
    U19
      Category 1    0.906
      Category 2    0.072
      Category 3    0.022
    U20
      Category 1    0.921
      Category 2    0.057
      Category 3    0.022
    U21
      Category 1    0.948
      Category 2    0.042
      Category 3    0.010


RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES

Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:

           -1066.769  580405           286
           -1066.769  464179           106
           -1066.769  253358           2
           -1066.769  217130           443
           -1066.769  195763           358
           -1066.770  479273           156
           -1066.770  414284           158
           -1066.771  728038           177
           -1066.781  857799           315
           -1066.794  960438           116



     WARNING:  WHEN ESTIMATING A MODEL WITH MORE THAN TWO CLASSES, IT MAY BE
     NECESSARY TO INCREASE THE NUMBER OF RANDOM STARTS USING THE STARTS OPTION
     TO AVOID LOCAL MAXIMA.


THE MODEL ESTIMATION TERMINATED NORMALLY



TESTS OF MODEL FIT

Loglikelihood

          H0 Value                       -1066.769
          H0 Scaling Correction Factor       1.004
            for MLR

Information Criteria

          Number of Free Parameters             11
          Akaike (AIC)                    2155.537
          Bayesian (BIC)                  2199.526
          Sample-Size Adjusted BIC        2164.621
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes**

          Pearson Chi-Square

          Value                            924.212
          Degrees of Freedom                177110
          P-Value                           1.0000

          Likelihood Ratio Chi-Square

          Value                            243.287
          Degrees of Freedom                177110
          P-Value                           1.0000

** Of the 177147 cells in the latent class indicator table, 25
   were deleted in the calculation of chi-square due to extreme values.



FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL

    Latent
   Classes

       1         12.93127          0.03209
       2        202.80880          0.50325
       3        187.25993          0.46466


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1         12.93423          0.03209
       2        202.80579          0.50324
       3        187.25998          0.46466


CLASSIFICATION QUALITY

     Entropy                         0.533


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1                6          0.01489
       2              118          0.29280
       3              279          0.69231


Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)

           1        2        3

    1   0.757    0.243    0.000
    2   0.033    0.967    0.000
    3   0.016    0.313    0.671


MODEL RESULTS

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

Latent Class 1

 I        |
    U11                1.000      0.000    999.000    999.000
    U12                1.000      0.000    999.000    999.000
    U13                1.000      0.000    999.000    999.000
    U14                1.000      0.000    999.000    999.000
    U15                1.000      0.000    999.000    999.000
    U16                1.000      0.000    999.000    999.000
    U17                1.000      0.000    999.000    999.000
    U18                1.000      0.000    999.000    999.000
    U19                1.000      0.000    999.000    999.000
    U20                1.000      0.000    999.000    999.000
    U21                1.000      0.000    999.000    999.000

 S        |
    U11               -0.600      0.000    999.000    999.000
    U12               -0.500      0.000    999.000    999.000
    U13               -0.400      0.000    999.000    999.000
    U14               -0.300      0.000    999.000    999.000
    U15               -0.200      0.000    999.000    999.000
    U16               -0.100      0.000    999.000    999.000
    U17                0.000      0.000    999.000    999.000
    U18                0.100      0.000    999.000    999.000
    U19                0.200      0.000    999.000    999.000
    U20                0.300      0.000    999.000    999.000
    U21                0.400      0.000    999.000    999.000

 Q        |
    U11                0.360      0.000    999.000    999.000
    U12                0.250      0.000    999.000    999.000
    U13                0.160      0.000    999.000    999.000
    U14                0.090      0.000    999.000    999.000
    U15                0.040      0.000    999.000    999.000
    U16                0.010      0.000    999.000    999.000
    U17                0.000      0.000    999.000    999.000
    U18                0.010      0.000    999.000    999.000
    U19                0.040      0.000    999.000    999.000
    U20                0.090      0.000    999.000    999.000
    U21                0.160      0.000    999.000    999.000

 Means
    I                 -3.176      3.630     -0.875      0.382
    S                -32.914      7.671     -4.291      0.000
    Q                -57.446     16.782     -3.423      0.001

 Thresholds
    U11$1              1.996      0.503      3.968      0.000
    U11$2              3.810      0.544      7.000      0.000
    U12$1              1.996      0.503      3.968      0.000
    U12$2              3.810      0.544      7.000      0.000
    U13$1              1.996      0.503      3.968      0.000
    U13$2              3.810      0.544      7.000      0.000
    U14$1              1.996      0.503      3.968      0.000
    U14$2              3.810      0.544      7.000      0.000
    U15$1              1.996      0.503      3.968      0.000
    U15$2              3.810      0.544      7.000      0.000
    U16$1              1.996      0.503      3.968      0.000
    U16$2              3.810      0.544      7.000      0.000
    U17$1              1.996      0.503      3.968      0.000
    U17$2              3.810      0.544      7.000      0.000
    U18$1              1.996      0.503      3.968      0.000
    U18$2              3.810      0.544      7.000      0.000
    U19$1              1.996      0.503      3.968      0.000
    U19$2              3.810      0.544      7.000      0.000
    U20$1              1.996      0.503      3.968      0.000
    U20$2              3.810      0.544      7.000      0.000
    U21$1              1.996      0.503      3.968      0.000
    U21$2              3.810      0.544      7.000      0.000

 Variances
    I                  2.107      4.249      0.496      0.620
    S                  0.000      0.000    999.000    999.000
    Q                  0.000      0.000    999.000    999.000

Latent Class 2

 I        |
    U11                1.000      0.000    999.000    999.000
    U12                1.000      0.000    999.000    999.000
    U13                1.000      0.000    999.000    999.000
    U14                1.000      0.000    999.000    999.000
    U15                1.000      0.000    999.000    999.000
    U16                1.000      0.000    999.000    999.000
    U17                1.000      0.000    999.000    999.000
    U18                1.000      0.000    999.000    999.000
    U19                1.000      0.000    999.000    999.000
    U20                1.000      0.000    999.000    999.000
    U21                1.000      0.000    999.000    999.000

 S        |
    U11               -0.600      0.000    999.000    999.000
    U12               -0.500      0.000    999.000    999.000
    U13               -0.400      0.000    999.000    999.000
    U14               -0.300      0.000    999.000    999.000
    U15               -0.200      0.000    999.000    999.000
    U16               -0.100      0.000    999.000    999.000
    U17                0.000      0.000    999.000    999.000
    U18                0.100      0.000    999.000    999.000
    U19                0.200      0.000    999.000    999.000
    U20                0.300      0.000    999.000    999.000
    U21                0.400      0.000    999.000    999.000

 Q        |
    U11                0.360      0.000    999.000    999.000
    U12                0.250      0.000    999.000    999.000
    U13                0.160      0.000    999.000    999.000
    U14                0.090      0.000    999.000    999.000
    U15                0.040      0.000    999.000    999.000
    U16                0.010      0.000    999.000    999.000
    U17                0.000      0.000    999.000    999.000
    U18                0.010      0.000    999.000    999.000
    U19                0.040      0.000    999.000    999.000
    U20                0.090      0.000    999.000    999.000
    U21                0.160      0.000    999.000    999.000

 Means
    I                  0.000      0.000    999.000    999.000
    S                  0.668      0.309      2.165      0.030
    Q                 -5.969      0.925     -6.449      0.000

 Thresholds
    U11$1              1.996      0.503      3.968      0.000
    U11$2              3.810      0.544      7.000      0.000
    U12$1              1.996      0.503      3.968      0.000
    U12$2              3.810      0.544      7.000      0.000
    U13$1              1.996      0.503      3.968      0.000
    U13$2              3.810      0.544      7.000      0.000
    U14$1              1.996      0.503      3.968      0.000
    U14$2              3.810      0.544      7.000      0.000
    U15$1              1.996      0.503      3.968      0.000
    U15$2              3.810      0.544      7.000      0.000
    U16$1              1.996      0.503      3.968      0.000
    U16$2              3.810      0.544      7.000      0.000
    U17$1              1.996      0.503      3.968      0.000
    U17$2              3.810      0.544      7.000      0.000
    U18$1              1.996      0.503      3.968      0.000
    U18$2              3.810      0.544      7.000      0.000
    U19$1              1.996      0.503      3.968      0.000
    U19$2              3.810      0.544      7.000      0.000
    U20$1              1.996      0.503      3.968      0.000
    U20$2              3.810      0.544      7.000      0.000
    U21$1              1.996      0.503      3.968      0.000
    U21$2              3.810      0.544      7.000      0.000

 Variances
    I                  2.312      0.797      2.900      0.004
    S                  0.000      0.000    999.000    999.000
    Q                  0.000      0.000    999.000    999.000

Latent Class 3

 I        |
    U11                1.000      0.000    999.000    999.000
    U12                1.000      0.000    999.000    999.000
    U13                1.000      0.000    999.000    999.000
    U14                1.000      0.000    999.000    999.000
    U15                1.000      0.000    999.000    999.000
    U16                1.000      0.000    999.000    999.000
    U17                1.000      0.000    999.000    999.000
    U18                1.000      0.000    999.000    999.000
    U19                1.000      0.000    999.000    999.000
    U20                1.000      0.000    999.000    999.000
    U21                1.000      0.000    999.000    999.000

 S        |
    U11               -0.600      0.000    999.000    999.000
    U12               -0.500      0.000    999.000    999.000
    U13               -0.400      0.000    999.000    999.000
    U14               -0.300      0.000    999.000    999.000
    U15               -0.200      0.000    999.000    999.000
    U16               -0.100      0.000    999.000    999.000
    U17                0.000      0.000    999.000    999.000
    U18                0.100      0.000    999.000    999.000
    U19                0.200      0.000    999.000    999.000
    U20                0.300      0.000    999.000    999.000
    U21                0.400      0.000    999.000    999.000

 Q        |
    U11                0.360      0.000    999.000    999.000
    U12                0.250      0.000    999.000    999.000
    U13                0.160      0.000    999.000    999.000
    U14                0.090      0.000    999.000    999.000
    U15                0.040      0.000    999.000    999.000
    U16                0.010      0.000    999.000    999.000
    U17                0.000      0.000    999.000    999.000
    U18                0.010      0.000    999.000    999.000
    U19                0.040      0.000    999.000    999.000
    U20                0.090      0.000    999.000    999.000
    U21                0.160      0.000    999.000    999.000

 Means
    I                  0.000      0.000    999.000    999.000
    S                  0.000      0.000    999.000    999.000
    Q                  0.000      0.000    999.000    999.000

 Thresholds
    U11$1             15.000      0.000    999.000    999.000
    U11$2             16.000      0.000    999.000    999.000
    U12$1             15.000      0.000    999.000    999.000
    U12$2             16.000      0.000    999.000    999.000
    U13$1             15.000      0.000    999.000    999.000
    U13$2             16.000      0.000    999.000    999.000
    U14$1             15.000      0.000    999.000    999.000
    U14$2             16.000      0.000    999.000    999.000
    U15$1             15.000      0.000    999.000    999.000
    U15$2             16.000      0.000    999.000    999.000
    U16$1             15.000      0.000    999.000    999.000
    U16$2             16.000      0.000    999.000    999.000
    U17$1             15.000      0.000    999.000    999.000
    U17$2             16.000      0.000    999.000    999.000
    U18$1             15.000      0.000    999.000    999.000
    U18$2             16.000      0.000    999.000    999.000
    U19$1             15.000      0.000    999.000    999.000
    U19$2             16.000      0.000    999.000    999.000
    U20$1             15.000      0.000    999.000    999.000
    U20$2             16.000      0.000    999.000    999.000
    U21$1             15.000      0.000    999.000    999.000
    U21$2             16.000      0.000    999.000    999.000

 Variances
    I                  0.000      0.000    999.000    999.000
    S                  0.000      0.000    999.000    999.000
    Q                  0.000      0.000    999.000    999.000

Categorical Latent Variables

 Means
    C#1               -2.673      1.440     -1.856      0.063
    C#2                0.080      0.411      0.194      0.846


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.123E-05
       (ratio of smallest to largest eigenvalue)


RESIDUAL OUTPUT


     UNIVARIATE DISTRIBUTION FIT FOR CLASS 1

     Variable          Estimated      Residual (Observed-Estimated)
     U11
       Category 1        0.994                  0.005
       Category 2        0.005                 -0.004
       Category 3        0.001                 -0.001
     U12
       Category 1        0.912                 -0.002
       Category 2        0.069                  0.021
       Category 3        0.019                 -0.019
     U13
       Category 1        0.704                  0.016
       Category 2        0.203                 -0.067
       Category 3        0.093                  0.051
     U14
       Category 1        0.583                 -0.132
       Category 2        0.261                  0.287
       Category 3        0.156                 -0.155
     U15
       Category 1        0.655                  0.058
       Category 2        0.229                 -0.035
       Category 3        0.117                 -0.023
     U16
       Category 1        0.862                 -0.021
       Category 2        0.105                 -0.021
       Category 3        0.033                  0.042
     U17
       Category 1        0.985                  0.010
       Category 2        0.012                 -0.009
       Category 3        0.003                 -0.001
     U18
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U19
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U20
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U21
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000


     BIVARIATE DISTRIBUTIONS FIT FOR CLASS 1

     Variable       Variable          Estimated    Residual (Observed-Estimated)
     U11            U12
       Category 1     Category 1        0.907                  0.001
       Category 1     Category 2        0.068                  0.023
       Category 1     Category 3        0.019                 -0.019
       Category 2     Category 1        0.003                 -0.003
       Category 2     Category 2        0.001                 -0.001
       Category 2     Category 3        0.001                 -0.001
       Category 3     Category 1        0.001                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U13
       Category 1     Category 1        0.702                  0.017
       Category 1     Category 2        0.201                 -0.065
       Category 1     Category 3        0.091                  0.053
       Category 2     Category 1        0.002                 -0.001
       Category 2     Category 2        0.002                 -0.002
       Category 2     Category 3        0.002                 -0.002
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U14
       Category 1     Category 1        0.582                 -0.131
       Category 1     Category 2        0.259                  0.289
       Category 1     Category 3        0.153                 -0.153
       Category 2     Category 1        0.001                  0.000
       Category 2     Category 2        0.002                 -0.002
       Category 2     Category 3        0.002                 -0.002
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U15
       Category 1     Category 1        0.653                  0.059
       Category 1     Category 2        0.227                 -0.033
       Category 1     Category 3        0.114                 -0.021
       Category 2     Category 1        0.002                 -0.001
       Category 2     Category 2        0.002                 -0.002
       Category 2     Category 3        0.002                 -0.002
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U16
       Category 1     Category 1        0.858                 -0.018
       Category 1     Category 2        0.103                 -0.019
       Category 1     Category 3        0.032                  0.043
       Category 2     Category 1        0.003                 -0.002
       Category 2     Category 2        0.001                 -0.001
       Category 2     Category 3        0.001                 -0.001
       Category 3     Category 1        0.001                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U17
       Category 1     Category 1        0.980                  0.015
       Category 1     Category 2        0.012                 -0.009
       Category 1     Category 3        0.002                 -0.001
       Category 2     Category 1        0.005                 -0.004
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.001                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U18
       Category 1     Category 1        0.994                  0.005
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.005                 -0.004
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.001                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U19
       Category 1     Category 1        0.994                  0.005
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.005                 -0.004
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.001                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U20
       Category 1     Category 1        0.994                  0.005
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.005                 -0.004
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.001                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U21
       Category 1     Category 1        0.994                  0.005
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.005                 -0.004
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.001                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U13
       Category 1     Category 1        0.667                  0.032
       Category 1     Category 2        0.174                 -0.038
       Category 1     Category 3        0.071                  0.005
       Category 2     Category 1        0.030                 -0.009
       Category 2     Category 2        0.022                 -0.022
       Category 2     Category 3        0.016                  0.053
       Category 3     Category 1        0.007                 -0.007
       Category 3     Category 2        0.006                 -0.006
       Category 3     Category 3        0.006                 -0.006
     U12            U14
       Category 1     Category 1        0.557                 -0.127
       Category 1     Category 2        0.232                  0.247
       Category 1     Category 3        0.123                 -0.122
       Category 2     Category 1        0.021                  0.000
       Category 2     Category 2        0.023                  0.046
       Category 2     Category 3        0.025                 -0.025
       Category 3     Category 1        0.005                 -0.005
       Category 3     Category 2        0.006                 -0.006
       Category 3     Category 3        0.008                 -0.008
     U12            U15
       Category 1     Category 1        0.622                  0.003
       Category 1     Category 2        0.199                 -0.006
       Category 1     Category 3        0.090                  0.001
       Category 2     Category 1        0.026                  0.062
       Category 2     Category 2        0.023                 -0.023
       Category 2     Category 3        0.020                 -0.017
       Category 3     Category 1        0.006                 -0.006
       Category 3     Category 2        0.006                 -0.006
       Category 3     Category 3        0.007                 -0.007
     U12            U16
       Category 1     Category 1        0.804                 -0.049
       Category 1     Category 2        0.084                 -0.005
       Category 1     Category 3        0.024                  0.051
       Category 2     Category 1        0.047                  0.039
       Category 2     Category 2        0.016                 -0.011
       Category 2     Category 3        0.007                 -0.007
       Category 3     Category 1        0.011                 -0.011
       Category 3     Category 2        0.005                 -0.005
       Category 3     Category 3        0.003                 -0.003
     U12            U17
       Category 1     Category 1        0.901                  0.006
       Category 1     Category 2        0.009                 -0.008
       Category 1     Category 3        0.002                 -0.001
       Category 2     Category 1        0.066                  0.022
       Category 2     Category 2        0.003                  0.000
       Category 2     Category 3        0.001                 -0.001
       Category 3     Category 1        0.018                 -0.018
       Category 3     Category 2        0.001                 -0.001
       Category 3     Category 3        0.000                  0.000
     U12            U18
       Category 1     Category 1        0.911                 -0.002
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.069                  0.021
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.019                 -0.019
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U19
       Category 1     Category 1        0.912                 -0.002
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.069                  0.021
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.019                 -0.019
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U20
       Category 1     Category 1        0.912                 -0.002
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.069                  0.021
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.019                 -0.019
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U21
       Category 1     Category 1        0.912                 -0.002
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.069                  0.021
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.019                 -0.019
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U14
       Category 1     Category 1        0.471                 -0.039
       Category 1     Category 2        0.162                  0.126
       Category 1     Category 3        0.072                 -0.072
       Category 2     Category 1        0.085                 -0.065
       Category 2     Category 2        0.068                  0.048
       Category 2     Category 3        0.050                 -0.049
       Category 3     Category 1        0.028                 -0.028
       Category 3     Category 2        0.031                  0.113
       Category 3     Category 3        0.034                 -0.034
     U13            U15
       Category 1     Category 1        0.519                  0.058
       Category 1     Category 2        0.134                 -0.009
       Category 1     Category 3        0.051                 -0.033
       Category 2     Category 1        0.102                 -0.034
       Category 2     Category 2        0.064                  0.005
       Category 2     Category 3        0.038                 -0.038
       Category 3     Category 1        0.034                  0.035
       Category 3     Category 2        0.031                 -0.031
       Category 3     Category 3        0.028                  0.047
     U13            U16
       Category 1     Category 1        0.642                  0.041
       Category 1     Category 2        0.050                 -0.013
       Category 1     Category 3        0.013                 -0.013
       Category 2     Category 1        0.159                 -0.070
       Category 2     Category 2        0.033                  0.014
       Category 2     Category 3        0.011                 -0.011
       Category 3     Category 1        0.061                  0.008
       Category 3     Category 2        0.022                 -0.022
       Category 3     Category 3        0.010                  0.065
     U13            U17
       Category 1     Category 1        0.699                  0.017
       Category 1     Category 2        0.004                 -0.001
       Category 1     Category 3        0.001                  0.000
       Category 2     Category 1        0.198                 -0.062
       Category 2     Category 2        0.004                 -0.004
       Category 2     Category 3        0.001                 -0.001
       Category 3     Category 1        0.088                  0.056
       Category 3     Category 2        0.004                 -0.004
       Category 3     Category 3        0.001                 -0.001
     U13            U18
       Category 1     Category 1        0.704                  0.016
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.203                 -0.067
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.093                  0.051
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U19
       Category 1     Category 1        0.704                  0.016
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.203                 -0.067
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.093                  0.051
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U20
       Category 1     Category 1        0.704                  0.016
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.203                 -0.067
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.093                  0.051
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U21
       Category 1     Category 1        0.704                  0.016
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.203                 -0.067
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.093                  0.051
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U15
       Category 1     Category 1        0.446                 -0.047
       Category 1     Category 2        0.101                 -0.067
       Category 1     Category 3        0.036                 -0.018
       Category 2     Category 1        0.146                  0.168
       Category 2     Category 2        0.076                  0.083
       Category 2     Category 3        0.039                  0.036
       Category 3     Category 1        0.063                 -0.062
       Category 3     Category 2        0.051                 -0.051
       Category 3     Category 3        0.042                 -0.042
     U14            U16
       Category 1     Category 1        0.539                 -0.109
       Category 1     Category 2        0.035                 -0.014
       Category 1     Category 3        0.009                 -0.009
       Category 2     Category 1        0.215                  0.195
       Category 2     Category 2        0.036                  0.027
       Category 2     Category 3        0.011                  0.064
       Category 3     Category 1        0.108                 -0.108
       Category 3     Category 2        0.034                 -0.034
       Category 3     Category 3        0.014                 -0.014
     U14            U17
       Category 1     Category 1        0.580                 -0.132
       Category 1     Category 2        0.003                  0.000
       Category 1     Category 3        0.001                  0.000
       Category 2     Category 1        0.256                  0.291
       Category 2     Category 2        0.004                 -0.004
       Category 2     Category 3        0.001                  0.000
       Category 3     Category 1        0.149                 -0.149
       Category 3     Category 2        0.005                 -0.005
       Category 3     Category 3        0.001                 -0.001
     U14            U18
       Category 1     Category 1        0.583                 -0.132
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.261                  0.287
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.155                 -0.155
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U19
       Category 1     Category 1        0.583                 -0.132
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.261                  0.287
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.156                 -0.155
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U20
       Category 1     Category 1        0.583                 -0.132
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.261                  0.287
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.156                 -0.155
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U21
       Category 1     Category 1        0.583                 -0.132
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.261                  0.287
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.156                 -0.155
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U16
       Category 1     Category 1        0.600                  0.037
       Category 1     Category 2        0.043                  0.032
       Category 1     Category 3        0.011                 -0.011
       Category 2     Category 1        0.183                  0.002
       Category 2     Category 2        0.035                 -0.026
       Category 2     Category 3        0.011                 -0.011
       Category 3     Category 1        0.079                 -0.060
       Category 3     Category 2        0.027                 -0.027
       Category 3     Category 3        0.011                  0.064
     U15            U17
       Category 1     Category 1        0.650                  0.061
       Category 1     Category 2        0.004                 -0.003
       Category 1     Category 3        0.001                  0.000
       Category 2     Category 1        0.224                 -0.030
       Category 2     Category 2        0.004                 -0.004
       Category 2     Category 3        0.001                 -0.001
       Category 3     Category 1        0.111                 -0.020
       Category 3     Category 2        0.004                 -0.002
       Category 3     Category 3        0.001                 -0.001
     U15            U18
       Category 1     Category 1        0.655                  0.058
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.229                 -0.035
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.116                 -0.023
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U19
       Category 1     Category 1        0.655                  0.058
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.229                 -0.035
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.117                 -0.023
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U20
       Category 1     Category 1        0.655                  0.058
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.229                 -0.035
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.117                 -0.023
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U21
       Category 1     Category 1        0.655                  0.058
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.229                 -0.035
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.117                 -0.023
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U17
       Category 1     Category 1        0.853                 -0.017
       Category 1     Category 2        0.007                 -0.004
       Category 1     Category 3        0.001                  0.000
       Category 2     Category 1        0.101                 -0.017
       Category 2     Category 2        0.003                 -0.003
       Category 2     Category 3        0.001                 -0.001
       Category 3     Category 1        0.031                  0.044
       Category 3     Category 2        0.002                 -0.002
       Category 3     Category 3        0.000                  0.000
     U16            U18
       Category 1     Category 1        0.861                 -0.021
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.105                 -0.020
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.033                  0.042
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U19
       Category 1     Category 1        0.862                 -0.021
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.105                 -0.021
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.033                  0.042
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U20
       Category 1     Category 1        0.862                 -0.021
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.105                 -0.021
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.033                  0.042
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U21
       Category 1     Category 1        0.862                 -0.021
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.105                 -0.021
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.033                  0.042
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U17            U18
       Category 1     Category 1        0.985                  0.010
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.012                 -0.009
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.003                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U17            U19
       Category 1     Category 1        0.985                  0.010
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.012                 -0.009
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.003                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U17            U20
       Category 1     Category 1        0.985                  0.010
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.012                 -0.009
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.003                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U17            U21
       Category 1     Category 1        0.985                  0.010
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.012                 -0.009
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.003                 -0.001
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U18            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U18            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U18            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U19            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U19            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U20            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000


     UNIVARIATE DISTRIBUTION FIT FOR CLASS 2

     Variable          Estimated      Residual (Observed-Estimated)
     U11
       Category 1        0.972                 -0.006
       Category 2        0.023                  0.002
       Category 3        0.005                  0.005
     U12
       Category 1        0.948                 -0.002
       Category 2        0.041                  0.002
       Category 3        0.010                 -0.001
     U13
       Category 1        0.917                 -0.002
       Category 2        0.065                  0.015
       Category 3        0.018                 -0.013
     U14
       Category 1        0.882                  0.001
       Category 2        0.090                 -0.002
       Category 3        0.028                  0.001
     U15
       Category 1        0.848                  0.017
       Category 2        0.113                 -0.017
       Category 3        0.038                  0.000
     U16
       Category 1        0.822                  0.045
       Category 2        0.130                 -0.047
       Category 3        0.047                  0.002
     U17
       Category 1        0.808                 -0.015
       Category 2        0.140                 -0.002
       Category 3        0.052                  0.017
     U18
       Category 1        0.807                 -0.024
       Category 2        0.140                  0.028
       Category 3        0.053                 -0.003
     U19
       Category 1        0.820                 -0.007
       Category 2        0.132                  0.011
       Category 3        0.048                 -0.004
     U20
       Category 1        0.845                 -0.003
       Category 2        0.116                 -0.002
       Category 3        0.040                  0.005
     U21
       Category 1        0.877                  0.019
       Category 2        0.093                 -0.009
       Category 3        0.029                 -0.010


     BIVARIATE DISTRIBUTIONS FIT FOR CLASS 2

     Variable       Variable          Estimated    Residual (Observed-Estimated)
     U11            U12
       Category 1     Category 1        0.926                  0.001
       Category 1     Category 2        0.037                 -0.008
       Category 1     Category 3        0.009                  0.001
       Category 2     Category 1        0.018                 -0.004
       Category 2     Category 2        0.003                  0.006
       Category 2     Category 3        0.001                 -0.001
       Category 3     Category 1        0.004                  0.001
       Category 3     Category 2        0.001                  0.004
       Category 3     Category 3        0.000                  0.000
     U11            U13
       Category 1     Category 1        0.897                 -0.002
       Category 1     Category 2        0.059                  0.011
       Category 1     Category 3        0.016                 -0.015
       Category 2     Category 1        0.016                 -0.007
       Category 2     Category 2        0.005                  0.005
       Category 2     Category 3        0.002                  0.003
       Category 3     Category 1        0.004                  0.006
       Category 3     Category 2        0.001                 -0.001
       Category 3     Category 3        0.001                 -0.001
     U11            U14
       Category 1     Category 1        0.864                  0.003
       Category 1     Category 2        0.083                 -0.005
       Category 1     Category 3        0.025                 -0.005
       Category 2     Category 1        0.015                 -0.005
       Category 2     Category 2        0.006                  0.004
       Category 2     Category 3        0.003                  0.002
       Category 3     Category 1        0.003                  0.002
       Category 3     Category 2        0.001                 -0.001
       Category 3     Category 3        0.001                  0.004
     U11            U15
       Category 1     Category 1        0.833                  0.008
       Category 1     Category 2        0.105                 -0.014
       Category 1     Category 3        0.034                  0.000
       Category 2     Category 1        0.013                  0.007
       Category 2     Category 2        0.006                 -0.006
       Category 2     Category 3        0.004                  0.001
       Category 3     Category 1        0.003                  0.002
       Category 3     Category 2        0.001                  0.003
       Category 3     Category 3        0.001                 -0.001
     U11            U16
       Category 1     Category 1        0.808                  0.049
       Category 1     Category 2        0.122                 -0.039
       Category 1     Category 3        0.042                 -0.017
       Category 2     Category 1        0.012                 -0.007
       Category 2     Category 2        0.007                 -0.007
       Category 2     Category 3        0.004                  0.016
       Category 3     Category 1        0.003                  0.002
       Category 3     Category 2        0.002                 -0.002
       Category 3     Category 3        0.001                  0.004
     U11            U17
       Category 1     Category 1        0.794                 -0.011
       Category 1     Category 2        0.131                 -0.008
       Category 1     Category 3        0.047                  0.013
       Category 2     Category 1        0.011                 -0.007
       Category 2     Category 2        0.007                  0.003
       Category 2     Category 3        0.005                  0.005
       Category 3     Category 1        0.002                  0.003
       Category 3     Category 2        0.002                  0.003
       Category 3     Category 3        0.001                 -0.001
     U11            U18
       Category 1     Category 1        0.793                 -0.025
       Category 1     Category 2        0.132                  0.021
       Category 1     Category 3        0.047                 -0.002
       Category 2     Category 1        0.011                 -0.007
       Category 2     Category 2        0.007                  0.008
       Category 2     Category 3        0.005                  0.000
       Category 3     Category 1        0.002                  0.007
       Category 3     Category 2        0.002                 -0.002
       Category 3     Category 3        0.001                 -0.001
     U11            U19
       Category 1     Category 1        0.806                 -0.003
       Category 1     Category 2        0.124                  0.010
       Category 1     Category 3        0.043                 -0.013
       Category 2     Category 1        0.012                 -0.007
       Category 2     Category 2        0.007                 -0.002
       Category 2     Category 3        0.004                  0.011
       Category 3     Category 1        0.003                  0.002
       Category 3     Category 2        0.002                  0.003
       Category 3     Category 3        0.001                 -0.001
     U11            U20
       Category 1     Category 1        0.829                 -0.002
       Category 1     Category 2        0.108                 -0.004
       Category 1     Category 3        0.035                  0.000
       Category 2     Category 1        0.013                  0.002
       Category 2     Category 2        0.006                 -0.001
       Category 2     Category 3        0.004                  0.001
       Category 3     Category 1        0.003                 -0.003
       Category 3     Category 2        0.001                  0.003
       Category 3     Category 3        0.001                  0.004
     U11            U21
       Category 1     Category 1        0.860                  0.012
       Category 1     Category 2        0.086                 -0.007
       Category 1     Category 3        0.026                 -0.011
       Category 2     Category 1        0.014                  0.000
       Category 2     Category 2        0.006                 -0.001
       Category 2     Category 3        0.003                  0.002
       Category 3     Category 1        0.003                  0.007
       Category 3     Category 2        0.001                 -0.001
       Category 3     Category 3        0.001                 -0.001
     U12            U13
       Category 1     Category 1        0.879                 -0.003
       Category 1     Category 2        0.055                  0.010
       Category 1     Category 3        0.014                 -0.009
       Category 2     Category 1        0.031                  0.002
       Category 2     Category 2        0.008                  0.002
       Category 2     Category 3        0.003                 -0.002
       Category 3     Category 1        0.007                 -0.002
       Category 3     Category 2        0.002                  0.003
       Category 3     Category 3        0.001                 -0.001
     U12            U14
       Category 1     Category 1        0.848                  0.001
       Category 1     Category 2        0.078                  0.000
       Category 1     Category 3        0.022                 -0.003
       Category 2     Category 1        0.028                  0.001
       Category 2     Category 2        0.010                  0.001
       Category 2     Category 3        0.004                  0.001
       Category 3     Category 1        0.006                 -0.001
       Category 3     Category 2        0.003                 -0.003
       Category 3     Category 3        0.002                  0.003
     U12            U15
       Category 1     Category 1        0.818                  0.019
       Category 1     Category 2        0.099                 -0.018
       Category 1     Category 3        0.031                 -0.002
       Category 2     Category 1        0.025                 -0.001
       Category 2     Category 2        0.011                 -0.001
       Category 2     Category 3        0.006                  0.004
       Category 3     Category 1        0.006                 -0.001
       Category 3     Category 2        0.003                  0.002
       Category 3     Category 3        0.002                 -0.002
     U12            U16
       Category 1     Category 1        0.794                  0.039
       Category 1     Category 2        0.116                 -0.042
       Category 1     Category 3        0.038                  0.001
       Category 2     Category 1        0.023                  0.006
       Category 2     Category 2        0.012                 -0.007
       Category 2     Category 3        0.007                  0.003
       Category 3     Category 1        0.005                  0.000
       Category 3     Category 2        0.003                  0.002
       Category 3     Category 3        0.002                 -0.002
     U12            U17
       Category 1     Category 1        0.781                 -0.012
       Category 1     Category 2        0.124                 -0.006
       Category 1     Category 3        0.043                  0.016
       Category 2     Category 1        0.022                 -0.003
       Category 2     Category 2        0.012                  0.008
       Category 2     Category 3        0.007                 -0.002
       Category 3     Category 1        0.005                  0.000
       Category 3     Category 2        0.003                 -0.003
       Category 3     Category 3        0.002                  0.003
     U12            U18
       Category 1     Category 1        0.780                 -0.026
       Category 1     Category 2        0.125                  0.028
       Category 1     Category 3        0.043                 -0.003
       Category 2     Category 1        0.022                  0.007
       Category 2     Category 2        0.012                 -0.002
       Category 2     Category 3        0.007                 -0.002
       Category 3     Category 1        0.005                 -0.005
       Category 3     Category 2        0.003                  0.002
       Category 3     Category 3        0.002                  0.003
     U12            U19
       Category 1     Category 1        0.792                 -0.008
       Category 1     Category 2        0.117                  0.011
       Category 1     Category 3        0.039                 -0.004
       Category 2     Category 1        0.023                  0.006
       Category 2     Category 2        0.012                 -0.007
       Category 2     Category 3        0.007                  0.003
       Category 3     Category 1        0.005                 -0.005
       Category 3     Category 2        0.003                  0.007
       Category 3     Category 3        0.002                 -0.002
     U12            U20
       Category 1     Category 1        0.815                 -0.006
       Category 1     Category 2        0.102                 -0.003
       Category 1     Category 3        0.032                  0.008
       Category 2     Category 1        0.025                  0.004
       Category 2     Category 2        0.011                  0.004
       Category 2     Category 3        0.006                 -0.006
       Category 3     Category 1        0.006                 -0.001
       Category 3     Category 2        0.003                 -0.003
       Category 3     Category 3        0.002                  0.003
     U12            U21
       Category 1     Category 1        0.844                  0.014
       Category 1     Category 2        0.081                 -0.012
       Category 1     Category 3        0.023                 -0.004
       Category 2     Category 1        0.027                  0.007
       Category 2     Category 2        0.010                  0.000
       Category 2     Category 3        0.004                 -0.004
       Category 3     Category 1        0.006                 -0.001
       Category 3     Category 2        0.003                  0.002
       Category 3     Category 3        0.002                 -0.002
     U13            U14
       Category 1     Category 1        0.825                  0.014
       Category 1     Category 2        0.072                 -0.001
       Category 1     Category 3        0.020                 -0.015
       Category 2     Category 1        0.045                 -0.002
       Category 2     Category 2        0.014                  0.003
       Category 2     Category 3        0.006                  0.014
       Category 3     Category 1        0.011                 -0.011
       Category 3     Category 2        0.005                 -0.004
       Category 3     Category 3        0.002                  0.002
     U13            U15
       Category 1     Category 1        0.797                  0.003
       Category 1     Category 2        0.092                 -0.016
       Category 1     Category 3        0.028                  0.011
       Category 2     Category 1        0.041                  0.019
       Category 2     Category 2        0.016                  0.004
       Category 2     Category 3        0.008                 -0.008
       Category 3     Category 1        0.010                 -0.005
       Category 3     Category 2        0.005                 -0.005
       Category 3     Category 3        0.003                 -0.003
     U13            U16
       Category 1     Category 1        0.775                  0.023
       Category 1     Category 2        0.107                 -0.026
       Category 1     Category 3        0.034                  0.000
       Category 2     Category 1        0.038                  0.030
       Category 2     Category 2        0.018                 -0.016
       Category 2     Category 3        0.009                  0.001
       Category 3     Category 1        0.009                 -0.009
       Category 3     Category 2        0.005                 -0.005
       Category 3     Category 3        0.004                  0.001
     U13            U17
       Category 1     Category 1        0.763                 -0.016
       Category 1     Category 2        0.116                 -0.008
       Category 1     Category 3        0.038                  0.021
       Category 2     Category 1        0.037                  0.009
       Category 2     Category 2        0.018                  0.006
       Category 2     Category 3        0.010                  0.000
       Category 3     Category 1        0.009                 -0.008
       Category 3     Category 2        0.005                 -0.001
       Category 3     Category 3        0.004                 -0.004
     U13            U18
       Category 1     Category 1        0.762                 -0.015
       Category 1     Category 2        0.116                  0.022
       Category 1     Category 3        0.039                 -0.009
       Category 2     Category 1        0.037                 -0.001
       Category 2     Category 2        0.018                  0.006
       Category 2     Category 3        0.010                  0.010
       Category 3     Category 1        0.009                 -0.008
       Category 3     Category 2        0.005                 -0.001
       Category 3     Category 3        0.004                 -0.004
     U13            U19
       Category 1     Category 1        0.773                 -0.007
       Category 1     Category 2        0.109                  0.010
       Category 1     Category 3        0.035                 -0.005
       Category 2     Category 1        0.038                  0.008
       Category 2     Category 2        0.018                  0.007
       Category 2     Category 3        0.009                  0.001
       Category 3     Category 1        0.009                 -0.008
       Category 3     Category 2        0.005                 -0.005
       Category 3     Category 3        0.004                  0.001
     U13            U20
       Category 1     Category 1        0.794                  0.002
       Category 1     Category 2        0.094                  0.000
       Category 1     Category 3        0.029                 -0.004
       Category 2     Category 1        0.041                  0.000
       Category 2     Category 2        0.016                  0.003
       Category 2     Category 3        0.008                  0.012
       Category 3     Category 1        0.010                 -0.004
       Category 3     Category 2        0.005                 -0.005
       Category 3     Category 3        0.003                 -0.003
     U13            U21
       Category 1     Category 1        0.822                  0.009
       Category 1     Category 2        0.074                  0.000
       Category 1     Category 3        0.021                 -0.011
       Category 2     Category 1        0.045                  0.016
       Category 2     Category 2        0.014                 -0.004
       Category 2     Category 3        0.006                  0.004
       Category 3     Category 1        0.011                 -0.005
       Category 3     Category 2        0.005                 -0.005
       Category 3     Category 3        0.003                 -0.003
     U14            U15
       Category 1     Category 1        0.773                 -0.006
       Category 1     Category 2        0.084                 -0.002
       Category 1     Category 3        0.025                  0.009
       Category 2     Category 1        0.060                  0.014
       Category 2     Category 2        0.021                 -0.012
       Category 2     Category 3        0.009                 -0.004
       Category 3     Category 1        0.016                  0.009
       Category 3     Category 2        0.008                 -0.003
       Category 3     Category 3        0.005                 -0.005
     U14            U16
       Category 1     Category 1        0.752                  0.018
       Category 1     Category 2        0.099                 -0.021
       Category 1     Category 3        0.031                  0.004
       Category 2     Category 1        0.056                  0.017
       Category 2     Category 2        0.023                 -0.018
       Category 2     Category 3        0.011                 -0.001
       Category 3     Category 1        0.015                  0.010
       Category 3     Category 2        0.008                 -0.008
       Category 3     Category 3        0.005                  0.000
     U14            U17
       Category 1     Category 1        0.741                 -0.021
       Category 1     Category 2        0.107                  0.006
       Category 1     Category 3        0.034                  0.015
       Category 2     Category 1        0.054                  0.005
       Category 2     Category 2        0.024                 -0.010
       Category 2     Category 3        0.012                  0.002
       Category 3     Category 1        0.014                  0.001
       Category 3     Category 2        0.008                  0.001
       Category 3     Category 3        0.006                 -0.001
     U14            U18
       Category 1     Category 1        0.740                 -0.025
       Category 1     Category 2        0.107                  0.031
       Category 1     Category 3        0.034                 -0.005
       Category 2     Category 1        0.053                  0.005
       Category 2     Category 2        0.024                  0.000
       Category 2     Category 3        0.012                 -0.007
       Category 3     Category 1        0.014                 -0.004
       Category 3     Category 2        0.008                 -0.003
       Category 3     Category 3        0.006                  0.009
     U14            U19
       Category 1     Category 1        0.750                 -0.021
       Category 1     Category 2        0.100                  0.023
       Category 1     Category 3        0.031                 -0.002
       Category 2     Category 1        0.055                  0.008
       Category 2     Category 2        0.024                 -0.009
       Category 2     Category 3        0.011                 -0.002
       Category 3     Category 1        0.014                  0.005
       Category 3     Category 2        0.008                 -0.003
       Category 3     Category 3        0.005                 -0.001
     U14            U20
       Category 1     Category 1        0.770                 -0.011
       Category 1     Category 2        0.086                  0.012
       Category 1     Category 3        0.025                 -0.001
       Category 2     Category 1        0.059                  0.014
       Category 2     Category 2        0.022                 -0.012
       Category 2     Category 3        0.010                 -0.005
       Category 3     Category 1        0.016                 -0.006
       Category 3     Category 2        0.008                 -0.003
       Category 3     Category 3        0.005                  0.010
     U14            U21
       Category 1     Category 1        0.796                  0.013
       Category 1     Category 2        0.068                 -0.004
       Category 1     Category 3        0.018                 -0.009
       Category 2     Category 1        0.064                 -0.001
       Category 2     Category 2        0.019                 -0.004
       Category 2     Category 3        0.007                  0.003
       Category 3     Category 1        0.017                  0.007
       Category 3     Category 2        0.007                 -0.002
       Category 3     Category 3        0.004                 -0.004
     U15            U16
       Category 1     Category 1        0.730                  0.042
       Category 1     Category 2        0.091                 -0.027
       Category 1     Category 3        0.028                  0.002
       Category 2     Category 1        0.072                  0.000
       Category 2     Category 2        0.028                 -0.009
       Category 2     Category 3        0.013                 -0.008
       Category 3     Category 1        0.020                  0.003
       Category 3     Category 2        0.011                 -0.011
       Category 3     Category 3        0.007                  0.008
     U15            U17
       Category 1     Category 1        0.719                  0.004
       Category 1     Category 2        0.099                 -0.010
       Category 1     Category 3        0.031                  0.023
       Category 2     Category 1        0.070                 -0.008
       Category 2     Category 2        0.029                 -0.005
       Category 2     Category 3        0.014                 -0.004
       Category 3     Category 1        0.019                 -0.010
       Category 3     Category 2        0.011                  0.013
       Category 3     Category 3        0.008                 -0.003
     U15            U18
       Category 1     Category 1        0.718                  0.004
       Category 1     Category 2        0.099                  0.014
       Category 1     Category 3        0.031                 -0.001
       Category 2     Category 1        0.070                 -0.033
       Category 2     Category 2        0.029                  0.025
       Category 2     Category 3        0.014                 -0.009
       Category 3     Category 1        0.019                  0.004
       Category 3     Category 2        0.011                 -0.011
       Category 3     Category 3        0.008                  0.007
     U15            U19
       Category 1     Category 1        0.728                 -0.005
       Category 1     Category 2        0.092                  0.031
       Category 1     Category 3        0.028                 -0.008
       Category 2     Category 1        0.072                  0.009
       Category 2     Category 2        0.028                 -0.018
       Category 2     Category 3        0.013                 -0.008
       Category 3     Category 1        0.020                 -0.011
       Category 3     Category 2        0.011                 -0.001
       Category 3     Category 3        0.007                  0.013
     U15            U20
       Category 1     Category 1        0.746                  0.001
       Category 1     Category 2        0.079                  0.009
       Category 1     Category 3        0.023                  0.007
       Category 2     Category 1        0.077                 -0.010
       Category 2     Category 2        0.026                 -0.001
       Category 2     Category 3        0.011                 -0.006
       Category 3     Category 1        0.022                  0.007
       Category 3     Category 2        0.011                 -0.011
       Category 3     Category 3        0.006                  0.004
     U15            U21
       Category 1     Category 1        0.770                  0.031
       Category 1     Category 2        0.062                 -0.008
       Category 1     Category 3        0.017                 -0.007
       Category 2     Category 1        0.083                 -0.002
       Category 2     Category 2        0.022                 -0.012
       Category 2     Category 3        0.008                 -0.003
       Category 3     Category 1        0.024                 -0.010
       Category 3     Category 2        0.009                  0.010
       Category 3     Category 3        0.005                  0.000
     U16            U17
       Category 1     Category 1        0.701                  0.013
       Category 1     Category 2        0.093                  0.015
       Category 1     Category 3        0.028                  0.016
       Category 2     Category 1        0.083                 -0.019
       Category 2     Category 2        0.033                 -0.028
       Category 2     Category 3        0.015                  0.000
       Category 3     Category 1        0.024                 -0.009
       Category 3     Category 2        0.014                  0.011
       Category 3     Category 3        0.009                  0.001
     U16            U18
       Category 1     Category 1        0.701                 -0.001
       Category 1     Category 2        0.093                  0.040
       Category 1     Category 3        0.029                  0.006
       Category 2     Category 1        0.082                 -0.019
       Category 2     Category 2        0.033                 -0.018
       Category 2     Category 3        0.015                 -0.010
       Category 3     Category 1        0.024                 -0.004
       Category 3     Category 2        0.014                  0.006
       Category 3     Category 3        0.009                  0.001
     U16            U19
       Category 1     Category 1        0.710                  0.039
       Category 1     Category 2        0.087                  0.007
       Category 1     Category 3        0.026                 -0.001
       Category 2     Category 1        0.085                 -0.031
       Category 2     Category 2        0.031                 -0.007
       Category 2     Category 3        0.014                 -0.009
       Category 3     Category 1        0.025                 -0.015
       Category 3     Category 2        0.014                  0.011
       Category 3     Category 3        0.008                  0.006
     U16            U20
       Category 1     Category 1        0.727                  0.027
       Category 1     Category 2        0.074                  0.019
       Category 1     Category 3        0.021                 -0.001
       Category 2     Category 1        0.090                 -0.027
       Category 2     Category 2        0.028                 -0.014
       Category 2     Category 3        0.011                 -0.006
       Category 3     Category 1        0.027                 -0.002
       Category 3     Category 2        0.013                 -0.008
       Category 3     Category 3        0.007                  0.013
     U16            U21
       Category 1     Category 1        0.750                  0.044
       Category 1     Category 2        0.058                  0.001
       Category 1     Category 3        0.015                  0.000
       Category 2     Category 1        0.098                 -0.019
       Category 2     Category 2        0.024                 -0.019
       Category 2     Category 3        0.009                 -0.009
       Category 3     Category 1        0.030                 -0.005
       Category 3     Category 2        0.011                  0.008
       Category 3     Category 3        0.006                 -0.001
     U17            U18
       Category 1     Category 1        0.691                 -0.006
       Category 1     Category 2        0.090                 -0.011
       Category 1     Category 3        0.027                  0.002
       Category 2     Category 1        0.090                 -0.026
       Category 2     Category 2        0.035                  0.030
       Category 2     Category 3        0.015                 -0.006
       Category 3     Category 1        0.027                  0.007
       Category 3     Category 2        0.015                  0.009
       Category 3     Category 3        0.010                  0.000
     U17            U19
       Category 1     Category 1        0.700                  0.000
       Category 1     Category 2        0.084                  0.005
       Category 1     Category 3        0.025                 -0.020
       Category 2     Category 1        0.092                 -0.024
       Category 2     Category 2        0.033                  0.011
       Category 2     Category 3        0.014                  0.011
       Category 3     Category 1        0.028                  0.016
       Category 3     Category 2        0.015                 -0.005
       Category 3     Category 3        0.009                  0.006
     U17            U20
       Category 1     Category 1        0.716                 -0.027
       Category 1     Category 2        0.072                  0.012
       Category 1     Category 3        0.020                  0.000
       Category 2     Category 1        0.098                  0.000
       Category 2     Category 2        0.030                 -0.005
       Category 2     Category 3        0.012                  0.003
       Category 3     Category 1        0.030                  0.024
       Category 3     Category 2        0.014                 -0.009
       Category 3     Category 3        0.008                  0.002
     U17            U21
       Category 1     Category 1        0.738                  0.001
       Category 1     Category 2        0.056                 -0.006
       Category 1     Category 3        0.015                 -0.010
       Category 2     Category 1        0.106                  0.003
       Category 2     Category 2        0.025                 -0.005
       Category 2     Category 3        0.009                  0.001
       Category 3     Category 1        0.034                  0.016
       Category 3     Category 2        0.013                  0.002
       Category 3     Category 3        0.006                 -0.001
     U18            U19
       Category 1     Category 1        0.699                 -0.029
       Category 1     Category 2        0.084                  0.020
       Category 1     Category 3        0.025                 -0.015
       Category 2     Category 1        0.093                  0.030
       Category 2     Category 2        0.033                 -0.004
       Category 2     Category 3        0.014                  0.001
       Category 3     Category 1        0.028                 -0.009
       Category 3     Category 2        0.015                 -0.005
       Category 3     Category 3        0.009                  0.011
     U18            U20
       Category 1     Category 1        0.716                 -0.031
       Category 1     Category 2        0.071                  0.002
       Category 1     Category 3        0.020                  0.005
       Category 2     Category 1        0.098                  0.025
       Category 2     Category 2        0.030                  0.005
       Category 2     Category 3        0.012                 -0.002
       Category 3     Category 1        0.031                  0.004
       Category 3     Category 2        0.014                 -0.009
       Category 3     Category 3        0.008                  0.002
     U18            U21
       Category 1     Category 1        0.737                 -0.023
       Category 1     Category 2        0.055                  0.004
       Category 1     Category 3        0.014                 -0.005
       Category 2     Category 1        0.106                  0.042
       Category 2     Category 2        0.025                 -0.015
       Category 2     Category 3        0.009                  0.001
       Category 3     Category 1        0.034                  0.001
       Category 3     Category 2        0.013                  0.002
       Category 3     Category 3        0.006                 -0.006
     U19            U20
       Category 1     Category 1        0.725                 -0.016
       Category 1     Category 2        0.074                  0.010
       Category 1     Category 3        0.021                 -0.001
       Category 2     Category 1        0.092                  0.012
       Category 2     Category 2        0.029                 -0.004
       Category 2     Category 3        0.011                  0.003
       Category 3     Category 1        0.028                  0.002
       Category 3     Category 2        0.013                 -0.008
       Category 3     Category 3        0.007                  0.003
     U19            U21
       Category 1     Category 1        0.748                  0.016
       Category 1     Category 2        0.057                 -0.013
       Category 1     Category 3        0.015                 -0.010
       Category 2     Category 1        0.099                  0.009
       Category 2     Category 2        0.024                  0.005
       Category 2     Category 3        0.009                 -0.004
       Category 3     Category 1        0.031                 -0.006
       Category 3     Category 2        0.012                 -0.002
       Category 3     Category 3        0.006                  0.004
     U20            U21
       Category 1     Category 1        0.767                  0.006
       Category 1     Category 2        0.061                 -0.002
       Category 1     Category 3        0.016                 -0.006
       Category 2     Category 1        0.085                  0.013
       Category 2     Category 2        0.022                 -0.007
       Category 2     Category 3        0.008                 -0.008
       Category 3     Category 1        0.025                  0.000
       Category 3     Category 2        0.010                  0.000
       Category 3     Category 3        0.005                  0.005


     UNIVARIATE DISTRIBUTION FIT FOR CLASS 3

     Variable          Estimated      Residual (Observed-Estimated)
     U11
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U12
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U13
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U14
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U15
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U16
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U17
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U18
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U19
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U20
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000
     U21
       Category 1        1.000                  0.000
       Category 2        0.000                  0.000
       Category 3        0.000                  0.000


     BIVARIATE DISTRIBUTIONS FIT FOR CLASS 3

     Variable       Variable          Estimated    Residual (Observed-Estimated)
     U11            U12
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U13
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U14
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U15
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U16
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U17
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U18
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U11            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U13
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U14
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U15
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U16
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U17
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U18
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U12            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U14
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U15
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U16
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U17
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U18
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U13            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U15
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U16
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U17
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U18
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U14            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U16
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U17
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U18
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U15            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U17
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U18
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U16            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U17            U18
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U17            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U17            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U17            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U18            U19
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U18            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U18            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U19            U20
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U19            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000
     U20            U21
       Category 1     Category 1        1.000                  0.000
       Category 1     Category 2        0.000                  0.000
       Category 1     Category 3        0.000                  0.000
       Category 2     Category 1        0.000                  0.000
       Category 2     Category 2        0.000                  0.000
       Category 2     Category 3        0.000                  0.000
       Category 3     Category 1        0.000                  0.000
       Category 3     Category 2        0.000                  0.000
       Category 3     Category 3        0.000                  0.000


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U21
              ________
 1                  0


           LAMBDA
              I             S             Q
              ________      ________      ________
 U11                0             0             0
 U12                0             0             0
 U13                0             0             0
 U14                0             0             0
 U15                0             0             0
 U16                0             0             0
 U17                0             0             0
 U18                0             0             0
 U19                0             0             0
 U20                0             0             0
 U21                0             0             0


           THETA
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U15                0             0             0             0             0
 U16                0             0             0             0             0
 U17                0             0             0             0             0
 U18                0             0             0             0             0
 U19                0             0             0             0             0
 U20                0             0             0             0             0
 U21                0             0             0             0             0


           THETA
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 U16                0
 U17                0             0
 U18                0             0             0
 U19                0             0             0             0
 U20                0             0             0             0             0
 U21                0             0             0             0             0


           THETA
              U21
              ________
 U21                0


           ALPHA
              I             S             Q
              ________      ________      ________
 1                  1             2             3


           BETA
              I             S             Q
              ________      ________      ________
 I                  0             0             0
 S                  0             0             0
 Q                  0             0             0


           PSI
              I             S             Q
              ________      ________      ________
 I                  4
 S                  0             0
 Q                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U21
              ________
 1                  0


           LAMBDA
              I             S             Q
              ________      ________      ________
 U11                0             0             0
 U12                0             0             0
 U13                0             0             0
 U14                0             0             0
 U15                0             0             0
 U16                0             0             0
 U17                0             0             0
 U18                0             0             0
 U19                0             0             0
 U20                0             0             0
 U21                0             0             0


           THETA
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U15                0             0             0             0             0
 U16                0             0             0             0             0
 U17                0             0             0             0             0
 U18                0             0             0             0             0
 U19                0             0             0             0             0
 U20                0             0             0             0             0
 U21                0             0             0             0             0


           THETA
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 U16                0
 U17                0             0
 U18                0             0             0
 U19                0             0             0             0
 U20                0             0             0             0             0
 U21                0             0             0             0             0


           THETA
              U21
              ________
 U21                0


           ALPHA
              I             S             Q
              ________      ________      ________
 1                  0             5             6


           BETA
              I             S             Q
              ________      ________      ________
 I                  0             0             0
 S                  0             0             0
 Q                  0             0             0


           PSI
              I             S             Q
              ________      ________      ________
 I                  7
 S                  0             0
 Q                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 3


           NU
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U21
              ________
 1                  0


           LAMBDA
              I             S             Q
              ________      ________      ________
 U11                0             0             0
 U12                0             0             0
 U13                0             0             0
 U14                0             0             0
 U15                0             0             0
 U16                0             0             0
 U17                0             0             0
 U18                0             0             0
 U19                0             0             0
 U20                0             0             0
 U21                0             0             0


           THETA
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U15                0             0             0             0             0
 U16                0             0             0             0             0
 U17                0             0             0             0             0
 U18                0             0             0             0             0
 U19                0             0             0             0             0
 U20                0             0             0             0             0
 U21                0             0             0             0             0


           THETA
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 U16                0
 U17                0             0
 U18                0             0             0
 U19                0             0             0             0
 U20                0             0             0             0             0
 U21                0             0             0             0             0


           THETA
              U21
              ________
 U21                0


           ALPHA
              I             S             Q
              ________      ________      ________
 1                  0             0             0


           BETA
              I             S             Q
              ________      ________      ________
 I                  0             0             0
 S                  0             0             0
 Q                  0             0             0


           PSI
              I             S             Q
              ________      ________      ________
 I                  0
 S                  0             0
 Q                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U11$1         U11$2         U12$1         U12$2         U13$1
              ________      ________      ________      ________      ________
 1                  8             9             8             9             8


           TAU(U) FOR LATENT CLASS 1
              U13$2         U14$1         U14$2         U15$1         U15$2
              ________      ________      ________      ________      ________
 1                  9             8             9             8             9


           TAU(U) FOR LATENT CLASS 1
              U16$1         U16$2         U17$1         U17$2         U18$1
              ________      ________      ________      ________      ________
 1                  8             9             8             9             8


           TAU(U) FOR LATENT CLASS 1
              U18$2         U19$1         U19$2         U20$1         U20$2
              ________      ________      ________      ________      ________
 1                  9             8             9             8             9


           TAU(U) FOR LATENT CLASS 1
              U21$1         U21$2
              ________      ________
 1                  8             9


           TAU(U) FOR LATENT CLASS 2
              U11$1         U11$2         U12$1         U12$2         U13$1
              ________      ________      ________      ________      ________
 1                  8             9             8             9             8


           TAU(U) FOR LATENT CLASS 2
              U13$2         U14$1         U14$2         U15$1         U15$2
              ________      ________      ________      ________      ________
 1                  9             8             9             8             9


           TAU(U) FOR LATENT CLASS 2
              U16$1         U16$2         U17$1         U17$2         U18$1
              ________      ________      ________      ________      ________
 1                  8             9             8             9             8


           TAU(U) FOR LATENT CLASS 2
              U18$2         U19$1         U19$2         U20$1         U20$2
              ________      ________      ________      ________      ________
 1                  9             8             9             8             9


           TAU(U) FOR LATENT CLASS 2
              U21$1         U21$2
              ________      ________
 1                  8             9


           TAU(U) FOR LATENT CLASS 3
              U11$1         U11$2         U12$1         U12$2         U13$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 3
              U13$2         U14$1         U14$2         U15$1         U15$2
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 3
              U16$1         U16$2         U17$1         U17$2         U18$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 3
              U18$2         U19$1         U19$2         U20$1         U20$2
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 3
              U21$1         U21$2
              ________      ________
 1                  0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
 1                 10            11             0


           GAMMA(C)
              I             S             Q
              ________      ________      ________
 C#1                0             0             0
 C#2                0             0             0
 C#3                0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U21
              ________
 1              0.000


           LAMBDA
              I             S             Q
              ________      ________      ________
 U11            1.000        -0.600         0.360
 U12            1.000        -0.500         0.250
 U13            1.000        -0.400         0.160
 U14            1.000        -0.300         0.090
 U15            1.000        -0.200         0.040
 U16            1.000        -0.100         0.010
 U17            1.000         0.000         0.000
 U18            1.000         0.100         0.010
 U19            1.000         0.200         0.040
 U20            1.000         0.300         0.090
 U21            1.000         0.400         0.160


           THETA
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U15            0.000         0.000         0.000         0.000         1.000
 U16            0.000         0.000         0.000         0.000         0.000
 U17            0.000         0.000         0.000         0.000         0.000
 U18            0.000         0.000         0.000         0.000         0.000
 U19            0.000         0.000         0.000         0.000         0.000
 U20            0.000         0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000


           THETA
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 U16            1.000
 U17            0.000         1.000
 U18            0.000         0.000         1.000
 U19            0.000         0.000         0.000         1.000
 U20            0.000         0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         0.000


           THETA
              U21
              ________
 U21            1.000


           ALPHA
              I             S             Q
              ________      ________      ________
 1              2.000         0.000         0.000


           BETA
              I             S             Q
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 Q              0.000         0.000         0.000


           PSI
              I             S             Q
              ________      ________      ________
 I              0.050
 S              0.000         0.000
 Q              0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS 2


           NU
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U21
              ________
 1              0.000


           LAMBDA
              I             S             Q
              ________      ________      ________
 U11            1.000        -0.600         0.360
 U12            1.000        -0.500         0.250
 U13            1.000        -0.400         0.160
 U14            1.000        -0.300         0.090
 U15            1.000        -0.200         0.040
 U16            1.000        -0.100         0.010
 U17            1.000         0.000         0.000
 U18            1.000         0.100         0.010
 U19            1.000         0.200         0.040
 U20            1.000         0.300         0.090
 U21            1.000         0.400         0.160


           THETA
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U15            0.000         0.000         0.000         0.000         1.000
 U16            0.000         0.000         0.000         0.000         0.000
 U17            0.000         0.000         0.000         0.000         0.000
 U18            0.000         0.000         0.000         0.000         0.000
 U19            0.000         0.000         0.000         0.000         0.000
 U20            0.000         0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000


           THETA
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 U16            1.000
 U17            0.000         1.000
 U18            0.000         0.000         1.000
 U19            0.000         0.000         0.000         1.000
 U20            0.000         0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         0.000


           THETA
              U21
              ________
 U21            1.000


           ALPHA
              I             S             Q
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              I             S             Q
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 Q              0.000         0.000         0.000


           PSI
              I             S             Q
              ________      ________      ________
 I              0.050
 S              0.000         0.000
 Q              0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS 3


           NU
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U21
              ________
 1              0.000


           LAMBDA
              I             S             Q
              ________      ________      ________
 U11            1.000        -0.600         0.360
 U12            1.000        -0.500         0.250
 U13            1.000        -0.400         0.160
 U14            1.000        -0.300         0.090
 U15            1.000        -0.200         0.040
 U16            1.000        -0.100         0.010
 U17            1.000         0.000         0.000
 U18            1.000         0.100         0.010
 U19            1.000         0.200         0.040
 U20            1.000         0.300         0.090
 U21            1.000         0.400         0.160


           THETA
              U11           U12           U13           U14           U15
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U15            0.000         0.000         0.000         0.000         1.000
 U16            0.000         0.000         0.000         0.000         0.000
 U17            0.000         0.000         0.000         0.000         0.000
 U18            0.000         0.000         0.000         0.000         0.000
 U19            0.000         0.000         0.000         0.000         0.000
 U20            0.000         0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000


           THETA
              U16           U17           U18           U19           U20
              ________      ________      ________      ________      ________
 U16            1.000
 U17            0.000         1.000
 U18            0.000         0.000         1.000
 U19            0.000         0.000         0.000         1.000
 U20            0.000         0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         0.000


           THETA
              U21
              ________
 U21            1.000


           ALPHA
              I             S             Q
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              I             S             Q
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 Q              0.000         0.000         0.000


           PSI
              I             S             Q
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 Q              0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U11$1         U11$2         U12$1         U12$2         U13$1
              ________      ________      ________      ________      ________
 1              2.210         3.700         2.210         3.700         2.210


           TAU(U) FOR LATENT CLASS 1
              U13$2         U14$1         U14$2         U15$1         U15$2
              ________      ________      ________      ________      ________
 1              3.700         2.210         3.700         2.210         3.700


           TAU(U) FOR LATENT CLASS 1
              U16$1         U16$2         U17$1         U17$2         U18$1
              ________      ________      ________      ________      ________
 1              2.210         3.700         2.210         3.700         2.210


           TAU(U) FOR LATENT CLASS 1
              U18$2         U19$1         U19$2         U20$1         U20$2
              ________      ________      ________      ________      ________
 1              3.700         2.210         3.700         2.210         3.700


           TAU(U) FOR LATENT CLASS 1
              U21$1         U21$2
              ________      ________
 1              2.210         3.700


           TAU(U) FOR LATENT CLASS 2
              U11$1         U11$2         U12$1         U12$2         U13$1
              ________      ________      ________      ________      ________
 1              2.210         3.700         2.210         3.700         2.210


           TAU(U) FOR LATENT CLASS 2
              U13$2         U14$1         U14$2         U15$1         U15$2
              ________      ________      ________      ________      ________
 1              3.700         2.210         3.700         2.210         3.700


           TAU(U) FOR LATENT CLASS 2
              U16$1         U16$2         U17$1         U17$2         U18$1
              ________      ________      ________      ________      ________
 1              2.210         3.700         2.210         3.700         2.210


           TAU(U) FOR LATENT CLASS 2
              U18$2         U19$1         U19$2         U20$1         U20$2
              ________      ________      ________      ________      ________
 1              3.700         2.210         3.700         2.210         3.700


           TAU(U) FOR LATENT CLASS 2
              U21$1         U21$2
              ________      ________
 1              2.210         3.700


           TAU(U) FOR LATENT CLASS 3
              U11$1         U11$2         U12$1         U12$2         U13$1
              ________      ________      ________      ________      ________
 1             15.000        16.000        15.000        16.000        15.000


           TAU(U) FOR LATENT CLASS 3
              U13$2         U14$1         U14$2         U15$1         U15$2
              ________      ________      ________      ________      ________
 1             16.000        15.000        16.000        15.000        16.000


           TAU(U) FOR LATENT CLASS 3
              U16$1         U16$2         U17$1         U17$2         U18$1
              ________      ________      ________      ________      ________
 1             15.000        16.000        15.000        16.000        15.000


           TAU(U) FOR LATENT CLASS 3
              U18$2         U19$1         U19$2         U20$1         U20$2
              ________      ________      ________      ________      ________
 1             16.000        15.000        16.000        15.000        16.000


           TAU(U) FOR LATENT CLASS 3
              U21$1         U21$2
              ________      ________
 1             15.000        16.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
 1              0.000         0.000         0.000


           GAMMA(C)
              I             S             Q
              ________      ________      ________
 C#1            0.000         0.000         0.000
 C#2            0.000         0.000         0.000
 C#3            0.000         0.000         0.000


TECHNICAL 7 OUTPUT


     UNIVARIATE SAMPLE DISTRIBUTIONS FOR CLASS 1

     Variable
     U11
       Category 1        0.999
       Category 2        0.001
       Category 3        0.000
     U12
       Category 1        0.910
       Category 2        0.090
       Category 3        0.000
     U13
       Category 1        0.720
       Category 2        0.136
       Category 3        0.144
     U14
       Category 1        0.451
       Category 2        0.548
       Category 3        0.000
     U15
       Category 1        0.713
       Category 2        0.194
       Category 3        0.094
     U16
       Category 1        0.840
       Category 2        0.085
       Category 3        0.075
     U17
       Category 1        0.996
       Category 2        0.003
       Category 3        0.001
     U18
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U19
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U20
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U21
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000


     BIVARIATE SAMPLE DISTRIBUTIONS FOR CLASS 1

     Variable       Variable
     U11            U12
       Category 1     Category 1        0.909
       Category 1     Category 2        0.090
       Category 1     Category 3        0.000
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U13
       Category 1     Category 1        0.719
       Category 1     Category 2        0.136
       Category 1     Category 3        0.144
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U14
       Category 1     Category 1        0.451
       Category 1     Category 2        0.548
       Category 1     Category 3        0.000
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U15
       Category 1     Category 1        0.712
       Category 1     Category 2        0.194
       Category 1     Category 3        0.094
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U16
       Category 1     Category 1        0.840
       Category 1     Category 2        0.085
       Category 1     Category 3        0.075
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U17
       Category 1     Category 1        0.995
       Category 1     Category 2        0.003
       Category 1     Category 3        0.001
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U18
       Category 1     Category 1        0.999
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U19
       Category 1     Category 1        0.999
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U20
       Category 1     Category 1        0.999
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U21
       Category 1     Category 1        0.999
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.001
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U13
       Category 1     Category 1        0.698
       Category 1     Category 2        0.136
       Category 1     Category 3        0.075
       Category 2     Category 1        0.021
       Category 2     Category 2        0.000
       Category 2     Category 3        0.069
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U14
       Category 1     Category 1        0.430
       Category 1     Category 2        0.479
       Category 1     Category 3        0.000
       Category 2     Category 1        0.021
       Category 2     Category 2        0.069
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U15
       Category 1     Category 1        0.625
       Category 1     Category 2        0.194
       Category 1     Category 3        0.091
       Category 2     Category 1        0.088
       Category 2     Category 2        0.000
       Category 2     Category 3        0.003
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U16
       Category 1     Category 1        0.755
       Category 1     Category 2        0.080
       Category 1     Category 3        0.075
       Category 2     Category 1        0.086
       Category 2     Category 2        0.005
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U17
       Category 1     Category 1        0.908
       Category 1     Category 2        0.001
       Category 1     Category 3        0.001
       Category 2     Category 1        0.088
       Category 2     Category 2        0.003
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U18
       Category 1     Category 1        0.909
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.090
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U19
       Category 1     Category 1        0.910
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.090
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U20
       Category 1     Category 1        0.910
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.090
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U21
       Category 1     Category 1        0.910
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.090
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U14
       Category 1     Category 1        0.432
       Category 1     Category 2        0.288
       Category 1     Category 3        0.000
       Category 2     Category 1        0.020
       Category 2     Category 2        0.116
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.144
       Category 3     Category 3        0.000
     U13            U15
       Category 1     Category 1        0.577
       Category 1     Category 2        0.125
       Category 1     Category 3        0.019
       Category 2     Category 1        0.067
       Category 2     Category 2        0.069
       Category 2     Category 3        0.000
       Category 3     Category 1        0.069
       Category 3     Category 2        0.000
       Category 3     Category 3        0.075
     U13            U16
       Category 1     Category 1        0.683
       Category 1     Category 2        0.037
       Category 1     Category 3        0.000
       Category 2     Category 1        0.089
       Category 2     Category 2        0.047
       Category 2     Category 3        0.000
       Category 3     Category 1        0.069
       Category 3     Category 2        0.000
       Category 3     Category 3        0.075
     U13            U17
       Category 1     Category 1        0.715
       Category 1     Category 2        0.003
       Category 1     Category 3        0.001
       Category 2     Category 1        0.136
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.144
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U18
       Category 1     Category 1        0.720
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.136
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.144
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U19
       Category 1     Category 1        0.720
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.136
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.144
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U20
       Category 1     Category 1        0.720
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.136
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.144
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U21
       Category 1     Category 1        0.720
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.136
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.144
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U15
       Category 1     Category 1        0.399
       Category 1     Category 2        0.034
       Category 1     Category 3        0.019
       Category 2     Category 1        0.314
       Category 2     Category 2        0.159
       Category 2     Category 3        0.075
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U16
       Category 1     Category 1        0.430
       Category 1     Category 2        0.021
       Category 1     Category 3        0.000
       Category 2     Category 1        0.410
       Category 2     Category 2        0.063
       Category 2     Category 3        0.075
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U17
       Category 1     Category 1        0.448
       Category 1     Category 2        0.003
       Category 1     Category 3        0.000
       Category 2     Category 1        0.547
       Category 2     Category 2        0.000
       Category 2     Category 3        0.001
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U18
       Category 1     Category 1        0.451
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.548
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U19
       Category 1     Category 1        0.451
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.548
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U20
       Category 1     Category 1        0.451
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.548
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U21
       Category 1     Category 1        0.451
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.548
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U16
       Category 1     Category 1        0.637
       Category 1     Category 2        0.076
       Category 1     Category 3        0.000
       Category 2     Category 1        0.185
       Category 2     Category 2        0.009
       Category 2     Category 3        0.000
       Category 3     Category 1        0.019
       Category 3     Category 2        0.000
       Category 3     Category 3        0.075
     U15            U17
       Category 1     Category 1        0.711
       Category 1     Category 2        0.001
       Category 1     Category 3        0.001
       Category 2     Category 1        0.194
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.091
       Category 3     Category 2        0.003
       Category 3     Category 3        0.000
     U15            U18
       Category 1     Category 1        0.712
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.194
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.094
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U19
       Category 1     Category 1        0.713
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.194
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.094
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U20
       Category 1     Category 1        0.713
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.194
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.094
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U21
       Category 1     Category 1        0.713
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.194
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.094
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U17
       Category 1     Category 1        0.836
       Category 1     Category 2        0.003
       Category 1     Category 3        0.001
       Category 2     Category 1        0.085
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.075
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U18
       Category 1     Category 1        0.840
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.085
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.075
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U19
       Category 1     Category 1        0.840
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.085
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.075
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U20
       Category 1     Category 1        0.840
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.085
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.075
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U21
       Category 1     Category 1        0.840
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.085
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.075
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U17            U18
       Category 1     Category 1        0.995
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.003
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.001
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U17            U19
       Category 1     Category 1        0.996
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.003
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.001
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U17            U20
       Category 1     Category 1        0.996
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.003
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.001
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U17            U21
       Category 1     Category 1        0.996
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.003
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.001
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U18            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U18            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U18            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U19            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U19            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U20            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000


     UNIVARIATE SAMPLE DISTRIBUTIONS FOR CLASS 2

     Variable
     U11
       Category 1        0.966
       Category 2        0.025
       Category 3        0.010
     U12
       Category 1        0.947
       Category 2        0.044
       Category 3        0.010
     U13
       Category 1        0.914
       Category 2        0.080
       Category 3        0.006
     U14
       Category 1        0.882
       Category 2        0.088
       Category 3        0.030
     U15
       Category 1        0.865
       Category 2        0.096
       Category 3        0.038
     U16
       Category 1        0.867
       Category 2        0.083
       Category 3        0.049
     U17
       Category 1        0.793
       Category 2        0.138
       Category 3        0.069
     U18
       Category 1        0.783
       Category 2        0.168
       Category 3        0.049
     U19
       Category 1        0.813
       Category 2        0.143
       Category 3        0.044
     U20
       Category 1        0.842
       Category 2        0.113
       Category 3        0.044
     U21
       Category 1        0.896
       Category 2        0.084
       Category 3        0.020


     BIVARIATE SAMPLE DISTRIBUTIONS FOR CLASS 2

     Variable       Variable
     U11            U12
       Category 1     Category 1        0.927
       Category 1     Category 2        0.029
       Category 1     Category 3        0.010
       Category 2     Category 1        0.015
       Category 2     Category 2        0.010
       Category 2     Category 3        0.000
       Category 3     Category 1        0.005
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U11            U13
       Category 1     Category 1        0.895
       Category 1     Category 2        0.070
       Category 1     Category 3        0.001
       Category 2     Category 1        0.010
       Category 2     Category 2        0.010
       Category 2     Category 3        0.005
       Category 3     Category 1        0.010
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U14
       Category 1     Category 1        0.867
       Category 1     Category 2        0.078
       Category 1     Category 3        0.020
       Category 2     Category 1        0.010
       Category 2     Category 2        0.010
       Category 2     Category 3        0.005
       Category 3     Category 1        0.005
       Category 3     Category 2        0.000
       Category 3     Category 3        0.005
     U11            U15
       Category 1     Category 1        0.841
       Category 1     Category 2        0.091
       Category 1     Category 3        0.033
       Category 2     Category 1        0.020
       Category 2     Category 2        0.000
       Category 2     Category 3        0.005
       Category 3     Category 1        0.005
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U11            U16
       Category 1     Category 1        0.857
       Category 1     Category 2        0.083
       Category 1     Category 3        0.025
       Category 2     Category 1        0.005
       Category 2     Category 2        0.000
       Category 2     Category 3        0.020
       Category 3     Category 1        0.005
       Category 3     Category 2        0.000
       Category 3     Category 3        0.005
     U11            U17
       Category 1     Category 1        0.783
       Category 1     Category 2        0.123
       Category 1     Category 3        0.059
       Category 2     Category 1        0.005
       Category 2     Category 2        0.010
       Category 2     Category 3        0.010
       Category 3     Category 1        0.005
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U11            U18
       Category 1     Category 1        0.768
       Category 1     Category 2        0.153
       Category 1     Category 3        0.044
       Category 2     Category 1        0.005
       Category 2     Category 2        0.015
       Category 2     Category 3        0.005
       Category 3     Category 1        0.010
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U19
       Category 1     Category 1        0.803
       Category 1     Category 2        0.133
       Category 1     Category 3        0.030
       Category 2     Category 1        0.005
       Category 2     Category 2        0.005
       Category 2     Category 3        0.015
       Category 3     Category 1        0.005
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U11            U20
       Category 1     Category 1        0.827
       Category 1     Category 2        0.104
       Category 1     Category 3        0.035
       Category 2     Category 1        0.015
       Category 2     Category 2        0.005
       Category 2     Category 3        0.005
       Category 3     Category 1        0.000
       Category 3     Category 2        0.005
       Category 3     Category 3        0.005
     U11            U21
       Category 1     Category 1        0.872
       Category 1     Category 2        0.079
       Category 1     Category 3        0.015
       Category 2     Category 1        0.015
       Category 2     Category 2        0.005
       Category 2     Category 3        0.005
       Category 3     Category 1        0.010
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U13
       Category 1     Category 1        0.876
       Category 1     Category 2        0.065
       Category 1     Category 3        0.005
       Category 2     Category 1        0.033
       Category 2     Category 2        0.010
       Category 2     Category 3        0.001
       Category 3     Category 1        0.005
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U12            U14
       Category 1     Category 1        0.849
       Category 1     Category 2        0.078
       Category 1     Category 3        0.020
       Category 2     Category 1        0.028
       Category 2     Category 2        0.010
       Category 2     Category 3        0.005
       Category 3     Category 1        0.005
       Category 3     Category 2        0.000
       Category 3     Category 3        0.005
     U12            U15
       Category 1     Category 1        0.837
       Category 1     Category 2        0.081
       Category 1     Category 3        0.029
       Category 2     Category 1        0.024
       Category 2     Category 2        0.010
       Category 2     Category 3        0.010
       Category 3     Category 1        0.005
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U12            U16
       Category 1     Category 1        0.833
       Category 1     Category 2        0.074
       Category 1     Category 3        0.040
       Category 2     Category 1        0.029
       Category 2     Category 2        0.005
       Category 2     Category 3        0.010
       Category 3     Category 1        0.005
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U12            U17
       Category 1     Category 1        0.769
       Category 1     Category 2        0.118
       Category 1     Category 3        0.059
       Category 2     Category 1        0.019
       Category 2     Category 2        0.020
       Category 2     Category 3        0.005
       Category 3     Category 1        0.005
       Category 3     Category 2        0.000
       Category 3     Category 3        0.005
     U12            U18
       Category 1     Category 1        0.754
       Category 1     Category 2        0.153
       Category 1     Category 3        0.039
       Category 2     Category 1        0.029
       Category 2     Category 2        0.010
       Category 2     Category 3        0.005
       Category 3     Category 1        0.000
       Category 3     Category 2        0.005
       Category 3     Category 3        0.005
     U12            U19
       Category 1     Category 1        0.784
       Category 1     Category 2        0.128
       Category 1     Category 3        0.035
       Category 2     Category 1        0.029
       Category 2     Category 2        0.005
       Category 2     Category 3        0.010
       Category 3     Category 1        0.000
       Category 3     Category 2        0.010
       Category 3     Category 3        0.000
     U12            U20
       Category 1     Category 1        0.809
       Category 1     Category 2        0.099
       Category 1     Category 3        0.039
       Category 2     Category 1        0.029
       Category 2     Category 2        0.015
       Category 2     Category 3        0.000
       Category 3     Category 1        0.005
       Category 3     Category 2        0.000
       Category 3     Category 3        0.005
     U12            U21
       Category 1     Category 1        0.858
       Category 1     Category 2        0.069
       Category 1     Category 3        0.020
       Category 2     Category 1        0.034
       Category 2     Category 2        0.010
       Category 2     Category 3        0.000
       Category 3     Category 1        0.005
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U13            U14
       Category 1     Category 1        0.839
       Category 1     Category 2        0.070
       Category 1     Category 3        0.005
       Category 2     Category 1        0.043
       Category 2     Category 2        0.017
       Category 2     Category 3        0.020
       Category 3     Category 1        0.000
       Category 3     Category 2        0.001
       Category 3     Category 3        0.005
     U13            U15
       Category 1     Category 1        0.800
       Category 1     Category 2        0.076
       Category 1     Category 3        0.038
       Category 2     Category 1        0.060
       Category 2     Category 2        0.020
       Category 2     Category 3        0.000
       Category 3     Category 1        0.005
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U16
       Category 1     Category 1        0.798
       Category 1     Category 2        0.081
       Category 1     Category 3        0.035
       Category 2     Category 1        0.068
       Category 2     Category 2        0.002
       Category 2     Category 3        0.010
       Category 3     Category 1        0.001
       Category 3     Category 2        0.000
       Category 3     Category 3        0.005
     U13            U17
       Category 1     Category 1        0.747
       Category 1     Category 2        0.108
       Category 1     Category 3        0.059
       Category 2     Category 1        0.046
       Category 2     Category 2        0.025
       Category 2     Category 3        0.010
       Category 3     Category 1        0.001
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U13            U18
       Category 1     Category 1        0.747
       Category 1     Category 2        0.138
       Category 1     Category 3        0.030
       Category 2     Category 1        0.036
       Category 2     Category 2        0.025
       Category 2     Category 3        0.020
       Category 3     Category 1        0.001
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U13            U19
       Category 1     Category 1        0.766
       Category 1     Category 2        0.118
       Category 1     Category 3        0.030
       Category 2     Category 1        0.046
       Category 2     Category 2        0.025
       Category 2     Category 3        0.010
       Category 3     Category 1        0.001
       Category 3     Category 2        0.000
       Category 3     Category 3        0.005
     U13            U20
       Category 1     Category 1        0.796
       Category 1     Category 2        0.094
       Category 1     Category 3        0.025
       Category 2     Category 1        0.041
       Category 2     Category 2        0.020
       Category 2     Category 3        0.020
       Category 3     Category 1        0.006
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U21
       Category 1     Category 1        0.830
       Category 1     Category 2        0.074
       Category 1     Category 3        0.010
       Category 2     Category 1        0.060
       Category 2     Category 2        0.010
       Category 2     Category 3        0.010
       Category 3     Category 1        0.006
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U15
       Category 1     Category 1        0.767
       Category 1     Category 2        0.082
       Category 1     Category 3        0.033
       Category 2     Category 1        0.074
       Category 2     Category 2        0.010
       Category 2     Category 3        0.005
       Category 3     Category 1        0.025
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U14            U16
       Category 1     Category 1        0.770
       Category 1     Category 2        0.078
       Category 1     Category 3        0.035
       Category 2     Category 1        0.072
       Category 2     Category 2        0.006
       Category 2     Category 3        0.010
       Category 3     Category 1        0.025
       Category 3     Category 2        0.000
       Category 3     Category 3        0.005
     U14            U17
       Category 1     Category 1        0.720
       Category 1     Category 2        0.113
       Category 1     Category 3        0.049
       Category 2     Category 1        0.059
       Category 2     Category 2        0.015
       Category 2     Category 3        0.015
       Category 3     Category 1        0.015
       Category 3     Category 2        0.010
       Category 3     Category 3        0.005
     U14            U18
       Category 1     Category 1        0.714
       Category 1     Category 2        0.138
       Category 1     Category 3        0.030
       Category 2     Category 1        0.059
       Category 2     Category 2        0.025
       Category 2     Category 3        0.005
       Category 3     Category 1        0.010
       Category 3     Category 2        0.005
       Category 3     Category 3        0.015
     U14            U19
       Category 1     Category 1        0.729
       Category 1     Category 2        0.123
       Category 1     Category 3        0.030
       Category 2     Category 1        0.064
       Category 2     Category 2        0.015
       Category 2     Category 3        0.010
       Category 3     Category 1        0.020
       Category 3     Category 2        0.005
       Category 3     Category 3        0.005
     U14            U20
       Category 1     Category 1        0.759
       Category 1     Category 2        0.099
       Category 1     Category 3        0.025
       Category 2     Category 1        0.074
       Category 2     Category 2        0.010
       Category 2     Category 3        0.005
       Category 3     Category 1        0.010
       Category 3     Category 2        0.005
       Category 3     Category 3        0.015
     U14            U21
       Category 1     Category 1        0.808
       Category 1     Category 2        0.064
       Category 1     Category 3        0.010
       Category 2     Category 1        0.064
       Category 2     Category 2        0.015
       Category 2     Category 3        0.010
       Category 3     Category 1        0.025
       Category 3     Category 2        0.005
       Category 3     Category 3        0.000
     U15            U16
       Category 1     Category 1        0.772
       Category 1     Category 2        0.064
       Category 1     Category 3        0.030
       Category 2     Category 1        0.072
       Category 2     Category 2        0.019
       Category 2     Category 3        0.005
       Category 3     Category 1        0.023
       Category 3     Category 2        0.000
       Category 3     Category 3        0.015
     U15            U17
       Category 1     Category 1        0.723
       Category 1     Category 2        0.089
       Category 1     Category 3        0.054
       Category 2     Category 1        0.062
       Category 2     Category 2        0.025
       Category 2     Category 3        0.010
       Category 3     Category 1        0.009
       Category 3     Category 2        0.024
       Category 3     Category 3        0.005
     U15            U18
       Category 1     Category 1        0.722
       Category 1     Category 2        0.113
       Category 1     Category 3        0.030
       Category 2     Category 1        0.037
       Category 2     Category 2        0.054
       Category 2     Category 3        0.005
       Category 3     Category 1        0.024
       Category 3     Category 2        0.000
       Category 3     Category 3        0.015
     U15            U19
       Category 1     Category 1        0.722
       Category 1     Category 2        0.123
       Category 1     Category 3        0.020
       Category 2     Category 1        0.081
       Category 2     Category 2        0.010
       Category 2     Category 3        0.005
       Category 3     Category 1        0.009
       Category 3     Category 2        0.010
       Category 3     Category 3        0.020
     U15            U20
       Category 1     Category 1        0.747
       Category 1     Category 2        0.089
       Category 1     Category 3        0.030
       Category 2     Category 1        0.067
       Category 2     Category 2        0.025
       Category 2     Category 3        0.005
       Category 3     Category 1        0.029
       Category 3     Category 2        0.000
       Category 3     Category 3        0.010
     U15            U21
       Category 1     Category 1        0.801
       Category 1     Category 2        0.054
       Category 1     Category 3        0.010
       Category 2     Category 1        0.081
       Category 2     Category 2        0.010
       Category 2     Category 3        0.005
       Category 3     Category 1        0.014
       Category 3     Category 2        0.020
       Category 3     Category 3        0.005
     U16            U17
       Category 1     Category 1        0.715
       Category 1     Category 2        0.108
       Category 1     Category 3        0.044
       Category 2     Category 1        0.064
       Category 2     Category 2        0.005
       Category 2     Category 3        0.015
       Category 3     Category 1        0.015
       Category 3     Category 2        0.025
       Category 3     Category 3        0.010
     U16            U18
       Category 1     Category 1        0.700
       Category 1     Category 2        0.133
       Category 1     Category 3        0.034
       Category 2     Category 1        0.064
       Category 2     Category 2        0.015
       Category 2     Category 3        0.005
       Category 3     Category 1        0.020
       Category 3     Category 2        0.020
       Category 3     Category 3        0.010
     U16            U19
       Category 1     Category 1        0.749
       Category 1     Category 2        0.094
       Category 1     Category 3        0.025
       Category 2     Category 1        0.054
       Category 2     Category 2        0.025
       Category 2     Category 3        0.005
       Category 3     Category 1        0.010
       Category 3     Category 2        0.025
       Category 3     Category 3        0.015
     U16            U20
       Category 1     Category 1        0.754
       Category 1     Category 2        0.094
       Category 1     Category 3        0.020
       Category 2     Category 1        0.064
       Category 2     Category 2        0.015
       Category 2     Category 3        0.005
       Category 3     Category 1        0.025
       Category 3     Category 2        0.005
       Category 3     Category 3        0.020
     U16            U21
       Category 1     Category 1        0.793
       Category 1     Category 2        0.059
       Category 1     Category 3        0.015
       Category 2     Category 1        0.078
       Category 2     Category 2        0.005
       Category 2     Category 3        0.000
       Category 3     Category 1        0.025
       Category 3     Category 2        0.020
       Category 3     Category 3        0.005
     U17            U18
       Category 1     Category 1        0.685
       Category 1     Category 2        0.079
       Category 1     Category 3        0.030
       Category 2     Category 1        0.064
       Category 2     Category 2        0.064
       Category 2     Category 3        0.010
       Category 3     Category 1        0.034
       Category 3     Category 2        0.025
       Category 3     Category 3        0.010
     U17            U19
       Category 1     Category 1        0.699
       Category 1     Category 2        0.089
       Category 1     Category 3        0.005
       Category 2     Category 1        0.069
       Category 2     Category 2        0.044
       Category 2     Category 3        0.025
       Category 3     Category 1        0.044
       Category 3     Category 2        0.010
       Category 3     Category 3        0.015
     U17            U20
       Category 1     Category 1        0.690
       Category 1     Category 2        0.084
       Category 1     Category 3        0.020
       Category 2     Category 1        0.098
       Category 2     Category 2        0.025
       Category 2     Category 3        0.015
       Category 3     Category 1        0.054
       Category 3     Category 2        0.005
       Category 3     Category 3        0.010
     U17            U21
       Category 1     Category 1        0.739
       Category 1     Category 2        0.049
       Category 1     Category 3        0.005
       Category 2     Category 1        0.108
       Category 2     Category 2        0.020
       Category 2     Category 3        0.010
       Category 3     Category 1        0.049
       Category 3     Category 2        0.015
       Category 3     Category 3        0.005
     U18            U19
       Category 1     Category 1        0.670
       Category 1     Category 2        0.104
       Category 1     Category 3        0.010
       Category 2     Category 1        0.123
       Category 2     Category 2        0.030
       Category 2     Category 3        0.015
       Category 3     Category 1        0.020
       Category 3     Category 2        0.010
       Category 3     Category 3        0.020
     U18            U20
       Category 1     Category 1        0.684
       Category 1     Category 2        0.074
       Category 1     Category 3        0.025
       Category 2     Category 1        0.123
       Category 2     Category 2        0.035
       Category 2     Category 3        0.010
       Category 3     Category 1        0.034
       Category 3     Category 2        0.005
       Category 3     Category 3        0.010
     U18            U21
       Category 1     Category 1        0.714
       Category 1     Category 2        0.059
       Category 1     Category 3        0.010
       Category 2     Category 1        0.148
       Category 2     Category 2        0.010
       Category 2     Category 3        0.010
       Category 3     Category 1        0.034
       Category 3     Category 2        0.015
       Category 3     Category 3        0.000
     U19            U20
       Category 1     Category 1        0.709
       Category 1     Category 2        0.084
       Category 1     Category 3        0.020
       Category 2     Category 1        0.104
       Category 2     Category 2        0.025
       Category 2     Category 3        0.015
       Category 3     Category 1        0.030
       Category 3     Category 2        0.005
       Category 3     Category 3        0.010
     U19            U21
       Category 1     Category 1        0.763
       Category 1     Category 2        0.044
       Category 1     Category 3        0.005
       Category 2     Category 1        0.108
       Category 2     Category 2        0.030
       Category 2     Category 3        0.005
       Category 3     Category 1        0.025
       Category 3     Category 2        0.010
       Category 3     Category 3        0.010
     U20            U21
       Category 1     Category 1        0.773
       Category 1     Category 2        0.059
       Category 1     Category 3        0.010
       Category 2     Category 1        0.099
       Category 2     Category 2        0.015
       Category 2     Category 3        0.000
       Category 3     Category 1        0.025
       Category 3     Category 2        0.010
       Category 3     Category 3        0.010


     UNIVARIATE SAMPLE DISTRIBUTIONS FOR CLASS 3

     Variable
     U11
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U12
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U13
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U14
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U15
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U16
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U17
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U18
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U19
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U20
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000
     U21
       Category 1        1.000
       Category 2        0.000
       Category 3        0.000


     BIVARIATE SAMPLE DISTRIBUTIONS FOR CLASS 3

     Variable       Variable
     U11            U12
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U13
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U14
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U15
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U16
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U17
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U18
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U11            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U13
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U14
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U15
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U16
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U17
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U18
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U12            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U14
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U15
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U16
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U17
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U18
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U13            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U15
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U16
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U17
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U18
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U14            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U16
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U17
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U18
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U15            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U17
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U18
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U16            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U17            U18
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U17            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U17            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U17            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U18            U19
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U18            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U18            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U19            U20
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U19            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000
     U20            U21
       Category 1     Category 1        1.000
       Category 1     Category 2        0.000
       Category 1     Category 3        0.000
       Category 2     Category 1        0.000
       Category 2     Category 2        0.000
       Category 2     Category 3        0.000
       Category 3     Category 1        0.000
       Category 3     Category 2        0.000
       Category 3     Category 3        0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11859863D+04    0.0000000    0.0000000     45.791   146.202    EM
                                                    211.007
     2 -0.10807722D+04  105.2140751    0.0887144     41.364   143.028    EM
                                                    218.608
     3 -0.10742292D+04    6.5430614    0.0060541     34.620   169.096    FS
                                                    199.284
     4 -0.10722829D+04    1.9462386    0.0018118     21.162   173.946    FS
                                                    207.892
     5 -0.10719145D+04    0.3684519    0.0003436     20.842   174.841    EM
                                                    207.317


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28581488D+04    0.0000000    0.0000000      0.895    74.989    EM
                                                    327.117
     2 -0.24043152D+04  453.8336123    0.1587859     78.729     8.276    FS
                                                    315.995
     3 -0.21259882D+04  278.3270104    0.1157614     77.675     9.733    FS
                                                    315.591
     4 -0.18849366D+04  241.0516701    0.1133834     56.329    61.420    FS
                                                    285.251
     5 -0.17616756D+04  123.2609994    0.0653927     42.549    79.210    FS
                                                    281.241
     6 -0.16428299D+04  118.8456978    0.0674617     47.733    75.456    FS
                                                    279.811
     7 -0.15222724D+04  120.5574072    0.0733840     61.271    62.516    FS
                                                    279.213
     8 -0.14330825D+04   89.1899479    0.0585900     58.942    65.856    FS
                                                    278.202
     9 -0.13374156D+04   95.6669135    0.0667560     44.840    79.925    FS
                                                    278.235
    10 -0.12388465D+04   98.5690995    0.0737012     50.917    75.261    FS
                                                    276.823
    11 -0.11638445D+04   75.0019433    0.0605418     33.857    96.989    FS
                                                    272.154
    12 -0.11093003D+04   54.5442320    0.0468656     10.155   141.662    FS
                                                    251.183
    13 -0.10843402D+04   24.9601568    0.0225008      0.004   208.986    FS
                                                    194.009
    14 -0.10725610D+04   11.7791812    0.0108630      0.028   209.640    EM
                                                    193.332
    15 -0.10718038D+04    0.7571296    0.0007059      0.424   209.649    EM
                                                    192.928


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19872519D+04    0.0000000    0.0000000     19.909    96.131    EM
                                                    286.960
     2 -0.13002891D+04  686.9627727    0.3456848     51.254    73.211    EM
                                                    278.536
     3 -0.12594003D+04   40.8888297    0.0314460     34.984    91.668    FS
                                                    276.349
     4 -0.11653922D+04   94.0080649    0.0746451     30.870   100.432    FS
                                                    271.698
     5 -0.11006083D+04   64.7838736    0.0555898     17.558   126.931    FS
                                                    258.511
     6 -0.10768850D+04   23.7233447    0.0215548      1.656   180.433    FS
                                                    220.910
     7 -0.10709272D+04    5.9577712    0.0055324      2.951   180.506    EM
                                                    219.543
     8 -0.10692196D+04    1.7076263    0.0015945      4.584   179.891    EM
                                                    218.525
     9 -0.10680349D+04    1.1846673    0.0011080      5.931   179.448    EM
                                                    217.620
    10 -0.10675598D+04    0.4751141    0.0004448      6.808   179.466    EM
                                                    216.726


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14425915D+04    0.0000000    0.0000000    102.298    26.500    EM
                                                    274.203
     2 -0.12831706D+04  159.4209057    0.1105101     75.188    51.241    EM
                                                    276.570
     3 -0.12033472D+04   79.8233086    0.0622079     48.410    79.198    EM
                                                    275.392
     4 -0.11415560D+04   61.7912722    0.0513495     29.158   101.065    EM
                                                    272.777
     5 -0.11050272D+04   36.5288187    0.0319991     18.620   115.465    EM
                                                    268.915
     6 -0.10878572D+04   17.1699569    0.0155380     13.563   124.960    EM
                                                    264.477
     7 -0.10805961D+04    7.2610775    0.0066747     11.241   131.649    EM
                                                    260.110
     8 -0.10774368D+04    3.1592870    0.0029237     10.201   136.664    EM
                                                    256.135
     9 -0.10758688D+04    1.5680578    0.0014554      9.763   140.616    EM
                                                    252.621
    10 -0.10749536D+04    0.9151736    0.0008506      9.609   143.861    EM
                                                    249.530


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15737446D+04    0.0000000    0.0000000     17.145   110.576    EM
                                                    275.279
     2 -0.12488555D+04  324.8891448    0.2064434      6.356   118.806    EM
                                                    277.837
     3 -0.11620907D+04   86.7647474    0.0694754      2.508   124.605    EM
                                                    275.888
     4 -0.11179604D+04   44.1303600    0.0379750      1.240   129.252    EM
                                                    272.508
     5 -0.10970426D+04   20.9177700    0.0187107      0.849   133.876    EM
                                                    268.274
     6 -0.10869492D+04   10.0933815    0.0092005      0.817   138.383    EM
                                                    263.801
     7 -0.10814804D+04    5.4688065    0.0050313      1.049   142.465    EM
                                                    259.486
     8 -0.10780611D+04    3.4193357    0.0031617      1.452   146.010    EM
                                                    255.538
     9 -0.10760187D+04    2.0423538    0.0018945      1.734   149.271    EM
                                                    251.996
    10 -0.10747231D+04    1.2956371    0.0012041      1.859   152.359    EM
                                                    248.782
    11 -0.10737361D+04    0.9869925    0.0009184      1.890   155.277    EM
                                                    245.833


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14487344D+04    0.0000000    0.0000000      0.006   149.843    EM
                                                    253.151
     2 -0.12851545D+04  163.5798847    0.1129123      0.461   148.250    FS
                                                    254.289
     3 -0.12802197D+04    4.9348086    0.0038399      0.000   150.720    FS
                                                    252.280
     4 -0.11700619D+04  110.1578043    0.0860460      0.000   156.237    EM
                                                    246.763
     5 -0.11429015D+04   27.1603285    0.0232127      0.000   153.599    EM
                                                    249.401
     6 -0.11240005D+04   18.9010290    0.0165378      0.000   150.549    EM
                                                    252.451
     7 -0.11086911D+04   15.3094311    0.0136205      0.000   148.814    EM
                                                    254.186
     8 -0.10969926D+04   11.6984890    0.0105516      0.000   148.524    EM
                                                    254.476
     9 -0.10886906D+04    8.3019704    0.0075679      0.000   149.391    EM
                                                    253.609
    10 -0.10831965D+04    5.4940878    0.0050465      0.000   151.067    EM
                                                    251.933
    11 -0.10797368D+04    3.4597270    0.0031940      0.000   153.237    EM
                                                    249.763
    12 -0.10775976D+04    2.1392526    0.0019813      0.000   155.657    EM
                                                    247.343
    13 -0.10762546D+04    1.3429228    0.0012462      0.000   158.159    EM
                                                    244.841
    14 -0.10753767D+04    0.8779733    0.0008158      0.000   160.637    EM
                                                    242.363


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15922327D+04    0.0000000    0.0000000    352.945    32.666    EM
                                                     17.389
     2 -0.14144209D+04  177.8117795    0.1116745    331.400    25.001    EM
                                                     46.600
     3 -0.12006403D+04  213.7806880    0.1511436    267.839     1.988    FS
                                                    133.172
     4 -0.11894995D+04   11.1407192    0.0092790    267.934     0.000    FS
                                                    135.066
     5 -0.11645077D+04   24.9918122    0.0210104    176.448     0.000    FS
                                                    226.552
     6 -0.11150451D+04   49.4626696    0.0424752    189.458     0.000    FS
                                                    213.542
     7 -0.10877530D+04   27.2920295    0.0244762    184.612     0.000    FS
                                                    218.388
     8 -0.10760441D+04   11.7089075    0.0107643    184.486     0.000    FS
                                                    218.514
     9 -0.10729873D+04    3.0568531    0.0028408    193.853     0.000    FS
                                                    209.147
    10 -0.10723173D+04    0.6699468    0.0006244    205.696     0.000    FS
                                                    197.304


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22521498D+04    0.0000000    0.0000000     72.357    65.286    EM
                                                    265.357
     2 -0.21809147D+04   71.2351084    0.0316298    124.676     0.012    FS
                                                    278.313
     3 -0.21501569D+04   30.7577352    0.0141031    127.870     0.000    FS
                                                    275.130
     4 -0.10849659D+04 1065.1910542    0.4954015    140.565     0.000    EM
                                                    262.435
     5 -0.10761660D+04    8.7998571    0.0081107    165.114     0.000    FS
                                                    237.886
     6 -0.10726326D+04    3.5334394    0.0032834    194.197     0.000    FS
                                                    208.803
     7 -0.10722302D+04    0.4023969    0.0003751    207.960     0.000    FS
                                                    195.040


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14263391D+04    0.0000000    0.0000000     42.947   292.305    EM
                                                     67.748
     2 -0.12323806D+04  193.9584710    0.1359834     18.720   235.256    FS
                                                    149.025
     3 -0.11559009D+04   76.4796868    0.0620585     38.939   205.778    FS
                                                    158.283
     4 -0.11274150D+04   28.4859047    0.0246439     21.570   153.919    FS
                                                    227.511
     5 -0.11073728D+04   20.0422725    0.0177772     25.685   149.831    FS
                                                    227.484
     6 -0.10957856D+04   11.5871831    0.0104637     34.122   143.725    FS
                                                    225.152
     7 -0.10870439D+04    8.7416784    0.0079775     60.038   121.250    FS
                                                    221.711
     8 -0.10815746D+04    5.4693382    0.0050314     59.364   126.379    FS
                                                    217.257
     9 -0.10770710D+04    4.5035163    0.0041639     65.869   112.400    FS
                                                    224.731
    10 -0.10744059D+04    2.6651252    0.0024744     67.289   125.280    FS
                                                    210.431
    11 -0.10725954D+04    1.8105560    0.0016852     77.452   102.827    FS
                                                    222.722
    12 -0.10711311D+04    1.4643048    0.0013652     83.283   111.711    FS
                                                    208.006
    13 -0.10709024D+04    0.2286343    0.0002135     84.857   110.663    EM
                                                    207.480


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15921599D+04    0.0000000    0.0000000      1.600   264.200    EM
                                                    137.201
     2 -0.10997414D+04  492.4185387    0.3092771      1.401   282.930    EM
                                                    118.669
     3 -0.10844827D+04   15.2586786    0.0138748      1.308   291.143    EM
                                                    110.549
     4 -0.10791374D+04    5.3452986    0.0049289      1.260   295.098    EM
                                                    106.643
     5 -0.10766569D+04    2.4804590    0.0022986      1.234   297.110    EM
                                                    104.656
     6 -0.10753353D+04    1.3216190    0.0012275      1.221   298.141    EM
                                                    103.638
     7 -0.10745785D+04    0.7568679    0.0007038      1.215   298.623    EM
                                                    103.161


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15075440D+04    0.0000000    0.0000000    374.513    11.761    EM
                                                     16.726
     2 -0.11758009D+04  331.7431889    0.2200554    352.342    17.677    EM
                                                     32.980
     3 -0.11218653D+04   53.9355420    0.0458713    332.039    21.381    EM
                                                     49.580
     4 -0.10963868D+04   25.4784960    0.0227108    315.473    23.841    EM
                                                     63.686
     5 -0.10850467D+04   11.3401271    0.0103432    303.558    24.832    EM
                                                     74.610
     6 -0.10808879D+04    4.1587685    0.0038328    295.595    24.515    EM
                                                     82.889
     7 -0.10803750D+04    0.5129656    0.0004746    291.155    22.539    EM
                                                     89.306


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12545175D+04    0.0000000    0.0000000    148.949    60.021    EM
                                                    194.030
     2 -0.11308173D+04  123.7001217    0.0986037    158.855    46.450    EM
                                                    197.695
     3 -0.10990844D+04   31.7329709    0.0280620    163.765    38.249    EM
                                                    200.986
     4 -0.10871295D+04   11.9549137    0.0108772    166.524    32.594    EM
                                                    203.881
     5 -0.10802964D+04    6.8330819    0.0062854    168.149    28.717    EM
                                                    206.134
     6 -0.10760227D+04    4.2737084    0.0039561    169.219    26.091    EM
                                                    207.690
     7 -0.10734375D+04    2.5851689    0.0024025    170.060    24.319    EM
                                                    208.621
     8 -0.10719254D+04    1.5121313    0.0014087    170.826    23.123    EM
                                                    209.051
     9 -0.10710627D+04    0.8626297    0.0008047    171.577    22.314    EM
                                                    209.109


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13727844D+04    0.0000000    0.0000000     99.869    52.471    EM
                                                    250.660
     2 -0.12207447D+04  152.0396795    0.1107528     76.962    62.004    EM
                                                    264.033
     3 -0.12010868D+04   19.6579395    0.0161032      0.907   153.519    FS
                                                    248.574
     4 -0.11592865D+04   41.8002911    0.0348021      0.963   146.171    EM
                                                    255.866
     5 -0.11356304D+04   23.6560473    0.0204057      1.210   142.840    EM
                                                    258.950
     6 -0.11167447D+04   18.8857498    0.0166302      1.821   141.221    EM
                                                    259.958
     7 -0.11019526D+04   14.7921106    0.0132457      2.825   140.720    EM
                                                    259.454
     8 -0.10913234D+04   10.6291629    0.0096458      4.149   141.021    EM
                                                    257.830
     9 -0.10843196D+04    7.0038117    0.0064177      5.654   141.881    EM
                                                    255.465
    10 -0.10799799D+04    4.3397589    0.0040023      7.207   143.100    EM
                                                    252.693
    11 -0.10773531D+04    2.6267125    0.0024322      8.713   144.517    EM
                                                    249.770
    12 -0.10757412D+04    1.6119308    0.0014962     10.124   146.010    EM
                                                    246.866
    13 -0.10747118D+04    1.0294073    0.0009569     11.420   147.500    EM
                                                    244.080
    14 -0.10740203D+04    0.6915297    0.0006435     12.601   148.937    EM
                                                    241.462


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17123739D+04    0.0000000    0.0000000     55.253    68.619    EM
                                                    279.129
     2 -0.15194503D+04  192.9235732    0.1126644      0.018   124.991    FS
                                                    277.992
     3 -0.10985987D+04  420.8515816    0.2769762      0.005   140.057    EM
                                                    262.938
     4 -0.10878161D+04   10.7826202    0.0098149      0.002   144.120    EM
                                                    258.878
     5 -0.10826578D+04    5.1582879    0.0047419      0.001   147.228    EM
                                                    255.771
     6 -0.10795302D+04    3.1276043    0.0028888      0.001   150.324    EM
                                                    252.676
     7 -0.10775955D+04    1.9346715    0.0017921      0.000   153.390    EM
                                                    249.610
     8 -0.10763480D+04    1.2475393    0.0011577      0.000   156.348    EM
                                                    246.652
     9 -0.10755002D+04    0.8477892    0.0007877      0.000   159.153    EM
                                                    243.847


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15793472D+04    0.0000000    0.0000000     94.958    36.142    EM
                                                    271.901
     2 -0.10911053D+04  488.2419119    0.3091416    107.189    46.770    EM
                                                    249.041
     3 -0.10786290D+04   12.4763235    0.0114346    108.411    51.824    EM
                                                    242.765
     4 -0.10759116D+04    2.7173469    0.0025193    108.388    55.360    EM
                                                    239.252
     5 -0.10745090D+04    1.4026186    0.0013037    108.454    57.974    EM
                                                    236.572
     6 -0.10737034D+04    0.8056122    0.0007497    108.676    59.942    EM
                                                    234.382


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11848940D+04    0.0000000    0.0000000      9.020   382.372    EM
                                                     11.609
     2 -0.11229002D+04   61.9938688    0.0523202      9.970   377.058    EM
                                                     15.971
     3 -0.11030679D+04   19.8322120    0.0176616     10.907   371.750    EM
                                                     20.343
     4 -0.10945397D+04    8.5282090    0.0077314     11.818   366.704    EM
                                                     24.478
     5 -0.10891126D+04    5.4271036    0.0049583     12.667   362.067    EM
                                                     28.266
     6 -0.10852924D+04    3.8202486    0.0035077     13.429   357.899    EM
                                                     31.672
     7 -0.10824994D+04    2.7929937    0.0025735     14.094   354.203    EM
                                                     34.703
     8 -0.10804098D+04    2.0895668    0.0019303     14.661   350.952    EM
                                                     37.387
     9 -0.10788282D+04    1.5815925    0.0014639     15.138   348.101    EM
                                                     39.760
    10 -0.10776268D+04    1.2014579    0.0011137     15.534   345.604    EM
                                                     41.862
    11 -0.10767150D+04    0.9117654    0.0008461     15.861   343.411    EM
                                                     43.728


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15261793D+04    0.0000000    0.0000000     64.896    61.145    EM
                                                    276.959
     2 -0.14927701D+04   33.4091608    0.0218907     67.859    56.539    FS
                                                    278.602
     3 -0.13763870D+04  116.3831568    0.0779646     68.618    56.605    FS
                                                    277.777
     4 -0.12694178D+04  106.9692098    0.0777174     69.464    57.780    FS
                                                    275.756
     5 -0.11792777D+04   90.1400313    0.0710090     70.857    62.186    FS
                                                    269.956
     6 -0.11142759D+04   65.0018510    0.0551201     75.067    75.199    FS
                                                    252.734
     7 -0.10816755D+04   32.6003695    0.0292570     78.254   116.068    FS
                                                    208.678
     8 -0.10702977D+04   11.3778606    0.0105187     34.265   199.442    FS
                                                    169.293
     9 -0.10695412D+04    0.7564412    0.0007068     28.597   190.167    FS
                                                    184.236


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15291828D+04    0.0000000    0.0000000    102.804    21.821    EM
                                                    278.375
     2 -0.15119508D+04   17.2320212    0.0112688    124.791     0.054    FS
                                                    278.155
     3 -0.13432877D+04  168.6630544    0.1115533    125.263     0.093    EM
                                                    277.644
     4 -0.12795342D+04   63.7535341    0.0474608    125.626     0.028    EM
                                                    277.346
     5 -0.12167411D+04   62.7930681    0.0490749    126.525     0.008    EM
                                                    276.467
     6 -0.11642736D+04   52.4675169    0.0431213    128.184     0.003    EM
                                                    274.814
     7 -0.11273394D+04   36.9342324    0.0317230    130.773     0.001    EM
                                                    272.226
     8 -0.11046923D+04   22.6470915    0.0200890    134.179     0.001    EM
                                                    268.820
     9 -0.10919221D+04   12.7701877    0.0115600    138.074     0.001    EM
                                                    264.925
    10 -0.10848944D+04    7.0276350    0.0064360    142.117     0.003    EM
                                                    260.880
    11 -0.10809212D+04    3.9732202    0.0036623    146.063     0.011    EM
                                                    256.926
    12 -0.10785157D+04    2.4054983    0.0022254    149.756     0.055    EM
                                                    253.189
    13 -0.10767918D+04    1.7239577    0.0015985    152.992     0.276    EM
                                                    249.732
    14 -0.10750440D+04    1.7478078    0.0016232    155.580     0.786    EM
                                                    246.634
    15 -0.10737417D+04    1.3023045    0.0012114    157.907     1.102    EM
                                                    243.991
    16 -0.10730550D+04    0.6867039    0.0006395    160.102     1.274    EM
                                                    241.624


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14429558D+04    0.0000000    0.0000000      0.449   165.791    EM
                                                    236.761
     2 -0.14364841D+04    6.4716760    0.0044850      0.000   170.219    FS
                                                    232.781
     3 -0.11707644D+04  265.7197606    0.1849793      0.000   154.041    EM
                                                    248.959
     4 -0.11462906D+04   24.4737822    0.0209041      0.000   147.575    EM
                                                    255.425
     5 -0.11262581D+04   20.0324993    0.0174759      0.000   144.839    EM
                                                    258.161
     6 -0.11099886D+04   16.2694685    0.0144456      0.000   144.097    EM
                                                    258.903
     7 -0.10976498D+04   12.3388478    0.0111162      0.000   144.738    EM
                                                    258.262
     8 -0.10890289D+04    8.6208500    0.0078539      0.000   146.366    EM
                                                    256.634
     9 -0.10834280D+04    5.6009297    0.0051430      0.000   148.637    EM
                                                    254.363
    10 -0.10799467D+04    3.4812972    0.0032132      0.000   151.262    EM
                                                    251.738
    11 -0.10777990D+04    2.1476731    0.0019887      0.000   154.025    EM
                                                    248.975
    12 -0.10764395D+04    1.3595200    0.0012614      0.000   156.784    EM
                                                    246.216
    13 -0.10755379D+04    0.9016094    0.0008376      0.000   159.457    EM
                                                    243.543


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17076459D+04    0.0000000    0.0000000     13.718   129.185    EM
                                                    260.097
     2 -0.14893297D+04  218.3161934    0.1278463      0.012   129.590    FS
                                                    273.398
     3 -0.13512938D+04  138.0358842    0.0926832      0.000   124.750    EM
                                                    278.249
     4 -0.13386900D+04   12.6038417    0.0093272      0.000   124.782    FS
                                                    278.218
     5 -0.11785209D+04  160.1690488    0.1196461      0.000   126.251    EM
                                                    276.749
     6 -0.11260536D+04   52.4673503    0.0445197      0.000   129.352    EM
                                                    273.648
     7 -0.11013397D+04   24.7138507    0.0219473      0.000   133.475    EM
                                                    269.525
     8 -0.10894917D+04   11.8480354    0.0107578      0.000   137.970    EM
                                                    265.030
     9 -0.10834484D+04    6.0433380    0.0055469      0.000   142.408    EM
                                                    260.592
    10 -0.10800894D+04    3.3590073    0.0031003      0.000   146.585    EM
                                                    256.415
    11 -0.10780534D+04    2.0360047    0.0018850      0.000   150.434    EM
                                                    252.566
    12 -0.10767240D+04    1.3293851    0.0012331      0.000   153.951    EM
                                                    249.049
    13 -0.10758032D+04    0.9207376    0.0008551      0.000   157.160    EM
                                                    245.840


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30443027D+04    0.0000000    0.0000000     79.799     4.436    EM
                                                    318.765
     2 -0.27247622D+04  319.5405592    0.1049635     80.146     4.931    FS
                                                    317.923
     3 -0.25416755D+04  183.0866699    0.0671936     74.006     7.031    FS
                                                    321.964
     4 -0.18888267D+04  652.8487970    0.2568576     99.775    16.624    EM
                                                    286.602
     5 -0.18813978D+04    7.4288907    0.0039331    109.798    13.657    FS
                                                    279.545
     6 -0.16185369D+04  262.8609370    0.1397158     63.697    60.355    FS
                                                    278.949
     7 -0.14315180D+04  187.0188881    0.1155481     42.139    82.538    FS
                                                    278.323
     8 -0.13021071D+04  129.4108840    0.0904012     40.890    85.598    FS
                                                    276.513
     9 -0.12255882D+04   76.5189195    0.0587655     21.710   103.912    FS
                                                    277.378
    10 -0.11015263D+04  124.0618799    0.1012264     22.150   112.630    EM
                                                    268.220
    11 -0.10900424D+04   11.4838927    0.0104254     22.144   116.988    EM
                                                    263.868
    12 -0.10836722D+04    6.3701919    0.0058440     22.382   120.763    EM
                                                    259.854
    13 -0.10799749D+04    3.6973409    0.0034119     22.815   124.198    EM
                                                    255.988
    14 -0.10776873D+04    2.2875772    0.0021182     23.381   127.283    EM
                                                    252.336
    15 -0.10761658D+04    1.5215318    0.0014118     24.042   130.021    EM
                                                    248.937
    16 -0.10750874D+04    1.0783470    0.0010020     24.770   132.434    EM
                                                    245.795
    17 -0.10742848D+04    0.8026595    0.0007466     25.546   134.557    EM
                                                    242.897


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14166301D+04    0.0000000    0.0000000    154.424     1.432    EM
                                                    247.144
     2 -0.12546798D+04  161.9502566    0.1143208    154.117     1.955    FS
                                                    246.929
     3 -0.11610085D+04   93.6712911    0.0746575    145.911     0.701    EM
                                                    256.388
     4 -0.11236918D+04   37.3167171    0.0321416    143.376     0.408    EM
                                                    259.217
     5 -0.11060631D+04   17.6287342    0.0156882    143.117     0.376    EM
                                                    259.506
     6 -0.10944564D+04   11.6066250    0.0104936    144.118     0.463    EM
                                                    258.419
     7 -0.10865719D+04    7.8845072    0.0072040    145.957     0.586    EM
                                                    256.457
     8 -0.10815359D+04    5.0360827    0.0046348    148.348     0.687    EM
                                                    253.965
     9 -0.10784217D+04    3.1141423    0.0028794    151.039     0.755    EM
                                                    251.205
    10 -0.10764894D+04    1.9322706    0.0017918    153.833     0.801    EM
                                                    248.366
    11 -0.10752503D+04    1.2391842    0.0011511    156.600     0.832    EM
                                                    245.568
    12 -0.10744153D+04    0.8349319    0.0007765    159.266     0.854    EM
                                                    242.880


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17331739D+04    0.0000000    0.0000000      0.520   123.938    EM
                                                    278.543
     2 -0.15697489D+04  163.4250840    0.0942924     12.141   116.005    FS
                                                    274.853
     3 -0.15272142D+04   42.5346538    0.0270965      0.000   124.359    FS
                                                    278.641
     4 -0.14727417D+04   54.4724857    0.0356679      0.000   126.054    FS
                                                    276.946
     5 -0.13779882D+04   94.7535573    0.0643382      0.000   129.010    FS
                                                    273.990
     6 -0.12918828D+04   86.1053794    0.0624863      0.000   136.409    FS
                                                    266.591
     7 -0.12190606D+04   72.8222058    0.0563691      0.000   152.167    FS
                                                    250.833
     8 -0.11593485D+04   59.7120815    0.0489820      0.000   177.862    FS
                                                    225.138
     9 -0.11138937D+04   45.4547703    0.0392072      0.000   201.744    FS
                                                    201.256
    10 -0.10851778D+04   28.7158872    0.0257797      0.000   206.719    FS
                                                    196.281
    11 -0.10738571D+04   11.3207011    0.0104321      0.000   202.328    FS
                                                    200.672
    12 -0.10722626D+04    1.5945819    0.0014849      0.000   205.548    FS
                                                    197.452
    13 -0.10722030D+04    0.0595754    0.0000556      0.000   210.180    FS
                                                    192.820


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14407033D+04    0.0000000    0.0000000     55.672    94.246    EM
                                                    253.082
     2 -0.13809349D+04   59.7683907    0.0414856     25.744   121.309    FS
                                                    255.947
     3 -0.13220771D+04   58.8578184    0.0426217      0.286   135.658    FS
                                                    267.056
     4 -0.12859183D+04   36.1588099    0.0273500      0.000   150.150    FS
                                                    252.850
     5 -0.12122889D+04   73.6294058    0.0572582      0.000   176.659    FS
                                                    226.341
     6 -0.11545891D+04   57.6997711    0.0475957      0.000   203.922    FS
                                                    199.078
     7 -0.11112912D+04   43.2979542    0.0375007      0.000   212.286    FS
                                                    190.714
     8 -0.10845085D+04   26.7826206    0.0241005      0.000   203.407    FS
                                                    199.593
     9 -0.10737710D+04   10.7375311    0.0099008      0.000   199.650    FS
                                                    203.350
    10 -0.10722382D+04    1.5327574    0.0014275      0.000   205.424    FS
                                                    197.576
    11 -0.10721983D+04    0.0399283    0.0000372      0.000   210.703    FS
                                                    192.297


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20810041D+04    0.0000000    0.0000000     14.498   255.091    EM
                                                    133.411
     2 -0.18605638D+04  220.4402661    0.1059298      9.765   260.942    FS
                                                    132.292
     3 -0.15346974D+04  325.8663622    0.1751439      4.191   218.538    FS
                                                    180.271
     4 -0.12824055D+04  252.2919364    0.1643920      3.723   223.533    FS
                                                    175.745
     5 -0.12216168D+04   60.7887091    0.0474021      0.001   273.807    FS
                                                    129.192
     6 -0.12027831D+04   18.8336643    0.0154170      0.000   303.617    FS
                                                     99.383
     7 -0.11515812D+04   51.2019254    0.0425695      0.000   294.082    FS
                                                    108.918
     8 -0.11200249D+04   31.5562883    0.0274026      0.000   221.287    FS
                                                    181.713
     9 -0.10965129D+04   23.5120427    0.0209924      0.000   215.828    FS
                                                    187.172
    10 -0.10832445D+04   13.2684237    0.0121006      0.000   207.335    FS
                                                    195.665
    11 -0.10763124D+04    6.9320935    0.0063994      0.000   206.599    FS
                                                    196.401
    12 -0.10733365D+04    2.9758492    0.0027649      0.000   209.304    FS
                                                    193.696
    13 -0.10724086D+04    0.9279144    0.0008645      0.000   212.269    FS
                                                    190.731


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16075376D+04    0.0000000    0.0000000      3.304   120.991    EM
                                                    278.705
     2 -0.14960034D+04  111.5342630    0.0693821     15.813   108.562    FS
                                                    278.625
     3 -0.12279533D+04  268.0500285    0.1791774     63.491    63.178    EM
                                                    276.331
     4 -0.11676720D+04   60.2812830    0.0490909    134.545     3.403    FS
                                                    265.053
     5 -0.10812942D+04   86.3778913    0.0739744    141.661     4.129    EM
                                                    257.210
     6 -0.10776184D+04    3.6757037    0.0033994    145.138     4.888    EM
                                                    252.974
     7 -0.10762097D+04    1.4087538    0.0013073    147.990     5.662    EM
                                                    249.348
     8 -0.10752367D+04    0.9730377    0.0009041    150.446     6.453    EM
                                                    246.101


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14899843D+04    0.0000000    0.0000000     56.310    70.583    EM
                                                    276.107
     2 -0.11995053D+04  290.4789678    0.1949544     38.288    93.355    EM
                                                    271.358
     3 -0.11426848D+04   56.8204927    0.0473699     23.288   110.094    EM
                                                    269.618
     4 -0.11115608D+04   31.1240722    0.0272377     14.959   121.015    EM
                                                    267.026
     5 -0.10939689D+04   17.5918929    0.0158263     10.666   128.547    EM
                                                    263.787
     6 -0.10845842D+04    9.3846658    0.0085785      8.496   134.296    EM
                                                    260.208
     7 -0.10796989D+04    4.8853105    0.0045043      7.404   139.005    EM
                                                    256.591
     8 -0.10770904D+04    2.6085201    0.0024160      6.846   143.024    EM
                                                    253.130
     9 -0.10755997D+04    1.4906842    0.0013840      6.540   146.551    EM
                                                    249.909
    10 -0.10746682D+04    0.9314959    0.0008660      6.341   149.715    EM
                                                    246.945


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16394376D+04    0.0000000    0.0000000     14.268   112.529    EM
                                                    276.203
     2 -0.14506550D+04  188.7826775    0.1151509     26.747   100.067    FS
                                                    276.186
     3 -0.12978043D+04  152.8506244    0.1053666      0.011   129.439    FS
                                                    273.549
     4 -0.11013888D+04  196.4155503    0.1513445      0.014   134.583    EM
                                                    268.404
     5 -0.10899536D+04   11.4352172    0.0103825      0.015   138.511    EM
                                                    264.474
     6 -0.10826783D+04    7.2753010    0.0066749      0.017   143.330    EM
                                                    259.653
     7 -0.10791436D+04    3.5347036    0.0032648      0.020   147.978    EM
                                                    255.002
     8 -0.10772349D+04    1.9086865    0.0017687      0.022   152.139    EM
                                                    250.838
     9 -0.10760671D+04    1.1677649    0.0010840      0.025   155.814    EM
                                                    247.161
    10 -0.10752837D+04    0.7833663    0.0007280      0.030   159.070    EM
                                                    243.900


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18564862D+04    0.0000000    0.0000000    119.123     3.942    EM
                                                    279.935
     2 -0.18120092D+04   44.4770115    0.0239576    118.154     5.135    FS
                                                    279.712
     3 -0.12948349D+04  517.1743120    0.2854148    102.855    22.945    EM
                                                    277.200
     4 -0.11719274D+04  122.9074848    0.0949214     77.453    52.230    EM
                                                    273.318
     5 -0.11073109D+04   64.6164753    0.0551369     60.246    75.704    EM
                                                    267.051
     6 -0.10841647D+04   23.1462504    0.0209031     51.212    90.774    EM
                                                    261.014
     7 -0.10766993D+04    7.4653165    0.0068858     46.672    99.984    EM
                                                    256.344
     8 -0.10741282D+04    2.5711382    0.0023880     44.422   105.591    EM
                                                    252.987
     9 -0.10731160D+04    1.0122031    0.0009423     43.351   109.079    EM
                                                    250.570
    10 -0.10726545D+04    0.4615458    0.0004301     42.899   111.333    EM
                                                    248.768


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.25161429D+04    0.0000000    0.0000000      0.000   111.828    EM
                                                    291.172
     2 -0.24006599D+04  115.4829744    0.0458968      0.000   112.274    FS
                                                    290.726
     3 -0.24003161D+04    0.3438248    0.0001432      0.000   111.775    FS
                                                    291.225
     4 -0.21387722D+04  261.5438636    0.1089623      0.000   112.887    FS
                                                    290.113
     5 -0.20892269D+04   49.5452975    0.0231653      0.000   118.497    FS
                                                    284.503
     6 -0.19389718D+04  150.2550986    0.0719190      0.000   121.728    FS
                                                    281.272
     7 -0.18173675D+04  121.6043550    0.0627159      0.000   123.177    FS
                                                    279.823
     8 -0.16998772D+04  117.4903189    0.0646486      0.000   123.849    FS
                                                    279.151
     9 -0.15893691D+04  110.5080306    0.0650094      0.000   124.391    FS
                                                    278.609
    10 -0.14879359D+04  101.4332006    0.0638198      0.000   125.429    FS
                                                    277.571
    11 -0.13942201D+04   93.7157809    0.0629837      0.000   128.226    FS
                                                    274.774
    12 -0.13092594D+04   84.9607838    0.0609379      0.000   136.064    FS
                                                    266.936
    13 -0.12377131D+04   71.5462809    0.0546464      0.000   155.366    FS
                                                    247.634
    14 -0.11828752D+04   54.8378597    0.0443058      0.000   186.920    FS
                                                    216.080
    15 -0.11421403D+04   40.7349416    0.0344372      0.000   206.784    FS
                                                    196.216
    16 -0.11130411D+04   29.0991638    0.0254777      0.000   200.519    FS
                                                    202.481
    17 -0.10940141D+04   19.0270431    0.0170946      0.000   193.846    FS
                                                    209.154
    18 -0.10826724D+04   11.3416311    0.0103670      0.000   193.445    FS
                                                    209.555
    19 -0.10764616D+04    6.2108158    0.0057366      0.000   197.087    FS
                                                    205.913
    20 -0.10735007D+04    2.9609239    0.0027506      0.000   203.523    FS
                                                    199.477


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13534359D+04    0.0000000    0.0000000     76.198   154.670    EM
                                                    172.132
     2 -0.13015607D+04   51.8751765    0.0383285     37.953    87.834    FS
                                                    277.212
     3 -0.11910714D+04  110.4892414    0.0848898      5.475   120.737    FS
                                                    276.789
     4 -0.11437166D+04   47.3548403    0.0397582      3.208   126.062    FS
                                                    273.729
     5 -0.10858717D+04   57.8449085    0.0505763      2.695   136.120    EM
                                                    264.185
     6 -0.10807263D+04    5.1454427    0.0047385      2.696   141.199    EM
                                                    259.105
     7 -0.10780006D+04    2.7256172    0.0025220      2.869   145.295    EM
                                                    254.836
     8 -0.10762680D+04    1.7326400    0.0016073      3.129   148.848    EM
                                                    251.024
     9 -0.10750733D+04    1.1946917    0.0011100      3.430   151.982    EM
                                                    247.587
    10 -0.10742053D+04    0.8680536    0.0008074      3.743   154.782    EM
                                                    244.475


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12327189D+04    0.0000000    0.0000000     13.162   164.713    EM
                                                    225.125
     2 -0.11189521D+04  113.7667726    0.0922893      0.073   226.944    FS
                                                    175.983
     3 -0.10847344D+04   34.2177118    0.0305801      0.045   247.471    EM
                                                    155.484
     4 -0.10754168D+04    9.3176335    0.0085898      0.020   256.139    EM
                                                    146.842
     5 -0.10734515D+04    1.9653072    0.0018275      0.013   259.709    EM
                                                    143.278
     6 -0.10729420D+04    0.5094838    0.0004746      0.006   260.792    EM
                                                    142.201


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14152132D+04    0.0000000    0.0000000     21.384   277.835    EM
                                                    103.781
     2 -0.13181504D+04   97.0627726    0.0685853      6.926   136.832    FS
                                                    259.242
     3 -0.10920882D+04  226.0622079    0.1714996      7.356   160.776    EM
                                                    234.869
     4 -0.10802881D+04   11.8001465    0.0108051      6.893   167.170    EM
                                                    228.937
     5 -0.10765267D+04    3.7614015    0.0034819      6.593   168.764    EM
                                                    227.643
     6 -0.10743911D+04    2.1355211    0.0019837      6.505   169.292    EM
                                                    227.202
     7 -0.10730741D+04    1.3170693    0.0012259      6.579   169.739    EM
                                                    226.682
     8 -0.10722560D+04    0.8180352    0.0007623      6.758   170.308    EM
                                                    225.934


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19730751D+04    0.0000000    0.0000000      0.946   377.057    EM
                                                     24.997
     2 -0.13960132D+04  577.0618952    0.2924683      0.015   328.300    EM
                                                     74.685
     3 -0.12923800D+04  103.6332223    0.0742351      0.000   253.231    EM
                                                    149.769
     4 -0.12073160D+04   85.0639490    0.0658196      0.000   195.393    EM
                                                    207.607
     5 -0.11625598D+04   44.7561604    0.0370708      0.000   167.669    EM
                                                    235.331
     6 -0.11366679D+04   25.8919062    0.0222715      0.000   156.462    EM
                                                    246.538
     7 -0.11185475D+04   18.1203972    0.0159417      0.000   151.706    EM
                                                    251.294
     8 -0.11044418D+04   14.1057036    0.0126107      0.000   149.830    EM
                                                    253.170
     9 -0.10939353D+04   10.5065106    0.0095130      0.000   149.653    EM
                                                    253.347
    10 -0.10866335D+04    7.3018144    0.0066748      0.000   150.619    EM
                                                    252.381
    11 -0.10818738D+04    4.7597335    0.0043803      0.000   152.336    EM
                                                    250.664
    12 -0.10788985D+04    2.9753226    0.0027502      0.000   154.497    EM
                                                    248.503
    13 -0.10770571D+04    1.8413241    0.0017067      0.000   156.874    EM
                                                    246.126
    14 -0.10758923D+04    1.1647862    0.0010815      0.000   159.313    EM
                                                    243.687
    15 -0.10751219D+04    0.7704511    0.0007161      0.000   161.720    EM
                                                    241.280


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16413242D+04    0.0000000    0.0000000    272.520    41.028    EM
                                                     89.451
     2 -0.11062844D+04  535.0397180    0.3259805    262.402    63.320    EM
                                                     77.278
     3 -0.10822985D+04   23.9859187    0.0216815    254.304    74.637    EM
                                                     74.059
     4 -0.10774718D+04    4.8267691    0.0044597    248.611    80.820    EM
                                                     73.569
     5 -0.10756388D+04    1.8329236    0.0017011    244.686    84.283    EM
                                                     74.031
     6 -0.10747232D+04    0.9156404    0.0008513    241.843    86.361    EM
                                                     74.796


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13035219D+04    0.0000000    0.0000000     40.712   144.780    EM
                                                    217.508
     2 -0.12816294D+04   21.8925115    0.0167949      4.869   130.201    FS
                                                    267.930
     3 -0.12296305D+04   51.9988516    0.0405725      0.000   132.044    FS
                                                    270.956
     4 -0.11438348D+04   85.7957052    0.0697736      0.000   165.651    FS
                                                    237.349
     5 -0.10930858D+04   50.7490284    0.0443674      0.000   183.297    EM
                                                    219.703
     6 -0.10830298D+04   10.0559922    0.0091996      0.000   187.262    EM
                                                    215.738
     7 -0.10788931D+04    4.1366556    0.0038195      0.000   187.211    EM
                                                    215.789
     8 -0.10764014D+04    2.4916940    0.0023095      0.000   186.395    EM
                                                    216.605
     9 -0.10748384D+04    1.5630263    0.0014521      0.000   185.776    EM
                                                    217.224
    10 -0.10738849D+04    0.9534991    0.0008871      0.000   185.537    EM
                                                    217.463


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14331908D+04    0.0000000    0.0000000     23.230   107.413    EM
                                                    272.356
     2 -0.11548218D+04  278.3689461    0.1942302     28.006   103.829    EM
                                                    271.165
     3 -0.11163505D+04   38.4713548    0.0333137     39.130    94.703    EM
                                                    269.166
     4 -0.10953093D+04   21.0411971    0.0188482     50.920    86.084    EM
                                                    265.996
     5 -0.10837258D+04   11.5834597    0.0105755     61.179    79.721    EM
                                                    262.100
     6 -0.10779553D+04    5.7705414    0.0053247     69.234    75.474    EM
                                                    258.292
     7 -0.10751397D+04    2.8155526    0.0026119     75.240    72.752    EM
                                                    255.008
     8 -0.10737362D+04    1.4035790    0.0013055     79.599    71.066    EM
                                                    252.334
     9 -0.10730106D+04    0.7255243    0.0006757     82.717    70.077    EM
                                                    250.205


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17591878D+04    0.0000000    0.0000000     60.799    66.600    EM
                                                    275.601
     2 -0.16591463D+04  100.0414627    0.0568680    125.125     1.724    FS
                                                    276.151
     3 -0.14423377D+04  216.8086365    0.1306748    122.649     5.408    EM
                                                    274.943
     4 -0.12667608D+04  175.5768165    0.1217307    118.271    12.443    EM
                                                    272.286
     5 -0.11520395D+04  114.7212959    0.0905627    114.155    20.617    EM
                                                    268.228
     6 -0.10977532D+04   54.2863159    0.0471219    110.964    28.270    EM
                                                    263.766
     7 -0.10809834D+04   16.7698599    0.0152765    108.830    34.856    EM
                                                    259.314
     8 -0.10766669D+04    4.3164522    0.0039931    107.563    40.302    EM
                                                    255.136
     9 -0.10748045D+04    1.8624411    0.0017298    106.794    44.719    EM
                                                    251.487
    10 -0.10737656D+04    1.0388922    0.0009666    106.297    48.279    EM
                                                    248.424
    11 -0.10731488D+04    0.6167359    0.0005744    105.972    51.150    EM
                                                    245.877


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16763635D+04    0.0000000    0.0000000     48.999   319.400    EM
                                                     34.601
     2 -0.13658151D+04  310.5484735    0.1852513     57.834   317.381    FS
                                                     27.785
     3 -0.12332236D+04  132.5915206    0.0970787     43.695   348.878    FS
                                                     10.427
     4 -0.10749288D+04  158.2947631    0.1283585     43.836   347.843    EM
                                                     11.321
     5 -0.10730229D+04    1.9059168    0.0017731     42.904   348.074    EM
                                                     12.022
     6 -0.10724222D+04    0.6007099    0.0005598     42.224   348.204    EM
                                                     12.573


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18288017D+04    0.0000000    0.0000000      2.361   121.542    EM
                                                    279.096
     2 -0.18067753D+04   22.0264258    0.0120442      0.000   123.974    FS
                                                    279.026
     3 -0.16386035D+04  168.1718254    0.0930784      0.000   124.586    FS
                                                    278.414
     4 -0.15109035D+04  127.7000150    0.0779322      0.000   126.706    FS
                                                    276.294
     5 -0.14964790D+04   14.4244825    0.0095469      0.000   130.496    FS
                                                    272.504
     6 -0.14013122D+04   95.1667693    0.0635938      0.000   146.471    FS
                                                    256.529
     7 -0.13289904D+04   72.3218588    0.0516101      0.000   195.106    FS
                                                    207.894
     8 -0.12920933D+04   36.8970983    0.0277633      0.000   315.901    FS
                                                     87.099
     9 -0.11054760D+04  186.6173103    0.1444302      0.000   330.399    EM
                                                     72.601
    10 -0.10866943D+04   18.7816320    0.0169896      0.000   337.377    EM
                                                     65.623
    11 -0.10806474D+04    6.0468995    0.0055645      0.000   341.017    EM
                                                     61.983
    12 -0.10779339D+04    2.7134978    0.0025110      0.000   343.012    EM
                                                     59.988
    13 -0.10764846D+04    1.4493548    0.0013446      0.000   344.130    EM
                                                     58.870
    14 -0.10756332D+04    0.8514110    0.0007909      0.000   344.741    EM
                                                     58.259


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15488794D+04    0.0000000    0.0000000      0.144   127.030    EM
                                                    275.826
     2 -0.14369201D+04  111.9592892    0.0722841      0.259   126.929    FS
                                                    275.812
     3 -0.14318729D+04    5.0472615    0.0035126      0.000   127.264    FS
                                                    275.736
     4 -0.11834763D+04  248.3965978    0.1734767      0.000   135.807    EM
                                                    267.193
     5 -0.11474927D+04   35.9835857    0.0304050      0.000   136.043    EM
                                                    266.957
     6 -0.11247831D+04   22.7096035    0.0197906      0.000   136.629    EM
                                                    266.371
     7 -0.11071774D+04   17.6057025    0.0156525      0.000   138.209    EM
                                                    264.791
     8 -0.10948390D+04   12.3383910    0.0111440      0.000   140.618    EM
                                                    262.382
     9 -0.10869407D+04    7.8982853    0.0072141      0.000   143.573    EM
                                                    259.427
    10 -0.10821393D+04    4.8013888    0.0044173      0.000   146.797    EM
                                                    256.203
    11 -0.10792407D+04    2.8985739    0.0026786      0.000   150.075    EM
                                                    252.925
    12 -0.10774386D+04    1.8021824    0.0016699      0.000   153.271    EM
                                                    249.729
    13 -0.10762611D+04    1.1774742    0.0010928      0.000   156.311    EM
                                                    246.689
    14 -0.10754493D+04    0.8118108    0.0007543      0.000   159.167    EM
                                                    243.833


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 41


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17177348D+04    0.0000000    0.0000000     41.732    89.744    EM
                                                    271.524
     2 -0.16016326D+04  116.1022071    0.0675903     20.467   110.028    FS
                                                    272.505
     3 -0.12078806D+04  393.7519472    0.2458441     33.792    94.776    EM
                                                    274.432
     4 -0.11554380D+04   52.4426641    0.0434171     53.671    76.006    EM
                                                    273.323
     5 -0.11137706D+04   41.6673950    0.0360620     73.615    58.980    EM
                                                    270.405
     6 -0.10901299D+04   23.6406365    0.0212258     88.900    47.971    EM
                                                    266.129
     7 -0.10800158D+04   10.1141521    0.0092779     99.308    41.983    EM
                                                    261.709
     8 -0.10760671D+04    3.9487027    0.0036562    106.158    38.904    EM
                                                    257.938
     9 -0.10744096D+04    1.6574715    0.0015403    110.686    37.381    EM
                                                    254.933
    10 -0.10736041D+04    0.8055108    0.0007497    113.767    36.695    EM
                                                    252.537


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 42


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19701587D+04    0.0000000    0.0000000    131.615     6.545    EM
                                                    264.840
     2 -0.14838605D+04  486.2981241    0.2468320    131.894     0.000    FS
                                                    271.106
     3 -0.12136049D+04  270.2556253    0.1821301    133.079     0.000    FS
                                                    269.921
     4 -0.10948099D+04  118.7950569    0.0978861    136.563     0.000    FS
                                                    266.437
     5 -0.10808176D+04   13.9922747    0.0127806    155.011     0.000    FS
                                                    247.989
     6 -0.10735358D+04    7.2818265    0.0067373    184.877     0.000    FS
                                                    218.123
     7 -0.10723173D+04    1.2184335    0.0011350    204.722     0.000    FS
                                                    198.278
     8 -0.10722080D+04    0.1093662    0.0001020    209.734     0.000    FS
                                                    193.266


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 43


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11208152D+04    0.0000000    0.0000000      0.168   231.853    EM
                                                    170.978
     2 -0.11196796D+04    1.1355536    0.0010131      0.000   234.375    FS
                                                    168.625
     3 -0.10856942D+04   33.9854082    0.0303528      0.000   232.522    EM
                                                    170.478
     4 -0.10778367D+04    7.8575215    0.0072373      0.000   229.687    EM
                                                    173.313
     5 -0.10756797D+04    2.1570165    0.0020012      0.000   226.939    EM
                                                    176.061
     6 -0.10743903D+04    1.2893434    0.0011986      0.000   224.589    EM
                                                    178.411
     7 -0.10735512D+04    0.8391118    0.0007810      0.000   222.691    EM
                                                    180.309


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 44


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13630926D+04    0.0000000    0.0000000     69.893    56.685    EM
                                                    276.422
     2 -0.10957061D+04  267.3864498    0.1961616     92.002    41.904    EM
                                                    269.093
     3 -0.10779077D+04   17.7984500    0.0162438    103.106    38.206    EM
                                                    261.688
     4 -0.10739660D+04    3.9416366    0.0036567    109.104    37.178    EM
                                                    256.718
     5 -0.10728569D+04    1.1090959    0.0010327    112.499    36.975    EM
                                                    253.526
     6 -0.10724764D+04    0.3805238    0.0003547    114.519    37.056    EM
                                                    251.425


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 45


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18480143D+04    0.0000000    0.0000000     10.553   219.858    EM
                                                    172.589
     2 -0.14178545D+04  430.1598124    0.2327687      1.961   156.256    EM
                                                    244.783
     3 -0.12430823D+04  174.7721747    0.1232652      0.443   142.926    EM
                                                    259.631
     4 -0.11486634D+04   94.4188822    0.0759555      0.124   140.940    EM
                                                    261.937
     5 -0.11042671D+04   44.3963240    0.0386504      0.042   141.746    EM
                                                    261.212
     6 -0.10892750D+04   14.9920298    0.0135765      0.018   143.861    EM
                                                    259.121
     7 -0.10833365D+04    5.9385400    0.0054518      0.010   146.664    EM
                                                    256.327
     8 -0.10799410D+04    3.3954604    0.0031343      0.006   149.730    EM
                                                    253.264
     9 -0.10778565D+04    2.0845582    0.0019303      0.005   152.819    EM
                                                    250.176
    10 -0.10765224D+04    1.3340914    0.0012377      0.005   155.813    EM
                                                    247.182
    11 -0.10756226D+04    0.8998188    0.0008359      0.005   158.655    EM
                                                    244.340


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 46


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13568644D+04    0.0000000    0.0000000     91.044    56.323    EM
                                                    255.632
     2 -0.11693114D+04  187.5530864    0.1382254     87.277    44.616    EM
                                                    271.108
     3 -0.10990861D+04   70.2253070    0.0600570    100.579    33.460    EM
                                                    268.960
     4 -0.10843068D+04   14.7792617    0.0134469    109.661    28.077    EM
                                                    265.262
     5 -0.10797663D+04    4.5404867    0.0041875    114.740    26.098    EM
                                                    262.162
     6 -0.10777830D+04    1.9833097    0.0018368    117.216    25.675    EM
                                                    260.109
     7 -0.10764606D+04    1.3224159    0.0012270    118.303    25.974    EM
                                                    258.723
     8 -0.10754118D+04    1.0487955    0.0009743    118.746    26.610    EM
                                                    257.644
     9 -0.10745676D+04    0.8441713    0.0007850    118.948    27.383    EM
                                                    256.669


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 47


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12392829D+04    0.0000000    0.0000000      1.182   306.449    EM
                                                     95.369
     2 -0.11066088D+04  132.6740706    0.1070571      0.531   281.952    EM
                                                    120.517
     3 -0.10925257D+04   14.0831214    0.0127264      0.298   264.106    EM
                                                    138.596
     4 -0.10850667D+04    7.4590360    0.0068273      0.213   251.848    EM
                                                    150.938
     5 -0.10805723D+04    4.4943725    0.0041420      0.198   243.472    EM
                                                    159.329
     6 -0.10776120D+04    2.9602702    0.0027395      0.243   237.607    EM
                                                    165.150
     7 -0.10755565D+04    2.0555318    0.0019075      0.368   233.324    EM
                                                    169.308
     8 -0.10740834D+04    1.4730768    0.0013696      0.559   230.067    EM
                                                    172.374
     9 -0.10730662D+04    1.0172451    0.0009471      0.733   227.575    EM
                                                    174.693
    10 -0.10724465D+04    0.6196462    0.0005775      0.861   225.671    EM
                                                    176.468


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 48


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14282968D+04    0.0000000    0.0000000    168.758    10.869    EM
                                                    223.373
     2 -0.13660037D+04   62.2930808    0.0436135    174.244     0.172    FS
                                                    228.584
     3 -0.11578740D+04  208.1297352    0.1523640    153.001     0.246    EM
                                                    249.753
     4 -0.11284578D+04   29.4162453    0.0254054    146.617     0.407    EM
                                                    255.976
     5 -0.11114697D+04   16.9880699    0.0150542    144.657     0.649    EM
                                                    257.694
     6 -0.10987147D+04   12.7550005    0.0114758    144.537     0.964    EM
                                                    257.498
     7 -0.10896854D+04    9.0293017    0.0082181    145.517     1.331    EM
                                                    256.152
     8 -0.10837496D+04    5.9357667    0.0054472    147.203     1.723    EM
                                                    254.074
     9 -0.10800374D+04    3.7122261    0.0034254    149.295     2.122    EM
                                                    251.583
    10 -0.10777478D+04    2.2895914    0.0021199    151.565     2.520    EM
                                                    248.915
    11 -0.10763047D+04    1.4431392    0.0013390    153.854     2.915    EM
                                                    246.231
    12 -0.10753513D+04    0.9533293    0.0008857    156.067     3.309    EM
                                                    243.624


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 49


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15059146D+04    0.0000000    0.0000000     50.372    90.046    EM
                                                    262.582
     2 -0.12957034D+04  210.2111391    0.1395903     70.764    69.494    FS
                                                    262.742
     3 -0.10912926D+04  204.4108503    0.1577605     66.130    86.791    EM
                                                    250.079
     4 -0.10800669D+04   11.2257282    0.0102866     61.876    97.467    EM
                                                    243.657
     5 -0.10758983D+04    4.1685922    0.0038596     59.008   104.759    EM
                                                    239.233
     6 -0.10739416D+04    1.9566257    0.0018186     57.122   110.027    EM
                                                    235.851
     7 -0.10728836D+04    1.0580642    0.0009852     55.871   113.963    EM
                                                    233.166
     8 -0.10722624D+04    0.6211397    0.0005789     55.037   116.977    EM
                                                    230.986


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 50


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15179218D+04    0.0000000    0.0000000    316.620    20.334    EM
                                                     66.045
     2 -0.12814691D+04  236.4527215    0.1557740    220.597    34.500    EM
                                                    147.903
     3 -0.11599678D+04  121.5013220    0.0948141    161.942    42.991    EM
                                                    198.067
     4 -0.11196525D+04   40.3153168    0.0347555    136.124    49.936    EM
                                                    216.940
     5 -0.11013517D+04   18.3007705    0.0163450    123.231    56.962    EM
                                                    222.807
     6 -0.10895576D+04   11.7941300    0.0107088    115.074    63.761    EM
                                                    224.165
     7 -0.10818258D+04    7.7317897    0.0070963    109.338    69.782    EM
                                                    223.880
     8 -0.10771199D+04    4.7059055    0.0043500    105.290    74.762    EM
                                                    222.948
     9 -0.10744428D+04    2.6770498    0.0024854    102.513    78.719    EM
                                                    221.769
    10 -0.10729760D+04    1.4668517    0.0013652    100.658    81.813    EM
                                                    220.529
    11 -0.10721707D+04    0.8052378    0.0007505     99.444    84.241    EM
                                                    219.315


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 51


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12774344D+04    0.0000000    0.0000000    115.251    23.861    EM
                                                    263.888
     2 -0.11488975D+04  128.5368740    0.1006211    116.758    20.600    EM
                                                    265.642
     3 -0.11257622D+04   23.1353190    0.0201370    119.153    18.289    EM
                                                    265.558
     4 -0.11076921D+04   18.0700833    0.0160514    121.944    16.783    EM
                                                    264.272
     5 -0.10946534D+04   13.0387454    0.0117711    124.987    15.921    EM
                                                    262.093
     6 -0.10860488D+04    8.6045910    0.0078606    128.154    15.536    EM
                                                    259.309
     7 -0.10807480D+04    5.3007534    0.0048808    131.337    15.452    EM
                                                    256.210
     8 -0.10775275D+04    3.2205134    0.0029799    134.438    15.529    EM
                                                    253.033
     9 -0.10755588D+04    1.9686691    0.0018270    137.399    15.695    EM
                                                    249.906
    10 -0.10743122D+04    1.2466600    0.0011591    140.186    15.899    EM
                                                    246.915
    11 -0.10734612D+04    0.8509601    0.0007921    142.780    16.116    EM
                                                    244.104


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 52


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15425050D+04    0.0000000    0.0000000     32.247    97.862    EM
                                                    272.891
     2 -0.14250762D+04  117.4287368    0.0761286     26.223   103.689    FS
                                                    273.089
     3 -0.12598181D+04  165.2581160    0.1159644     14.620   112.428    EM
                                                    275.953
     4 -0.11583856D+04  101.4325211    0.0805136     22.413   106.420    EM
                                                    274.167
     5 -0.11150814D+04   43.3042282    0.0373833     33.547    98.122    EM
                                                    271.331
     6 -0.10925175D+04   22.5638476    0.0202352     44.664    91.109    EM
                                                    267.227
     7 -0.10817992D+04   10.7183701    0.0098107     53.725    86.595    EM
                                                    262.679
     8 -0.10770271D+04    4.7720439    0.0044112     60.479    84.011    EM
                                                    258.510
     9 -0.10748463D+04    2.1807841    0.0020248     65.376    82.605    EM
                                                    255.020
    10 -0.10737635D+04    1.0828589    0.0010075     68.932    81.878    EM
                                                    252.190
    11 -0.10731677D+04    0.5958225    0.0005549     71.555    81.542    EM
                                                    249.902


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 53


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11998366D+04    0.0000000    0.0000000     58.099   199.092    EM
                                                    145.809
     2 -0.10783013D+04  121.5353490    0.1012932     55.046   202.738    EM
                                                    145.216
     3 -0.10719773D+04    6.3239441    0.0058647     53.894   203.301    EM
                                                    145.805
     4 -0.10711883D+04    0.7890222    0.0007360     53.138   203.184    EM
                                                    146.677


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 54


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14149083D+04    0.0000000    0.0000000     77.990   278.016    EM
                                                     46.994
     2 -0.11934024D+04  221.5058882    0.1565514     90.691   248.691    EM
                                                     63.618
     3 -0.11367037D+04   56.6987410    0.0475102    103.239   219.274    EM
                                                     80.486
     4 -0.11146170D+04   22.0866419    0.0194304    114.352   193.031    EM
                                                     95.617
     5 -0.11016234D+04   12.9936625    0.0116575    123.664   171.154    EM
                                                    108.182
     6 -0.10921053D+04    9.5180427    0.0086400    131.183   153.713    EM
                                                    118.104
     7 -0.10852620D+04    6.8433884    0.0062662    137.087   140.201    EM
                                                    125.712
     8 -0.10804727D+04    4.7892175    0.0044130    141.600   129.925    EM
                                                    131.474
     9 -0.10771784D+04    3.2942956    0.0030489    144.945   122.204    EM
                                                    135.851
    10 -0.10749394D+04    2.2390573    0.0020786    147.337   116.448    EM
                                                    139.215
    11 -0.10734294D+04    1.5100099    0.0014047    148.975   112.175    EM
                                                    141.850
    12 -0.10724146D+04    1.0147619    0.0009453    150.034   109.010    EM
                                                    143.956
    13 -0.10717322D+04    0.6824074    0.0006363    150.660   106.665    EM
                                                    145.675


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 55


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13299458D+04    0.0000000    0.0000000    315.926    53.584    EM
                                                     33.491
     2 -0.11835832D+04  146.3626506    0.1100516    278.356    74.188    EM
                                                     50.456
     3 -0.11563743D+04   27.2089282    0.0229886    239.503    95.096    EM
                                                     68.401
     4 -0.11317721D+04   24.6021554    0.0212753    206.396   112.896    EM
                                                     83.708
     5 -0.11139605D+04   17.8115515    0.0157378    181.345   126.457    EM
                                                     95.197
     6 -0.11022299D+04   11.7306714    0.0105306    163.440   136.172    EM
                                                    103.388
     7 -0.10941049D+04    8.1249295    0.0073714    150.848   142.843    EM
                                                    109.309
     8 -0.10881266D+04    5.9783699    0.0054642    141.966   147.219    EM
                                                    113.816
     9 -0.10836334D+04    4.4932209    0.0041293    135.651   149.912    EM
                                                    117.437
    10 -0.10802720D+04    3.3613512    0.0031019    131.149   151.396    EM
                                                    120.454
    11 -0.10778079D+04    2.4641470    0.0022810    127.961   152.029    EM
                                                    123.009
    12 -0.10760495D+04    1.7583525    0.0016314    125.740   152.083    EM
                                                    125.177
    13 -0.10748276D+04    1.2219290    0.0011356    124.228   151.763    EM
                                                    127.009
    14 -0.10739978D+04    0.8297902    0.0007720    123.226   151.222    EM
                                                    128.551


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 56


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15044477D+04    0.0000000    0.0000000     50.928   105.589    EM
                                                    246.483
     2 -0.12390264D+04  265.4212730    0.1764244     54.733    97.788    EM
                                                    250.479
     3 -0.11429908D+04   96.0355676    0.0775089     59.890    90.729    EM
                                                    252.381
     4 -0.10962050D+04   46.7858207    0.0409328     64.765    85.798    EM
                                                    252.437
     5 -0.10816487D+04   14.5562873    0.0132788     69.344    82.476    EM
                                                    251.180
     6 -0.10776342D+04    4.0145196    0.0037115     73.500    80.309    EM
                                                    249.191
     7 -0.10757981D+04    1.8360912    0.0017038     77.108    78.930    EM
                                                    246.962
     8 -0.10746992D+04    1.0989634    0.0010215     80.034    78.133    EM
                                                    244.833
     9 -0.10739709D+04    0.7282846    0.0006777     82.348    77.767    EM
                                                    242.885


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 57


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12672058D+04    0.0000000    0.0000000    215.175    38.317    EM
                                                    149.507
     2 -0.11100543D+04  157.1515043    0.1240142    195.573    44.074    EM
                                                    163.352
     3 -0.10988342D+04   11.2200090    0.0101076    180.936    47.332    EM
                                                    174.731
     4 -0.10931260D+04    5.7082198    0.0051948    169.378    50.036    EM
                                                    183.586
     5 -0.10867740D+04    6.3520333    0.0058109    160.555    51.694    EM
                                                    190.751
     6 -0.10827437D+04    4.0303148    0.0037085    153.963    52.853    EM
                                                    196.185
     7 -0.10789483D+04    3.7954020    0.0035054    149.308    53.294    EM
                                                    200.398
     8 -0.10769235D+04    2.0248269    0.0018767    146.124    53.414    EM
                                                    203.462
     9 -0.10750745D+04    1.8489087    0.0017168    144.061    53.143    EM
                                                    205.796
    10 -0.10740778D+04    0.9967347    0.0009271    142.847    52.690    EM
                                                    207.463


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 58


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13449068D+04    0.0000000    0.0000000      1.539   133.333    EM
                                                    268.128
     2 -0.13404291D+04    4.4776270    0.0033293      0.000   136.094    FS
                                                    266.906
     3 -0.12254437D+04  114.9853776    0.0857825      0.000   132.888    FS
                                                    270.112
     4 -0.11564829D+04   68.9608253    0.0562742      0.000   143.896    FS
                                                    259.104
     5 -0.11069026D+04   49.5802936    0.0428716      0.000   163.420    FS
                                                    239.580
     6 -0.10814216D+04   25.4809962    0.0230201      0.000   182.997    FS
                                                    220.003
     7 -0.10732672D+04    8.1544105    0.0075405      0.000   195.270    FS
                                                    207.730
     8 -0.10722397D+04    1.0274956    0.0009574      0.000   205.709    FS
                                                    197.291
     9 -0.10721987D+04    0.0409984    0.0000382      0.000   210.983    FS
                                                    192.017


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 59


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13838156D+04    0.0000000    0.0000000      1.817   129.041    EM
                                                    272.141
     2 -0.13053129D+04   78.5026941    0.0567292      0.179   132.447    FS
                                                    270.374
     3 -0.11707176D+04  134.5952641    0.1031134      0.000   131.008    FS
                                                    271.992
     4 -0.11220855D+04   48.6321574    0.0415405      0.000   142.788    FS
                                                    260.212
     5 -0.10862279D+04   35.8575535    0.0319562      0.000   169.035    FS
                                                    233.965
     6 -0.10747082D+04   11.5197246    0.0106053      0.000   199.147    FS
                                                    203.853
     7 -0.10724826D+04    2.2255281    0.0020708      0.000   210.369    FS
                                                    192.631
     8 -0.10722249D+04    0.2577147    0.0002403      0.000   212.166    FS
                                                    190.834


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 60


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15585026D+04    0.0000000    0.0000000    126.634     4.773    EM
                                                    271.594
     2 -0.12473815D+04  311.1210634    0.1996282    113.892    11.820    EM
                                                    277.288
     3 -0.11556583D+04   91.7232949    0.0735327    105.012    22.972    EM
                                                    275.016
     4 -0.11111477D+04   44.5105436    0.0385153     96.729    35.333    EM
                                                    270.938
     5 -0.10897999D+04   21.3477610    0.0192124     90.428    46.689    EM
                                                    265.883
     6 -0.10802135D+04    9.5864678    0.0087965     86.180    56.012    EM
                                                    260.808
     7 -0.10759555D+04    4.2579658    0.0039418     83.444    63.225    EM
                                                    256.331
     8 -0.10739975D+04    1.9579878    0.0018198     81.701    68.653    EM
                                                    252.645
     9 -0.10730496D+04    0.9479360    0.0008826     80.600    72.695    EM
                                                    249.705


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 61


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15473033D+04    0.0000000    0.0000000      1.116   124.729    EM
                                                    277.154
     2 -0.14026432D+04  144.6600766    0.0934917      0.437   124.440    EM
                                                    278.123
     3 -0.13918109D+04   10.8322953    0.0077228      0.000   124.577    FS
                                                    278.423
     4 -0.11744350D+04  217.3759835    0.1561821      0.000   128.194    EM
                                                    274.806
     5 -0.11164258D+04   58.0091942    0.0493933      0.000   131.555    EM
                                                    271.445
     6 -0.10952664D+04   21.1593558    0.0189528      0.000   135.655    EM
                                                    267.345
     7 -0.10863839D+04    8.8824962    0.0081099      0.000   140.051    EM
                                                    262.949
     8 -0.10817595D+04    4.6244437    0.0042567      0.000   144.343    EM
                                                    258.657
     9 -0.10790850D+04    2.6744303    0.0024723      0.000   148.355    EM
                                                    254.645
    10 -0.10774074D+04    1.6775997    0.0015547      0.000   152.043    EM
                                                    250.957
    11 -0.10762819D+04    1.1255307    0.0010447      0.000   155.412    EM
                                                    247.588
    12 -0.10754858D+04    0.7960626    0.0007396      0.000   158.489    EM
                                                    244.511


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 62


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13939086D+04    0.0000000    0.0000000     39.427    97.605    EM
                                                    265.969
     2 -0.13908993D+04    3.0092251    0.0021588      7.815   118.343    FS
                                                    276.842
     3 -0.11693135D+04  221.5858034    0.1593112     11.003   121.296    EM
                                                    270.701
     4 -0.11269695D+04   42.3440046    0.0362127     15.177   119.943    EM
                                                    267.881
     5 -0.11033556D+04   23.6139665    0.0209535     19.366   119.246    EM
                                                    264.388
     6 -0.10900165D+04   13.3391047    0.0120896     22.981   119.496    EM
                                                    260.523
     7 -0.10826931D+04    7.3233696    0.0067186     25.855   120.541    EM
                                                    256.604
     8 -0.10786394D+04    4.0537320    0.0037441     28.055   122.124    EM
                                                    252.821
     9 -0.10763692D+04    2.2701585    0.0021047     29.705   124.039    EM
                                                    249.256
    10 -0.10751182D+04    1.2510546    0.0011623     30.856   126.150    EM
                                                    245.994
    11 -0.10740531D+04    1.0650435    0.0009906     31.740   128.148    EM
                                                    243.112
    12 -0.10732309D+04    0.8222216    0.0007655     32.488   130.114    EM
                                                    240.399


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 63


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17190214D+04    0.0000000    0.0000000    132.901     4.271    EM
                                                    265.828
     2 -0.13429202D+04  376.1012456    0.2187880    139.295     0.000    FS
                                                    263.705
     3 -0.11735479D+04  169.3722794    0.1261224    134.214     0.000    FS
                                                    268.786
     4 -0.11455768D+04   27.9711258    0.0238347    140.731     0.000    FS
                                                    262.269
     5 -0.10934367D+04   52.1400725    0.0455143    161.294     0.000    FS
                                                    241.706
     6 -0.10753759D+04   18.0608452    0.0165175    186.848     0.000    FS
                                                    216.152
     7 -0.10724329D+04    2.9429560    0.0027367    202.446     0.000    FS
                                                    200.554
     8 -0.10722167D+04    0.2162172    0.0002016    209.021     0.000    FS
                                                    193.979


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 64


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14278234D+04    0.0000000    0.0000000    108.834    67.484    EM
                                                    226.682
     2 -0.13502512D+04   77.5722632    0.0543290     49.319   104.807    FS
                                                    248.874
     3 -0.11149038D+04  235.3473744    0.1742990     41.747   121.408    EM
                                                    239.845
     4 -0.10959144D+04   18.9893633    0.0170323     33.746   131.254    EM
                                                    238.000
     5 -0.10852767D+04   10.6377397    0.0097067     28.160   137.400    EM
                                                    237.440
     6 -0.10790393D+04    6.2373967    0.0057473     24.506   141.696    EM
                                                    236.798
     7 -0.10754833D+04    3.5560341    0.0032956     22.159   145.036    EM
                                                    235.804
     8 -0.10735019D+04    1.9813713    0.0018423     20.664   147.833    EM
                                                    234.503
     9 -0.10723980D+04    1.1039129    0.0010283     19.719   150.277    EM
                                                    233.004
    10 -0.10717630D+04    0.6350052    0.0005921     19.131   152.464    EM
                                                    231.406


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 65


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.36562199D+04    0.0000000    0.0000000      0.001   123.419    EM
                                                    279.581
     2 -0.32543393D+04  401.8805253    0.1099169      0.000   123.476    FS
                                                    279.524
     3 -0.28587382D+04  395.6011593    0.1215611      0.000   123.579    FS
                                                    279.421
     4 -0.24755002D+04  383.2379337    0.1340584      0.004   123.597    FS
                                                    279.398
     5 -0.21255094D+04  349.9908409    0.1413819      0.065   123.540    FS
                                                    279.394
     6 -0.18610479D+04  264.4614532    0.1244226      0.157   123.450    FS
                                                    279.393
     7 -0.17649212D+04   96.1267809    0.0516520      3.161   120.449    FS
                                                    279.389
     8 -0.12209554D+04  543.9657326    0.3082096      1.254   125.460    EM
                                                    276.287
     9 -0.11881305D+04   32.8249084    0.0268846      0.000   128.695    FS
                                                    274.305
    10 -0.11224939D+04   65.6366707    0.0552437      0.000   133.904    FS
                                                    269.096
    11 -0.10869596D+04   35.5342740    0.0316565      0.000   151.239    FS
                                                    251.761
    12 -0.10747809D+04   12.1786270    0.0112043      0.000   176.963    FS
                                                    226.037
    13 -0.10724150D+04    2.3659951    0.0022014      0.000   201.852    FS
                                                    201.148
    14 -0.10722146D+04    0.2003167    0.0001868      0.000   208.792    FS
                                                    194.208


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 66


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12041728D+04    0.0000000    0.0000000      3.532   179.213    EM
                                                    220.256
     2 -0.11272098D+04   76.9630264    0.0639136      4.034   158.698    EM
                                                    240.268
     3 -0.10989570D+04   28.2527835    0.0250644      4.948   151.846    EM
                                                    246.205
     4 -0.10881192D+04   10.8377735    0.0098619      6.376   149.127    EM
                                                    247.498
     5 -0.10810396D+04    7.0795891    0.0065063      8.218   147.765    EM
                                                    247.017
     6 -0.10758695D+04    5.1701195    0.0047825     10.023   147.264    EM
                                                    245.713
     7 -0.10726138D+04    3.2557158    0.0030261     11.333   147.683    EM
                                                    243.984
     8 -0.10708424D+04    1.7714113    0.0016515     12.098   148.869    EM
                                                    242.034
     9 -0.10698728D+04    0.9695840    0.0009054     12.506   150.511    EM
                                                    239.982


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 67


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11729749D+04    0.0000000    0.0000000     60.666   315.262    EM
                                                     27.072
     2 -0.11095425D+04   63.4324078    0.0540782     45.068   323.025    EM
                                                     34.907
     3 -0.10900523D+04   19.4902324    0.0175660     36.362   325.511    EM
                                                     41.127
     4 -0.10831306D+04    6.9216566    0.0063498     31.289   325.753    EM
                                                     45.957
     5 -0.10795067D+04    3.6238949    0.0033458     28.262   325.003    EM
                                                     49.735
     6 -0.10772560D+04    2.2507904    0.0020850     26.456   323.794    EM
                                                     52.750
     7 -0.10757289D+04    1.5270234    0.0014175     25.430   322.355    EM
                                                     55.216
     8 -0.10746331D+04    1.0957988    0.0010187     24.930   320.788    EM
                                                     57.283
     9 -0.10738139D+04    0.8192806    0.0007624     24.804   319.139    EM
                                                     59.057


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 68


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14151893D+04    0.0000000    0.0000000      7.287   349.480    EM
                                                     46.233
     2 -0.13470609D+04   68.1284718    0.0481409      0.096   371.258    FS
                                                     31.646
     3 -0.12599887D+04   87.0721322    0.0646386      0.000   156.174    FS
                                                    246.826
     4 -0.11068766D+04  153.1121656    0.1215187      0.000   155.726    EM
                                                    247.274
     5 -0.10911931D+04   15.6834608    0.0141691      0.000   155.007    EM
                                                    247.993
     6 -0.10846052D+04    6.5879455    0.0060374      0.000   155.336    EM
                                                    247.664
     7 -0.10804955D+04    4.1096064    0.0037890      0.000   156.494    EM
                                                    246.506
     8 -0.10779302D+04    2.5653027    0.0023742      0.000   158.176    EM
                                                    244.824
     9 -0.10763477D+04    1.5825500    0.0014681      0.000   160.148    EM
                                                    242.852
    10 -0.10753537D+04    0.9939655    0.0009235      0.000   162.245    EM
                                                    240.755


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 69


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14960894D+04    0.0000000    0.0000000      1.334   380.445    EM
                                                     21.221
     2 -0.11249730D+04  371.1164179    0.2480576      0.576   371.679    EM
                                                     30.745
     3 -0.11099624D+04   15.0105655    0.0133430      0.000   402.725    FS
                                                      0.275
     4 -0.11030031D+04    6.9593730    0.0062699      0.000   402.664    EM
                                                      0.336
     5 -0.10975825D+04    5.4205793    0.0049144      0.000   402.600    EM
                                                      0.400
     6 -0.10931541D+04    4.4284229    0.0040347      0.000   402.535    EM
                                                      0.465
     7 -0.10895226D+04    3.6314372    0.0033220      0.000   402.470    EM
                                                      0.530
     8 -0.10865471D+04    2.9754956    0.0027310      0.000   402.407    EM
                                                      0.593
     9 -0.10841181D+04    2.4289865    0.0022355      0.000   402.345    EM
                                                      0.655
    10 -0.10821467D+04    1.9714891    0.0018185      0.000   402.286    EM
                                                      0.714
    11 -0.10805578D+04    1.5888634    0.0014683      0.000   402.230    EM
                                                      0.770
    12 -0.10792873D+04    1.2704439    0.0011757      0.000   402.178    EM
                                                      0.822
    13 -0.10782799D+04    1.0074767    0.0009335      0.000   402.128    EM
                                                      0.872
    14 -0.10774876D+04    0.7923093    0.0007348      0.000   402.082    EM
                                                      0.918


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 70


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12166292D+04    0.0000000    0.0000000    191.572     6.475    EM
                                                    204.953
     2 -0.11199320D+04   96.6971541    0.0794796    181.521     2.462    EM
                                                    219.016
     3 -0.10832231D+04   36.7088875    0.0327778    175.192     1.766    EM
                                                    226.042
     4 -0.10778471D+04    5.3760474    0.0049630    172.921     1.656    EM
                                                    228.423
     5 -0.10754874D+04    2.3596121    0.0021892    172.254     1.818    EM
                                                    228.928
     6 -0.10740382D+04    1.4492237    0.0013475    172.256     2.126    EM
                                                    228.618
     7 -0.10731194D+04    0.9187919    0.0008555    172.604     2.509    EM
                                                    227.887


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 71


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14455413D+04    0.0000000    0.0000000      0.877   126.930    EM
                                                    275.193
     2 -0.14246441D+04   20.8971789    0.0144563      0.000   127.815    FS
                                                    275.185
     3 -0.12155231D+04  209.1210764    0.1467883      0.000   128.014    EM
                                                    274.986
     4 -0.11724822D+04   43.0408619    0.0354093      0.000   129.028    EM
                                                    273.972
     5 -0.11372459D+04   35.2362924    0.0300527      0.000   130.920    EM
                                                    272.080
     6 -0.11123173D+04   24.9286241    0.0219202      0.000   133.669    EM
                                                    269.331
     7 -0.10967481D+04   15.5691769    0.0139971      0.000   137.077    EM
                                                    265.923
     8 -0.10877129D+04    9.0351974    0.0082382      0.000   140.837    EM
                                                    262.163
     9 -0.10825628D+04    5.1500722    0.0047348      0.000   144.672    EM
                                                    258.328
    10 -0.10795454D+04    3.0174333    0.0027873      0.000   148.396    EM
                                                    254.604
    11 -0.10776797D+04    1.8656721    0.0017282      0.000   151.913    EM
                                                    251.087
    12 -0.10764538D+04    1.2259133    0.0011375      0.000   155.188    EM
                                                    247.812
    13 -0.10756023D+04    0.8515294    0.0007911      0.000   158.215    EM
                                                    244.785


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 72


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17427312D+04    0.0000000    0.0000000      9.569   121.841    EM
                                                    271.590
     2 -0.17126383D+04   30.0928624    0.0172676      0.005   131.792    FS
                                                    271.203
     3 -0.14730135D+04  239.6248180    0.1399156      0.005   132.195    EM
                                                    270.800
     4 -0.13077801D+04  165.2333580    0.1121737      0.007   134.715    EM
                                                    268.278
     5 -0.11864314D+04  121.3487598    0.0927899      0.009   138.093    EM
                                                    264.898
     6 -0.11144809D+04   71.9504366    0.0606444      0.013   141.531    EM
                                                    261.456
     7 -0.10856643D+04   28.8166480    0.0258566      0.022   145.002    EM
                                                    257.976
     8 -0.10789686D+04    6.6956619    0.0061673      0.044   148.637    EM
                                                    254.319
     9 -0.10771432D+04    1.8253669    0.0016918      0.128   152.174    EM
                                                    250.698
    10 -0.10753975D+04    1.7457671    0.0016207      0.654   155.020    EM
                                                    247.326
    11 -0.10730556D+04    2.3418684    0.0021777      1.135   157.591    EM
                                                    244.275
    12 -0.10720668D+04    0.9888449    0.0009215      1.161   160.371    EM
                                                    241.469


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 73


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14862524D+04    0.0000000    0.0000000     45.272    81.478    EM
                                                    276.250
     2 -0.13300889D+04  156.1635653    0.1050720      5.973   129.026    FS
                                                    268.001
     3 -0.12334673D+04   96.6215354    0.0726429      2.210   157.396    FS
                                                    243.394
     4 -0.11104256D+04  123.0417053    0.0997527      0.000   197.057    FS
                                                    205.943
     5 -0.10807142D+04   29.7113863    0.0267568      0.000   197.521    EM
                                                    205.479
     6 -0.10750251D+04    5.6891004    0.0052642      0.000   196.457    EM
                                                    206.543
     7 -0.10738797D+04    1.1454030    0.0010655      0.000   195.574    EM
                                                    207.426
     8 -0.10732307D+04    0.6490421    0.0006044      0.000   195.032    EM
                                                    207.968


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 74


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24935674D+04    0.0000000    0.0000000      0.011    83.564    EM
                                                    319.425
     2 -0.22963561D+04  197.2112910    0.0790880      0.000    82.736    FS
                                                    320.264
     3 -0.22663269D+04   30.0292369    0.0130769      0.000    83.733    FS
                                                    319.267
     4 -0.21429291D+04  123.3978282    0.0544484      0.039   103.245    FS
                                                    299.716
     5 -0.12718317D+04  871.0974023    0.4064985      0.183   124.816    EM
                                                    278.001
     6 -0.12333027D+04   38.5289627    0.0302941      0.000   126.969    FS
                                                    276.031
     7 -0.11502287D+04   83.0740364    0.0673590      0.000   132.240    FS
                                                    270.760
     8 -0.10992715D+04   50.9571024    0.0443017      0.000   145.462    FS
                                                    257.538
     9 -0.10779003D+04   21.3712550    0.0194413      0.000   170.091    FS
                                                    232.909
    10 -0.10728381D+04    5.0621981    0.0046964      0.000   195.453    FS
                                                    207.547
    11 -0.10722483D+04    0.5897481    0.0005497      0.000   207.252    FS
                                                    195.748


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 75


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12390548D+04    0.0000000    0.0000000    136.565   105.132    EM
                                                    161.304
     2 -0.11653480D+04   73.7067871    0.0594863    256.881     8.270    FS
                                                    137.848
     3 -0.10788982D+04   86.4498231    0.0741837    258.354     6.358    EM
                                                    138.288
     4 -0.10746874D+04    4.2107692    0.0039028    258.341     5.269    EM
                                                    139.389
     5 -0.10737507D+04    0.9367244    0.0008716    257.669     4.624    EM
                                                    140.707


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 76


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17435599D+04    0.0000000    0.0000000    122.430   107.690    EM
                                                    172.879
     2 -0.13773604D+04  366.1995360    0.2100298     59.826    94.316    FS
                                                    248.859
     3 -0.12704947D+04  106.8657062    0.0775873     16.914   132.766    FS
                                                    253.320
     4 -0.11806186D+04   89.8760852    0.0707410     24.523   113.936    EM
                                                    264.542
     5 -0.11230528D+04   57.5657454    0.0487590     36.840   102.120    EM
                                                    264.040
     6 -0.10975306D+04   25.5222672    0.0227258     48.973    93.017    EM
                                                    261.010
     7 -0.10846339D+04   12.8966625    0.0117506     59.452    85.986    EM
                                                    257.562
     8 -0.10781934D+04    6.4404605    0.0059379     67.711    81.023    EM
                                                    254.266
     9 -0.10750889D+04    3.1045025    0.0028794     73.900    77.693    EM
                                                    251.407
    10 -0.10735832D+04    1.5057594    0.0014006     78.422    75.517    EM
                                                    249.061
    11 -0.10728313D+04    0.7518786    0.0007003     81.686    74.125    EM
                                                    247.189


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 77


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12719661D+04    0.0000000    0.0000000      5.936   187.695    EM
                                                    209.369
     2 -0.12270258D+04   44.9402534    0.0353313      0.000   196.957    FS
                                                    206.043
     3 -0.12031216D+04   23.9041847    0.0194814      0.000   188.299    FS
                                                    214.701
     4 -0.11316626D+04   71.4590506    0.0593947      0.000   229.022    FS
                                                    173.978
     5 -0.10890859D+04   42.5766255    0.0376231      0.000   236.713    FS
                                                    166.287
     6 -0.10745201D+04   14.5658702    0.0133744      0.000   210.062    FS
                                                    192.938
     7 -0.10722918D+04    2.2283173    0.0020738      0.000   207.677    FS
                                                    195.323
     8 -0.10722028D+04    0.0889785    0.0000830      0.000   210.734    FS
                                                    192.266


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 78


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16515016D+04    0.0000000    0.0000000    161.080    35.757    EM
                                                    206.164
     2 -0.11405107D+04  510.9909428    0.3094099    145.146    40.343    EM
                                                    217.511
     3 -0.11164886D+04   24.0220820    0.0210626    133.320    46.911    EM
                                                    222.768
     4 -0.10981008D+04   18.3878186    0.0164693    122.982    54.707    EM
                                                    225.311
     5 -0.10858970D+04   12.2037729    0.0111135    114.685    62.141    EM
                                                    226.175
     6 -0.10789013D+04    6.9956761    0.0064423    108.605    68.248    EM
                                                    226.147
     7 -0.10753072D+04    3.5940951    0.0033313    104.391    72.825    EM
                                                    225.784
     8 -0.10735895D+04    1.7177506    0.0015975    101.546    76.065    EM
                                                    225.389
     9 -0.10728008D+04    0.7887147    0.0007347     99.638    78.273    EM
                                                    225.089


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 79


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19595262D+04    0.0000000    0.0000000     89.040    37.027    EM
                                                    276.933
     2 -0.17400558D+04  219.4703819    0.1120018     38.602    86.570    FS
                                                    277.828
     3 -0.16063077D+04  133.7481100    0.0768643      0.006   125.181    FS
                                                    277.813
     4 -0.12988770D+04  307.4306128    0.1913896      0.000   130.283    EM
                                                    272.717
     5 -0.12987329D+04    0.1441977    0.0001110      0.000   130.574    FS
                                                    272.426


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 80


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21180786D+04    0.0000000    0.0000000    116.880     4.178    EM
                                                    281.942
     2 -0.20067322D+04  111.3464091    0.0525695    116.612     5.235    FS
                                                    281.153
     3 -0.12965394D+04  710.1927750    0.3539051    148.125     5.092    EM
                                                    249.783
     4 -0.10900918D+04  206.4476927    0.1592298    155.647     7.279    EM
                                                    240.074
     5 -0.10748369D+04   15.2548614    0.0139941    159.647     6.841    EM
                                                    236.512
     6 -0.10736548D+04    1.1820905    0.0010998    162.986     6.348    EM
                                                    233.666
     7 -0.10731910D+04    0.4637761    0.0004320    165.862     6.063    EM
                                                    231.075


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 81


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15611419D+04    0.0000000    0.0000000    123.344    14.584    EM
                                                    265.073
     2 -0.15533020D+04    7.8398968    0.0050219    146.330     0.281    FS
                                                    256.389
     3 -0.14743469D+04   78.9550805    0.0508305    155.465     0.000    FS
                                                    247.535
     4 -0.14043217D+04   70.0252067    0.0474957    163.406     0.000    FS
                                                    239.594
     5 -0.13388282D+04   65.4934877    0.0466371    166.976     0.000    FS
                                                    236.024
     6 -0.12781979D+04   60.6303763    0.0452861    165.257     0.000    FS
                                                    237.743
     7 -0.12239177D+04   54.2801582    0.0424662    159.909     0.000    FS
                                                    243.091
     8 -0.11790373D+04   44.8804276    0.0366695    153.452     0.000    FS
                                                    249.548
     9 -0.11470719D+04   31.9654151    0.0271115    148.268     0.000    FS
                                                    254.732
    10 -0.11246995D+04   22.3723300    0.0195039    145.890     0.000    FS
                                                    257.110
    11 -0.11108539D+04   13.8456251    0.0123105    146.655     0.000    FS
                                                    256.345
    12 -0.11007788D+04   10.0751043    0.0090697    149.644     0.000    FS
                                                    253.356
    13 -0.10923765D+04    8.4022858    0.0076330    154.401     0.000    FS
                                                    248.599
    14 -0.10852692D+04    7.1072836    0.0065063    160.949     0.000    FS
                                                    242.051
    15 -0.10795592D+04    5.7100412    0.0052614    169.682     0.000    FS
                                                    233.318
    16 -0.10754919D+04    4.0673115    0.0037676    180.974     0.000    FS
                                                    222.026
    17 -0.10731992D+04    2.2927228    0.0021318    194.207     0.000    FS
                                                    208.793
    18 -0.10723640D+04    0.8351701    0.0007782    206.035     0.000    FS
                                                    196.965


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 82


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15991757D+04    0.0000000    0.0000000      0.007   240.480    EM
                                                    162.513
     2 -0.15951145D+04    4.0611821    0.0025395      0.000   239.699    FS
                                                    163.301
     3 -0.13558208D+04  239.2936802    0.1500166      0.000   224.303    FS
                                                    178.697
     4 -0.12291173D+04  126.7035229    0.0934515      0.000   135.347    FS
                                                    267.653
     5 -0.11485964D+04   80.5208992    0.0655112      0.000   148.829    FS
                                                    254.171
     6 -0.11129282D+04   35.6681848    0.0310537      0.000   165.605    FS
                                                    237.395
     7 -0.10961820D+04   16.7462090    0.0150470      0.000   172.570    FS
                                                    230.430
     8 -0.10861891D+04    9.9929303    0.0091161      0.000   174.996    FS
                                                    228.004
     9 -0.10795525D+04    6.6365506    0.0061099      0.000   180.199    FS
                                                    222.801
    10 -0.10753381D+04    4.2144022    0.0039038      0.000   188.561    FS
                                                    214.439
    11 -0.10731258D+04    2.2123612    0.0020574      0.000   199.133    FS
                                                    203.867
    12 -0.10723560D+04    0.7697157    0.0007173      0.000   208.350    FS
                                                    194.650


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 83


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11880297D+04    0.0000000    0.0000000    274.738    41.901    EM
                                                     86.361
     2 -0.11372727D+04   50.7570726    0.0427237    344.781     0.000    FS
                                                     58.219
     3 -0.11035386D+04   33.7341003    0.0296623    396.775     0.000    FS
                                                      6.225
     4 -0.10842543D+04   19.2843045    0.0174750    397.401     0.000    EM
                                                      5.599
     5 -0.10794595D+04    4.7947632    0.0044222    397.754     0.000    EM
                                                      5.246
     6 -0.10775226D+04    1.9368763    0.0017943    397.960     0.000    EM
                                                      5.040
     7 -0.10765414D+04    0.9812152    0.0009106    398.081     0.000    EM
                                                      4.919


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 84


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13291632D+04    0.0000000    0.0000000     13.875   121.113    EM
                                                    268.012
     2 -0.12140431D+04  115.1201334    0.0866110      1.808   129.354    FS
                                                    271.838
     3 -0.11750050D+04   39.0381064    0.0321555      0.000   151.539    FS
                                                    251.461
     4 -0.10918663D+04   83.1386498    0.0707560      0.000   157.030    EM
                                                    245.970
     5 -0.10840223D+04    7.8440292    0.0071841      0.000   158.170    EM
                                                    244.830
     6 -0.10800517D+04    3.9706070    0.0036628      0.000   159.167    EM
                                                    243.833
     7 -0.10775763D+04    2.4754151    0.0022919      0.000   160.551    EM
                                                    242.449
     8 -0.10760538D+04    1.5225259    0.0014129      0.000   162.244    EM
                                                    240.756
     9 -0.10751071D+04    0.9466559    0.0008797      0.000   164.107    EM
                                                    238.893


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 85


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14820950D+04    0.0000000    0.0000000    109.827    15.384    EM
                                                    277.789
     2 -0.11669683D+04  315.1266409    0.2126224    115.151    16.382    EM
                                                    271.467
     3 -0.11314690D+04   35.4993271    0.0304201    109.655    23.576    EM
                                                    269.769
     4 -0.11070701D+04   24.3989161    0.0215639    102.824    32.704    EM
                                                    267.472
     5 -0.10915486D+04   15.5215147    0.0140204     97.116    41.672    EM
                                                    264.212
     6 -0.10828753D+04    8.6733236    0.0079459     93.037    49.393    EM
                                                    260.570
     7 -0.10782416D+04    4.6336326    0.0042790     90.244    55.671    EM
                                                    257.085
     8 -0.10757398D+04    2.5018391    0.0023203     88.345    60.659    EM
                                                    253.996
     9 -0.10743370D+04    1.4028082    0.0013040     87.055    64.591    EM
                                                    251.354
    10 -0.10735117D+04    0.8253219    0.0007682     86.186    67.685    EM
                                                    249.129


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 86


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11918267D+04    0.0000000    0.0000000    138.120    87.165    EM
                                                    177.715
     2 -0.11442471D+04   47.5796002    0.0399216    199.714    32.812    FS
                                                    170.474
     3 -0.11268167D+04   17.4304645    0.0152331    174.555    12.434    FS
                                                    216.010
     4 -0.11029681D+04   23.8485649    0.0211645    168.011     7.991    FS
                                                    226.998
     5 -0.11004555D+04    2.5126304    0.0022781    162.361     4.668    FS
                                                    235.971
     6 -0.10763348D+04   24.1206939    0.0219188    162.743     5.907    EM
                                                    234.350
     7 -0.10746790D+04    1.6557622    0.0015383    163.163     6.418    EM
                                                    233.419
     8 -0.10738252D+04    0.8537779    0.0007944    163.799     6.724    EM
                                                    232.478


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 87


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16517205D+04    0.0000000    0.0000000    113.328    17.922    EM
                                                    271.751
     2 -0.15871006D+04   64.6198767    0.0391228    132.936     1.323    FS
                                                    268.741
     3 -0.12550076D+04  332.0930185    0.2092451    130.153     1.945    EM
                                                    270.901
     4 -0.12158593D+04   39.1482570    0.0311936    127.591     2.899    EM
                                                    272.510
     5 -0.11782532D+04   37.6061847    0.0309297    125.775     5.234    EM
                                                    271.991
     6 -0.11429740D+04   35.2791305    0.0299419    123.260     9.231    EM
                                                    270.509
     7 -0.11149599D+04   28.0141522    0.0245099    121.243    13.588    EM
                                                    268.169
     8 -0.10968419D+04   18.1179870    0.0162499    121.015    16.753    EM
                                                    265.232
     9 -0.10864554D+04   10.3864815    0.0094694    122.465    18.462    EM
                                                    262.073
    10 -0.10806396D+04    5.8158117    0.0053530    124.995    19.065    EM
                                                    258.940
    11 -0.10772280D+04    3.4115514    0.0031570    128.071    18.995    EM
                                                    255.934
    12 -0.10750454D+04    2.1826766    0.0020262    131.344    18.575    EM
                                                    253.081
    13 -0.10735009D+04    1.5444614    0.0014366    134.622    18.010    EM
                                                    250.367
    14 -0.10722994D+04    1.2015083    0.0011192    137.822    17.419    EM
                                                    247.759
    15 -0.10713081D+04    0.9913068    0.0009245    140.911    16.867    EM
                                                    245.222


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 88


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12097046D+04    0.0000000    0.0000000    139.113    14.928    EM
                                                    248.959
     2 -0.11045802D+04  105.1243525    0.0869008    152.941    11.408    EM
                                                    238.651
     3 -0.10830960D+04   21.4842699    0.0194502    156.553     9.300    EM
                                                    237.147
     4 -0.10781308D+04    4.9651898    0.0045843    158.296     8.001    EM
                                                    236.703
     5 -0.10759877D+04    2.1430679    0.0019878    159.787     7.256    EM
                                                    235.957
     6 -0.10750774D+04    0.9103499    0.0008461    161.498     6.634    EM
                                                    234.868


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 89


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13916038D+04    0.0000000    0.0000000     74.857    86.012    EM
                                                    242.131
     2 -0.13350197D+04   56.5840656    0.0406610     34.564   106.169    FS
                                                    262.268
     3 -0.11465537D+04  188.4659477    0.1411709     47.460   111.191    EM
                                                    244.348
     4 -0.10999701D+04   46.5836678    0.0406293     55.387   105.306    EM
                                                    242.308
     5 -0.10863133D+04   13.6567782    0.0124156     61.329    98.848    EM
                                                    242.823
     6 -0.10809849D+04    5.3284423    0.0049051     66.242    93.748    EM
                                                    243.011
     7 -0.10777797D+04    3.2051279    0.0029650     70.272    90.077    EM
                                                    242.651
     8 -0.10757719D+04    2.0078470    0.0018629     73.499    87.549    EM
                                                    241.952
     9 -0.10745272D+04    1.2447155    0.0011570     76.023    85.875    EM
                                                    241.102
    10 -0.10737549D+04    0.7723069    0.0007187     77.957    84.825    EM
                                                    240.218


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 90


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15458443D+04    0.0000000    0.0000000    110.368    22.868    EM
                                                    269.765
     2 -0.15058449D+04   39.9993830    0.0258754    118.350    10.497    FS
                                                    274.153
     3 -0.13610702D+04  144.7747102    0.0961418     60.218    94.164    FS
                                                    248.617
     4 -0.11216476D+04  239.4225830    0.1759076     39.182   119.409    EM
                                                    244.409
     5 -0.10942421D+04   27.4054627    0.0244332     28.564   129.892    EM
                                                    244.543
     6 -0.10831308D+04   11.1112972    0.0101543     23.837   133.626    EM
                                                    245.537
     7 -0.10774742D+04    5.6566352    0.0052225     21.714   134.411    EM
                                                    246.875
     8 -0.10745992D+04    2.8749803    0.0026683     20.893   134.390    EM
                                                    247.717
     9 -0.10732302D+04    1.3689708    0.0012739     20.676   134.367    EM
                                                    247.957
    10 -0.10726378D+04    0.5924753    0.0005520     20.706   134.553    EM
                                                    247.741


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 91


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14638065D+04    0.0000000    0.0000000     29.565    97.605    EM
                                                    275.829
     2 -0.12495268D+04  214.2796525    0.1463852     35.449    91.927    FS
                                                    275.624
     3 -0.11287999D+04  120.7269148    0.0966181     36.194    95.342    EM
                                                    271.464
     4 -0.10849839D+04   43.8160442    0.0388165      1.074   145.991    FS
                                                    255.935
     5 -0.10773957D+04    7.5881285    0.0069938      1.048   151.008    EM
                                                    250.944
     6 -0.10761928D+04    1.2029259    0.0011165      1.056   154.545    EM
                                                    247.398
     7 -0.10753712D+04    0.8215725    0.0007634      1.091   157.609    EM
                                                    244.300


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 92


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18853526D+04    0.0000000    0.0000000    335.480    16.708    EM
                                                     50.812
     2 -0.13868520D+04  498.5006098    0.2644071     62.084    79.593    FS
                                                    261.323
     3 -0.11683998D+04  218.4522348    0.1575166     44.025   108.578    EM
                                                    250.397
     4 -0.11242373D+04   44.1624992    0.0377974     27.389   129.145    EM
                                                    246.465
     5 -0.10991061D+04   25.1311636    0.0223540     17.443   141.110    EM
                                                    244.447
     6 -0.10861836D+04   12.9225156    0.0117573     12.077   147.884    EM
                                                    243.039
     7 -0.10796927D+04    6.4909396    0.0059759      9.211   152.160    EM
                                                    241.629
     8 -0.10763936D+04    3.2990207    0.0030555      7.657   155.289    EM
                                                    240.054
     9 -0.10746551D+04    1.7385060    0.0016151      6.799   157.846    EM
                                                    238.355
    10 -0.10736841D+04    0.9710751    0.0009036      6.307   160.080    EM
                                                    236.613


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 93


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16093131D+04    0.0000000    0.0000000     44.071    86.720    EM
                                                    272.209
     2 -0.11929625D+04  416.3506212    0.2587132     20.586   114.231    EM
                                                    268.182
     3 -0.11455919D+04   47.3705953    0.0397084      8.449   127.928    EM
                                                    266.623
     4 -0.11171304D+04   28.4614553    0.0248443      3.700   134.267    EM
                                                    265.033
     5 -0.10996923D+04   17.4381713    0.0156098      1.922   138.160    EM
                                                    262.918
     6 -0.10891640D+04   10.5283032    0.0095739      1.292   141.488    EM
                                                    260.219
     7 -0.10828481D+04    6.3158825    0.0057988      1.194   144.642    EM
                                                    257.164
     8 -0.10793583D+04    3.4897607    0.0032228      1.230   147.751    EM
                                                    254.019
     9 -0.10770650D+04    2.2932889    0.0021247      1.373   150.711    EM
                                                    250.917
    10 -0.10750032D+04    2.0618237    0.0019143      1.675   153.347    EM
                                                    247.979
    11 -0.10739782D+04    1.0250354    0.0009535      1.797   155.911    EM
                                                    245.292
    12 -0.10732392D+04    0.7389290    0.0006880      1.837   158.391    EM
                                                    242.772


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 94


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14859588D+04    0.0000000    0.0000000     18.308   110.336    EM
                                                    274.356
     2 -0.14118816D+04   74.0771696    0.0498514     19.119   110.242    FS
                                                    273.639
     3 -0.13458235D+04   66.0580542    0.0467872     29.559    99.980    FS
                                                    273.460
     4 -0.12362521D+04  109.5714396    0.0814159     40.597    97.236    FS
                                                    265.167
     5 -0.11662489D+04   70.0032446    0.0566254     49.150   100.970    FS
                                                    252.880
     6 -0.11206815D+04   45.5673939    0.0390718     82.627    91.454    FS
                                                    228.919
     7 -0.10995760D+04   21.1054418    0.0188327    136.149    52.553    FS
                                                    214.298
     8 -0.10868935D+04   12.6825230    0.0115340    129.325    50.869    FS
                                                    222.807
     9 -0.10786457D+04    8.2478464    0.0075885    131.253    58.212    FS
                                                    213.535
    10 -0.10739664D+04    4.6792655    0.0043381    115.166    74.795    FS
                                                    213.039
    11 -0.10712803D+04    2.6860827    0.0025011    117.696    83.042    FS
                                                    202.262
    12 -0.10703193D+04    0.9610547    0.0008971    101.253   104.304    FS
                                                    197.443


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 95


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14042895D+04    0.0000000    0.0000000     92.818    37.953    EM
                                                    272.229
     2 -0.11860208D+04  218.2686823    0.1554300     14.273   156.140    FS
                                                    232.587
     3 -0.11088684D+04   77.1523712    0.0650514      0.000   174.828    FS
                                                    228.172
     4 -0.10841555D+04   24.7129582    0.0222866      0.000   218.761    FS
                                                    184.239
     5 -0.10747994D+04    9.3560366    0.0086298      0.000   225.751    FS
                                                    177.249
     6 -0.10726930D+04    2.1064952    0.0019599      0.000   217.072    FS
                                                    185.928
     7 -0.10722691D+04    0.4238009    0.0003951      0.000   214.068    FS
                                                    188.932


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 96


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12786610D+04    0.0000000    0.0000000     39.587   130.488    EM
                                                    232.925
     2 -0.11383632D+04  140.2978494    0.1097225     35.193   127.460    EM
                                                    240.347
     3 -0.11147866D+04   23.5765877    0.0207110     32.619   125.061    EM
                                                    245.320
     4 -0.11012826D+04   13.5040288    0.0121136     30.971   124.063    EM
                                                    247.966
     5 -0.10914262D+04    9.8563571    0.0089499     29.954   124.157    EM
                                                    248.889
     6 -0.10844533D+04    6.9728935    0.0063888     29.423   125.009    EM
                                                    248.568
     7 -0.10797403D+04    4.7130005    0.0043460     29.263   126.339    EM
                                                    247.398
     8 -0.10766568D+04    3.0835797    0.0028559     29.362   127.940    EM
                                                    245.698
     9 -0.10746755D+04    1.9812655    0.0018402     29.621   129.679    EM
                                                    243.700
    10 -0.10734064D+04    1.2690795    0.0011809     29.960   131.475    EM
                                                    241.565
    11 -0.10725802D+04    0.8262485    0.0007697     30.323   133.282    EM
                                                    239.395


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 97


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17280090D+04    0.0000000    0.0000000     41.591    82.219    EM
                                                    279.190
     2 -0.12021360D+04  525.8730154    0.3043231      7.460   118.708    EM
                                                    276.832
     3 -0.11611605D+04   40.9755251    0.0340856      0.002   126.373    FS
                                                    276.625
     4 -0.11066168D+04   54.5436949    0.0469734      0.002   131.489    EM
                                                    271.509
     5 -0.10932308D+04   13.3860004    0.0120963      0.002   135.957    EM
                                                    267.041
     6 -0.10846266D+04    8.6042070    0.0078704      0.002   140.995    EM
                                                    262.003
     7 -0.10802574D+04    4.3692322    0.0040283      0.002   145.883    EM
                                                    257.115
     8 -0.10779319D+04    2.3255113    0.0021527      0.002   150.272    EM
                                                    252.726
     9 -0.10765390D+04    1.3928216    0.0012921      0.002   154.147    EM
                                                    248.851
    10 -0.10756230D+04    0.9160216    0.0008509      0.002   157.575    EM
                                                    245.423


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 98


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14891237D+04    0.0000000    0.0000000     14.063   117.988    EM
                                                    270.949
     2 -0.14649125D+04   24.2112099    0.0162587      5.723   123.861    FS
                                                    273.416
     3 -0.13645150D+04  100.3974731    0.0685348      0.158   138.468    FS
                                                    264.373
     4 -0.12921287D+04   72.3862510    0.0530491      0.000   160.759    FS
                                                    242.241
     5 -0.12240970D+04   68.0317311    0.0526509      0.000   194.436    FS
                                                    208.564
     6 -0.11671145D+04   56.9825384    0.0465507      0.000   224.709    FS
                                                    178.291
     7 -0.11208628D+04   46.2516627    0.0396291      0.000   228.003    FS
                                                    174.997
     8 -0.10898872D+04   30.9755733    0.0276355      0.000   210.776    FS
                                                    192.224
     9 -0.10752706D+04   14.6166295    0.0134111      0.000   201.682    FS
                                                    201.318
    10 -0.10723433D+04    2.9272600    0.0027223      0.000   204.184    FS
                                                    198.816
    11 -0.10722041D+04    0.1392832    0.0001299      0.000   209.726    FS
                                                    193.274


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 99


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18076499D+04    0.0000000    0.0000000      7.962   189.775    EM
                                                    205.263
     2 -0.14638380D+04  343.8118570    0.1901983      1.817   147.771    EM
                                                    253.412
     3 -0.12939313D+04  169.9067104    0.1160693      0.406   139.939    EM
                                                    262.655
     4 -0.11791910D+04  114.7403004    0.0886757      0.125   138.944    EM
                                                    263.931
     5 -0.11157312D+04   63.4597947    0.0538164      0.047   139.986    EM
                                                    262.967
     6 -0.10919356D+04   23.7955659    0.0213273      0.021   142.205    EM
                                                    260.774
     7 -0.10842755D+04    7.6601392    0.0070152      0.012   145.158    EM
                                                    257.830
     8 -0.10805116D+04    3.7639231    0.0034714      0.008   148.402    EM
                                                    254.590
     9 -0.10782387D+04    2.2729102    0.0021036      0.006   151.655    EM
                                                    251.340
    10 -0.10767924D+04    1.4462609    0.0013413      0.005   154.785    EM
                                                    248.210
    11 -0.10758210D+04    0.9714081    0.0009021      0.005   157.740    EM
                                                    245.255


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 100


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18670933D+04    0.0000000    0.0000000      1.659   121.759    EM
                                                    279.581
     2 -0.17332800D+04  133.8133227    0.0716693      1.487   122.103    FS
                                                    279.410
     3 -0.15401051D+04  193.1748944    0.1114505      0.000   123.736    FS
                                                    279.264
     4 -0.12497283D+04  290.3767921    0.1885435      0.000   124.734    EM
                                                    278.266
     5 -0.12379011D+04   11.8272225    0.0094638      0.000   128.232    FS
                                                    274.768
     6 -0.11472009D+04   90.7001462    0.0732693      0.000   135.364    FS
                                                    267.636
     7 -0.10921475D+04   55.0534361    0.0479894      0.000   152.566    FS
                                                    250.434
     8 -0.10744528D+04   17.6946939    0.0162017      0.000   181.510    FS
                                                    221.490
     9 -0.10723225D+04    2.1302801    0.0019827      0.000   203.690    FS
                                                    199.310
    10 -0.10722068D+04    0.1157331    0.0001079      0.000   209.429    FS
                                                    193.571


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 101


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13308374D+04    0.0000000    0.0000000     38.918    95.081    EM
                                                    269.001
     2 -0.12680440D+04   62.7933410    0.0471833     25.528   103.473    FS
                                                    273.998
     3 -0.10977121D+04  170.3319243    0.1343265     17.535   127.490    EM
                                                    257.975
     4 -0.10834227D+04   14.2894134    0.0130175     12.320   137.551    EM
                                                    253.129
     5 -0.10786253D+04    4.7974151    0.0044280      9.482   143.705    EM
                                                    249.813
     6 -0.10756902D+04    2.9350744    0.0027211      8.195   147.992    EM
                                                    246.813
     7 -0.10746233D+04    1.0668576    0.0009918      7.506   151.501    EM
                                                    243.993
     8 -0.10734919D+04    1.1313987    0.0010528      7.294   154.353    EM
                                                    241.353
     9 -0.10729510D+04    0.5409776    0.0005039      7.264   156.855    EM
                                                    238.880


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 102


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18896205D+04    0.0000000    0.0000000     36.966   146.993    EM
                                                    219.040
     2 -0.18802727D+04    9.3478315    0.0049469      0.026   241.124    FS
                                                    161.850
     3 -0.16271934D+04  253.0793349    0.1345971      0.000   270.687    FS
                                                    132.313
     4 -0.11038651D+04  523.3282353    0.3216140      0.000   244.687    EM
                                                    158.313
     5 -0.10911504D+04   12.7147692    0.0115184      0.000   228.215    EM
                                                    174.785
     6 -0.10842549D+04    6.8954338    0.0063194      0.000   218.120    EM
                                                    184.880
     7 -0.10799234D+04    4.3315176    0.0039949      0.000   211.834    EM
                                                    191.166
     8 -0.10770718D+04    2.8516384    0.0026406      0.000   207.806    EM
                                                    195.194
     9 -0.10752069D+04    1.8649092    0.0017315      0.000   205.170    EM
                                                    197.830
    10 -0.10740200D+04    1.1868376    0.0011038      0.000   203.440    EM
                                                    199.560
    11 -0.10732878D+04    0.7322117    0.0006817      0.000   202.322    EM
                                                    200.678


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 103


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15273934D+04    0.0000000    0.0000000     62.469    87.056    EM
                                                    253.475
     2 -0.13842866D+04  143.1067282    0.0936934     43.972    82.962    FS
                                                    276.066
     3 -0.11578827D+04  226.4039358    0.1635528     52.552    79.867    EM
                                                    270.581
     4 -0.11164098D+04   41.4729279    0.0358179     66.323    67.859    EM
                                                    268.818
     5 -0.10938786D+04   22.5311915    0.0201818     79.667    57.397    EM
                                                    265.936
     6 -0.10825970D+04   11.2815814    0.0103134     90.018    50.639    EM
                                                    262.343
     7 -0.10774874D+04    5.1095937    0.0047198     97.127    46.851    EM
                                                    259.022
     8 -0.10751819D+04    2.3055188    0.0021397    101.645    44.972    EM
                                                    256.382
     9 -0.10740724D+04    1.1095232    0.0010319    104.372    44.236    EM
                                                    254.392
    10 -0.10734752D+04    0.5972001    0.0005560    105.961    44.152    EM
                                                    252.887


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 104


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16873286D+04    0.0000000    0.0000000      7.756   126.245    EM
                                                    268.998
     2 -0.14923559D+04  194.9726539    0.1155511     10.669   123.244    FS
                                                    269.087
     3 -0.14530922D+04   39.2637267    0.0263099      0.002   131.202    FS
                                                    271.796
     4 -0.11988719D+04  254.2202828    0.1749512      0.002   125.374    EM
                                                    277.624
     5 -0.11141468D+04   84.7251401    0.0706707      0.003   129.314    EM
                                                    273.683
     6 -0.10933807D+04   20.7660665    0.0186385      0.004   134.473    EM
                                                    268.524
     7 -0.10851268D+04    8.2539121    0.0075490      0.005   139.618    EM
                                                    263.376
     8 -0.10810038D+04    4.1230159    0.0037996      0.007   144.359    EM
                                                    258.634
     9 -0.10786213D+04    2.3825302    0.0022040      0.008   148.626    EM
                                                    254.366
    10 -0.10771044D+04    1.5168764    0.0014063      0.010   152.450    EM
                                                    250.541
    11 -0.10760711D+04    1.0332917    0.0009593      0.011   155.886    EM
                                                    247.103
    12 -0.10753316D+04    0.7395075    0.0006872      0.013   158.989    EM
                                                    243.998


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 105


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11917514D+04    0.0000000    0.0000000      2.736   388.043    EM
                                                     12.221
     2 -0.10771565D+04  114.5948782    0.0961567      2.654   388.455    EM
                                                     11.891
     3 -0.10750630D+04    2.0934876    0.0019435      2.612   388.628    EM
                                                     11.759
     4 -0.10748623D+04    0.2007235    0.0001867      2.593   388.669    EM
                                                     11.738


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 106


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18580442D+04    0.0000000    0.0000000     57.679    72.679    EM
                                                    272.642
     2 -0.15966844D+04  261.3598074    0.1406639     53.563    76.647    FS
                                                    272.791
     3 -0.15028829D+04   93.8014669    0.0587477     13.817   113.239    FS
                                                    275.944
     4 -0.10968825D+04  406.0003600    0.2701477     15.259   119.186    EM
                                                    268.554
     5 -0.10822064D+04   14.6761544    0.0133799      1.611   153.547    FS
                                                    247.842
     6 -0.10745071D+04    7.6993026    0.0071144      1.857   159.486    EM
                                                    241.657
     7 -0.10732213D+04    1.2857786    0.0011966      2.494   161.945    EM
                                                    238.561
     8 -0.10712469D+04    1.9743894    0.0018397      3.546   163.222    EM
                                                    236.232
     9 -0.10696755D+04    1.5714454    0.0014669      4.384   164.436    EM
                                                    234.180
    10 -0.10689996D+04    0.6758964    0.0006319      4.921   165.859    EM
                                                    232.220


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 107


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15391826D+04    0.0000000    0.0000000      2.457   374.335    EM
                                                     26.209
     2 -0.11859456D+04  353.2370093    0.2294965      1.406   350.026    EM
                                                     51.568
     3 -0.11311347D+04   54.8109488    0.0462171      0.926   324.021    EM
                                                     78.053
     4 -0.11036049D+04   27.5297545    0.0243382      0.746   301.863    EM
                                                    100.392
     5 -0.10901199D+04   13.4849486    0.0122190      0.717   285.142    EM
                                                    117.141
     6 -0.10831880D+04    6.9319648    0.0063589      0.784   273.161    EM
                                                    129.055
     7 -0.10791988D+04    3.9891614    0.0036828      0.916   264.637    EM
                                                    137.447
     8 -0.10766589D+04    2.5399176    0.0023535      1.081   258.474    EM
                                                    143.444
     9 -0.10749943D+04    1.6645599    0.0015460      1.279   253.876    EM
                                                    147.846
    10 -0.10739056D+04    1.0887515    0.0010128      1.523   250.286    EM
                                                    151.192
    11 -0.10731116D+04    0.7939879    0.0007393      1.772   247.384    EM
                                                    153.844


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 108


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15480863D+04    0.0000000    0.0000000      0.000   145.526    EM
                                                    257.474
     2 -0.13985708D+04  149.5154853    0.0965808      0.000   146.062    FS
                                                    256.938
     3 -0.13929936D+04    5.5771688    0.0039878      0.000   146.063    FS
                                                    256.937
     4 -0.12233690D+04  169.6246478    0.1217699      0.000   147.422    EM
                                                    255.578
     5 -0.11560910D+04   67.2779928    0.0549940      0.000   144.573    EM
                                                    258.427
     6 -0.11258882D+04   30.2028015    0.0261249      0.000   142.857    EM
                                                    260.143
     7 -0.11088316D+04   17.0565235    0.0151494      0.000   142.701    EM
                                                    260.299
     8 -0.10966682D+04   12.1634650    0.0109696      0.000   143.779    EM
                                                    259.221
     9 -0.10883281D+04    8.3401161    0.0076050      0.000   145.735    EM
                                                    257.265
    10 -0.10829893D+04    5.3387309    0.0049054      0.000   148.243    EM
                                                    254.757
    11 -0.10796963D+04    3.2930177    0.0030407      0.000   151.031    EM
                                                    251.969
    12 -0.10776630D+04    2.0333615    0.0018833      0.000   153.900    EM
                                                    249.100
    13 -0.10763661D+04    1.2968957    0.0012034      0.000   156.727    EM
                                                    246.273
    14 -0.10754970D+04    0.8690835    0.0008074      0.000   159.442    EM
                                                    243.558


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 109


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23518217D+04    0.0000000    0.0000000    178.622     3.096    EM
                                                    221.281
     2 -0.20574770D+04  294.3446488    0.1251560    162.145     0.412    FS
                                                    240.443
     3 -0.14822337D+04  575.2433699    0.2795868    123.745     1.687    EM
                                                    277.568
     4 -0.14121540D+04   70.0796399    0.0472798    118.727     6.452    EM
                                                    277.821
     5 -0.13362463D+04   75.9076962    0.0537531    114.071    12.410    EM
                                                    276.519
     6 -0.12662916D+04   69.9547664    0.0523517    110.766    18.124    EM
                                                    274.110
     7 -0.11985300D+04   67.7615387    0.0535118    106.120    24.778    EM
                                                    272.102
     8 -0.11480278D+04   50.5021865    0.0421368    103.856    31.450    EM
                                                    267.694
     9 -0.11147349D+04   33.2929315    0.0290001    102.227    37.765    EM
                                                    263.008
    10 -0.10946327D+04   20.1022020    0.0180332    100.320    43.997    EM
                                                    258.684
    11 -0.10844527D+04   10.1799725    0.0092999     99.459    48.725    EM
                                                    254.816
    12 -0.10794782D+04    4.9745263    0.0045871     99.439    52.028    EM
                                                    251.533
    13 -0.10768762D+04    2.6020041    0.0024104     99.820    54.361    EM
                                                    248.818
    14 -0.10753799D+04    1.4963309    0.0013895    100.343    56.081    EM
                                                    246.576
    15 -0.10744405D+04    0.9394178    0.0008736    100.879    57.414    EM
                                                    244.707


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 110


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23872547D+04    0.0000000    0.0000000    118.180    14.289    EM
                                                    270.531
     2 -0.20260632D+04  361.1914845    0.1512999    112.549    22.453    FS
                                                    267.998
     3 -0.16885048D+04  337.5584178    0.1666080    112.264    22.269    FS
                                                    268.467
     4 -0.14055340D+04  282.9708119    0.1675866     91.361    40.446    FS
                                                    271.193
     5 -0.11239799D+04  281.5540721    0.2003182     79.154    53.580    EM
                                                    270.266
     6 -0.11003362D+04   23.6436618    0.0210357     70.530    65.509    EM
                                                    266.961
     7 -0.10874370D+04   12.8992332    0.0117230     64.444    75.577    EM
                                                    262.979
     8 -0.10804142D+04    7.0228173    0.0064581     60.394    83.536    EM
                                                    259.070
     9 -0.10766935D+04    3.7206293    0.0034437     57.864    89.498    EM
                                                    255.638
    10 -0.10747038D+04    1.9896951    0.0018480     56.398    93.806    EM
                                                    252.796
    11 -0.10736430D+04    1.0608186    0.0009871     55.646    96.852    EM
                                                    250.501
    12 -0.10730538D+04    0.5892622    0.0005488     55.352    98.959    EM
                                                    248.689


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 111


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12503373D+04    0.0000000    0.0000000      5.855   156.527    EM
                                                    240.618
     2 -0.12229663D+04   27.3709762    0.0218909      0.000   184.425    FS
                                                    218.574
     3 -0.11504899D+04   72.4764426    0.0592628      0.000   160.767    EM
                                                    242.232
     4 -0.11280732D+04   22.4166673    0.0194845      0.000   152.510    EM
                                                    250.490
     5 -0.11117249D+04   16.3483320    0.0144923      0.000   149.409    EM
                                                    253.591
     6 -0.10992233D+04   12.5016419    0.0112453      0.000   148.617    EM
                                                    254.383
     7 -0.10902239D+04    8.9993176    0.0081870      0.000   149.212    EM
                                                    253.788
     8 -0.10841849D+04    6.0390048    0.0055392      0.001   150.720    EM
                                                    252.280
     9 -0.10803492D+04    3.8357590    0.0035379      0.001   152.792    EM
                                                    250.207
    10 -0.10779747D+04    2.3744502    0.0021979      0.001   155.165    EM
                                                    247.834
    11 -0.10764931D+04    1.4815833    0.0013744      0.001   157.653    EM
                                                    245.347
    12 -0.10755348D+04    0.9583203    0.0008902      0.001   160.136    EM
                                                    242.863


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 112


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12120176D+04    0.0000000    0.0000000     22.041   344.298    EM
                                                     36.661
     2 -0.11380445D+04   73.9730724    0.0610330      8.570   315.053    FS
                                                     79.377
     3 -0.10744819D+04   63.5625531    0.0558524      8.861   311.519    EM
                                                     82.620
     4 -0.10730563D+04    1.4256640    0.0013268      9.500   308.176    EM
                                                     85.324
     5 -0.10721111D+04    0.9451183    0.0008808     10.051   305.296    EM
                                                     87.654


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 113


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20814417D+04    0.0000000    0.0000000     85.282    42.530    EM
                                                    275.188
     2 -0.17016924D+04  379.7493634    0.1824453     88.004    40.653    FS
                                                    274.343
     3 -0.13789225D+04  322.7698527    0.1896758     94.025    35.884    FS
                                                    273.091
     4 -0.13403011D+04   38.6213852    0.0280084     97.964    38.586    FS
                                                    266.450
     5 -0.10938528D+04  246.4483552    0.1838754     99.099    39.062    EM
                                                    264.839
     6 -0.10816243D+04   12.2284620    0.0111793    101.110    40.725    EM
                                                    261.164
     7 -0.10782288D+04    3.3954828    0.0031392    102.502    42.668    EM
                                                    257.830
     8 -0.10765196D+04    1.7092535    0.0015852    103.264    44.548    EM
                                                    255.188
     9 -0.10754177D+04    1.1018973    0.0010236    103.735    46.252    EM
                                                    253.013
    10 -0.10746685D+04    0.7492117    0.0006967    104.117    47.755    EM
                                                    251.128


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 114


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13312119D+04    0.0000000    0.0000000    136.710    23.739    EM
                                                    242.551
     2 -0.11517730D+04  179.4388909    0.1347936    129.094    10.570    EM
                                                    263.336
     3 -0.11194419D+04   32.3310578    0.0280707    131.989     6.185    EM
                                                    264.826
     4 -0.11018307D+04   17.6111935    0.0157321    135.561     4.187    EM
                                                    263.252
     5 -0.10906199D+04   11.2108359    0.0101747    139.041     3.266    EM
                                                    260.694
     6 -0.10838478D+04    6.7721045    0.0062094    142.459     2.892    EM
                                                    257.649
     7 -0.10798359D+04    4.0118933    0.0037015    145.761     2.825    EM
                                                    254.414
     8 -0.10773954D+04    2.4405395    0.0022601    148.867     2.947    EM
                                                    251.186
     9 -0.10758203D+04    1.5750377    0.0014619    151.729     3.190    EM
                                                    248.080
    10 -0.10747323D+04    1.0880580    0.0010114    154.342     3.509    EM
                                                    245.149
    11 -0.10739360D+04    0.7962217    0.0007409    156.726     3.866    EM
                                                    242.409


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 115


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14933919D+04    0.0000000    0.0000000     15.417   162.632    EM
                                                    224.952
     2 -0.14102960D+04   83.0958779    0.0556424      2.659   165.371    FS
                                                    234.970
     3 -0.13345345D+04   75.7615430    0.0537203      0.000   233.857    FS
                                                    169.143
     4 -0.12701474D+04   64.3870800    0.0482468      0.000   281.779    FS
                                                    121.221
     5 -0.12079107D+04   62.2367410    0.0489996      0.000   278.146    FS
                                                    124.854
     6 -0.11564110D+04   51.4996341    0.0426353      0.000   240.653    FS
                                                    162.347
     7 -0.11140046D+04   42.4064152    0.0366707      0.000   215.276    FS
                                                    187.724
     8 -0.10862864D+04   27.7181980    0.0248816      0.000   199.408    FS
                                                    203.592
     9 -0.10744327D+04   11.8537028    0.0109121      0.000   196.084    FS
                                                    206.916
    10 -0.10723147D+04    2.1180484    0.0019713      0.000   203.018    FS
                                                    199.982
    11 -0.10722011D+04    0.1135395    0.0001059      0.000   210.197    FS
                                                    192.803


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 116


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19683470D+04    0.0000000    0.0000000     86.672    36.481    EM
                                                    279.847
     2 -0.16396638D+04  328.6832822    0.1669844     88.051    35.754    FS
                                                    279.195
     3 -0.14358052D+04  203.8585459    0.1243295     79.208    44.645    FS
                                                    279.147
     4 -0.13153494D+04  120.4557787    0.0838942     60.022    64.738    FS
                                                    278.240
     5 -0.12274979D+04   87.8515698    0.0667895     67.071    60.100    FS
                                                    275.829
     6 -0.11463015D+04   81.1963676    0.0661479     79.583    54.895    FS
                                                    268.522
     7 -0.11347272D+04   11.5743173    0.0100971    112.202    49.774    FS
                                                    241.024
     8 -0.10946526D+04   40.0745843    0.0353165    303.512     0.369    FS
                                                     99.119
     9 -0.10856393D+04    9.0132889    0.0082339    303.539     0.354    EM
                                                     99.107
    10 -0.10815172D+04    4.1221077    0.0037969    301.549     0.484    EM
                                                    100.967
    11 -0.10783434D+04    3.1738002    0.0029346    298.275     1.022    EM
                                                    103.703
    12 -0.10752675D+04    3.0758961    0.0028524    294.407     1.833    EM
                                                    106.761
    13 -0.10730453D+04    2.2222312    0.0020667    290.612     2.554    EM
                                                    109.834
    14 -0.10715481D+04    1.4971991    0.0013953    287.067     3.203    EM
                                                    112.730
    15 -0.10703072D+04    1.2408793    0.0011580    283.752     3.885    EM
                                                    115.363
    16 -0.10692502D+04    1.0569371    0.0009875    280.767     4.517    EM
                                                    117.716
    17 -0.10685521D+04    0.6981467    0.0006529    278.229     4.980    EM
                                                    119.791


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 117


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14122696D+04    0.0000000    0.0000000     27.727   111.628    EM
                                                    263.645
     2 -0.12342346D+04  178.0349535    0.1260630     35.030   106.826    FS
                                                    261.144
     3 -0.11693762D+04   64.8583830    0.0525495      1.854   155.707    FS
                                                    245.439
     4 -0.11174907D+04   51.8855612    0.0443703      0.000   197.528    FS
                                                    205.472
     5 -0.10804324D+04   37.0582977    0.0331621      0.000   215.537    FS
                                                    187.463
     6 -0.10726613D+04    7.7710675    0.0071926      0.000   209.310    FS
                                                    193.690
     7 -0.10722170D+04    0.4442850    0.0004142      0.000   211.195    FS
                                                    191.805


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 118


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14173189D+04    0.0000000    0.0000000      0.240   385.611    EM
                                                     17.150
     2 -0.13335772D+04   83.7416778    0.0590846      0.223   385.779    FS
                                                     16.998
     3 -0.12254992D+04  108.0780727    0.0810437      0.097   366.340    EM
                                                     36.564
     4 -0.11669764D+04   58.5227575    0.0477542      0.054   341.059    EM
                                                     61.888
     5 -0.11312604D+04   35.7159792    0.0306056      0.044   315.177    EM
                                                     87.780
     6 -0.11097691D+04   21.4913067    0.0189977      0.064   292.713    EM
                                                    110.223
     7 -0.10968201D+04   12.9490526    0.0116682      0.234   274.996    EM
                                                    127.770
     8 -0.10874771D+04    9.3429232    0.0085182      0.884   261.316    EM
                                                    140.801
     9 -0.10808929D+04    6.5842190    0.0060546      1.060   251.556    EM
                                                    150.384
    10 -0.10770335D+04    3.8594066    0.0035706      1.060   244.573    EM
                                                    157.367
    11 -0.10743884D+04    2.6451191    0.0024559      1.052   239.462    EM
                                                    162.487
    12 -0.10725665D+04    1.8218744    0.0016957      1.047   235.659    EM
                                                    166.294
    13 -0.10713358D+04    1.2306964    0.0011474      1.044   232.790    EM
                                                    169.166
    14 -0.10705240D+04    0.8118191    0.0007578      1.043   230.597    EM
                                                    171.360


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 119


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13915683D+04    0.0000000    0.0000000      0.004   388.200    EM
                                                     14.796
     2 -0.13909279D+04    0.6404215    0.0004602      0.000   389.414    FS
                                                     13.586


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 120


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13440648D+04    0.0000000    0.0000000    111.937    17.179    EM
                                                    273.883
     2 -0.12322905D+04  111.7742859    0.0831614    105.839    22.227    EM
                                                    274.934
     3 -0.11800155D+04   52.2750077    0.0424210    102.154    26.944    EM
                                                    273.903
     4 -0.11410227D+04   38.9927681    0.0330443    101.010    29.978    EM
                                                    272.013
     5 -0.11142608D+04   26.7618852    0.0234543    102.000    31.654    EM
                                                    269.346
     6 -0.10975440D+04   16.7168784    0.0150027    104.337    32.610    EM
                                                    266.053
     7 -0.10877210D+04    9.8229429    0.0089499    107.319    33.283    EM
                                                    262.398
     8 -0.10820659D+04    5.6551239    0.0051991    110.475    33.882    EM
                                                    258.642
     9 -0.10787568D+04    3.3090376    0.0030581    113.544    34.482    EM
                                                    254.974
    10 -0.10767380D+04    2.0188386    0.0018714    116.408    35.094    EM
                                                    251.498
    11 -0.10754379D+04    1.3000774    0.0012074    119.030    35.714    EM
                                                    248.256
    12 -0.10745532D+04    0.8847598    0.0008227    121.412    36.332    EM
                                                    245.257


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 121


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16908113D+04    0.0000000    0.0000000    182.360   208.954    EM
                                                     11.686
     2 -0.15375765D+04  153.2348783    0.0906280      9.248   383.586    FS
                                                     10.167
     3 -0.11932538D+04  344.3226743    0.2239386      0.000   269.566    FS
                                                    133.434
     4 -0.11311609D+04   62.0928569    0.0520366      0.000   250.196    FS
                                                    152.804
     5 -0.10932895D+04   37.8713839    0.0334801      0.000   217.362    FS
                                                    185.638
     6 -0.10781508D+04   15.1387543    0.0138470      0.000   201.638    FS
                                                    201.362
     7 -0.10733382D+04    4.8125538    0.0044637      0.000   204.117    FS
                                                    198.883
     8 -0.10723244D+04    1.0138831    0.0009446      0.000   209.474    FS
                                                    193.526
     9 -0.10722076D+04    0.1167283    0.0001089      0.000   211.669    FS
                                                    191.331


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 122


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15472427D+04    0.0000000    0.0000000     52.947    80.644    EM
                                                    269.409
     2 -0.12253554D+04  321.8873604    0.2080393     25.986   104.075    FS
                                                    272.939
     3 -0.11575724D+04   67.7830304    0.0553170      0.553   127.689    FS
                                                    274.758
     4 -0.10993778D+04   58.1945443    0.0502729      0.623   133.611    EM
                                                    268.766
     5 -0.10863650D+04   13.0128398    0.0118365      0.615   138.787    EM
                                                    263.598
     6 -0.10813034D+04    5.0615887    0.0046592      0.625   143.791    EM
                                                    258.585
     7 -0.10786669D+04    2.6364983    0.0024383      0.615   148.360    EM
                                                    254.025
     8 -0.10770700D+04    1.5969093    0.0014804      0.600   152.393    EM
                                                    250.007
     9 -0.10759993D+04    1.0706468    0.0009940      0.601   155.950    EM
                                                    246.449
    10 -0.10752711D+04    0.7282525    0.0006768      0.592   159.145    EM
                                                    243.262


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 123


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19511907D+04    0.0000000    0.0000000    111.764    15.674    EM
                                                    275.562
     2 -0.16482696D+04  302.9210606    0.1552493    105.545    21.801    FS
                                                    275.654
     3 -0.15085703D+04  139.6993286    0.0847551    104.997    21.568    FS
                                                    276.435
     4 -0.13798408D+04  128.7294693    0.0853321     39.546    87.363    FS
                                                    276.091
     5 -0.11867448D+04  193.0960578    0.1399408     10.170   120.786    EM
                                                    272.044
     6 -0.11285528D+04   58.1919991    0.0490350      2.477   131.214    EM
                                                    269.309
     7 -0.11039839D+04   24.5688859    0.0217703      0.771   135.839    EM
                                                    266.390
     8 -0.10913995D+04   12.5843521    0.0113990      0.377   139.555    EM
                                                    263.067
     9 -0.10844257D+04    6.9738489    0.0063898      0.349   143.154    EM
                                                    259.497
    10 -0.10803057D+04    4.1199609    0.0037992      0.535   146.547    EM
                                                    255.918
    11 -0.10774920D+04    2.8137106    0.0026046      0.943   149.539    EM
                                                    252.518
    12 -0.10753450D+04    2.1470455    0.0019926      1.363   152.226    EM
                                                    249.411
    13 -0.10739945D+04    1.3504797    0.0012559      1.580   154.825    EM
                                                    246.595
    14 -0.10731748D+04    0.8196826    0.0007632      1.668   157.349    EM
                                                    243.983


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 124


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14308048D+04    0.0000000    0.0000000      0.212   142.881    EM
                                                    259.907
     2 -0.14094795D+04   21.3253128    0.0149044      0.000   143.061    FS
                                                    259.939
     3 -0.12122884D+04  197.1910150    0.1399034      0.000   141.815    EM
                                                    261.185
     4 -0.11389962D+04   73.2922481    0.0604578      0.000   140.257    EM
                                                    262.743
     5 -0.11097027D+04   29.2934874    0.0257187      0.000   140.540    EM
                                                    262.460
     6 -0.10961603D+04   13.5424182    0.0122036      0.000   142.131    EM
                                                    260.869
     7 -0.10878789D+04    8.2813580    0.0075549      0.000   144.534    EM
                                                    258.466
     8 -0.10827109D+04    5.1680147    0.0047505      0.000   147.381    EM
                                                    255.619
     9 -0.10795574D+04    3.1534743    0.0029126      0.000   150.411    EM
                                                    252.589
    10 -0.10776080D+04    1.9494665    0.0018058      0.000   153.447    EM
                                                    249.553
    11 -0.10763530D+04    1.2550064    0.0011646      0.000   156.388    EM
                                                    246.612
    12 -0.10755018D+04    0.8511924    0.0007908      0.000   159.182    EM
                                                    243.818


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 125


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16698723D+04    0.0000000    0.0000000     42.810   193.440    EM
                                                    166.750
     2 -0.14789507D+04  190.9216118    0.1143331      8.267   218.148    FS
                                                    176.584
     3 -0.13024091D+04  176.5415561    0.1193695      0.047   142.763    FS
                                                    260.190
     4 -0.11185689D+04  183.8401935    0.1411539      0.043   133.848    EM
                                                    269.110
     5 -0.10964507D+04   22.1182635    0.0197737      0.034   136.501    EM
                                                    266.465
     6 -0.10872361D+04    9.2146043    0.0084040      0.024   140.410    EM
                                                    262.566
     7 -0.10822616D+04    4.9745045    0.0045754      0.023   144.428    EM
                                                    258.549
     8 -0.10793779D+04    2.8836701    0.0026645      0.020   148.285    EM
                                                    254.695
     9 -0.10775866D+04    1.7912714    0.0016595      0.017   151.886    EM
                                                    251.098
    10 -0.10763997D+04    1.1869786    0.0011015      0.013   155.211    EM
                                                    247.777
    11 -0.10755689D+04    0.8307522    0.0007718      0.008   158.269    EM
                                                    244.723


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 126


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12555882D+04    0.0000000    0.0000000     58.045    72.763    EM
                                                    272.193
     2 -0.12222344D+04   33.3537349    0.0265642    123.915     7.790    FS
                                                    271.295
     3 -0.11287520D+04   93.4823840    0.0764848    124.952     5.317    EM
                                                    272.731
     4 -0.11129834D+04   15.7686305    0.0139700    145.521     0.000    FS
                                                    257.479
     5 -0.10847548D+04   28.2285689    0.0253630    160.770     0.000    FS
                                                    242.230
     6 -0.10742921D+04   10.4627690    0.0096453    185.843     0.000    FS
                                                    217.157
     7 -0.10723250D+04    1.9671101    0.0018311    205.942     0.000    FS
                                                    197.058
     8 -0.10722084D+04    0.1165699    0.0001087    209.124     0.000    FS
                                                    193.876


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 127


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13472570D+04    0.0000000    0.0000000     32.968    96.206    EM
                                                    273.825
     2 -0.13268034D+04   20.4536909    0.0151817     14.480   113.275    FS
                                                    275.245
     3 -0.11519223D+04  174.8810093    0.1318063     21.900   110.534    EM
                                                    270.566
     4 -0.11169706D+04   34.9517454    0.0303421     32.810   101.894    EM
                                                    268.296
     5 -0.10979184D+04   19.0522359    0.0170571     42.683    95.217    EM
                                                    265.100
     6 -0.10869175D+04   11.0008550    0.0100197     51.008    90.455    EM
                                                    261.538
     7 -0.10806589D+04    6.2585676    0.0057581     57.869    86.999    EM
                                                    258.132
     8 -0.10771265D+04    3.5324692    0.0032688     63.418    84.500    EM
                                                    255.082
     9 -0.10751175D+04    2.0090192    0.0018652     67.836    82.724    EM
                                                    252.440
    10 -0.10739467D+04    1.1707971    0.0010890     71.318    81.486    EM
                                                    250.196
    11 -0.10732420D+04    0.7046880    0.0006562     74.042    80.645    EM
                                                    248.313


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 128


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12269354D+04    0.0000000    0.0000000     15.533   165.580    EM
                                                    221.887
     2 -0.11317481D+04   95.1872471    0.0775813     20.917   154.987    EM
                                                    227.096
     3 -0.11079344D+04   23.8137294    0.0210415     27.087   143.484    EM
                                                    232.430
     4 -0.10951960D+04   12.7383672    0.0114974     32.814   134.007    EM
                                                    236.179
     5 -0.10868332D+04    8.3628645    0.0076360     37.563   127.038    EM
                                                    238.399
     6 -0.10814362D+04    5.3969437    0.0049658     41.291   122.239    EM
                                                    239.470
     7 -0.10780517D+04    3.3845335    0.0031297     44.161   119.078    EM
                                                    239.760
     8 -0.10759736D+04    2.0780931    0.0019276     46.368   117.078    EM
                                                    239.554
     9 -0.10747101D+04    1.2634910    0.0011743     48.077   115.873    EM
                                                    239.051
    10 -0.10739385D+04    0.7716212    0.0007180     49.414   115.201    EM
                                                    238.385


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 129


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16520557D+04    0.0000000    0.0000000      0.878   379.807    EM
                                                     22.316
     2 -0.13438410D+04  308.2147650    0.1865644      1.059   378.686    FS
                                                     23.256
     3 -0.12302193D+04  113.6216342    0.0845499      0.702   379.307    FS
                                                     22.991
     4 -0.12203284D+04    9.8909335    0.0080400      0.000   195.113    FS
                                                    207.887
     5 -0.11225341D+04   97.7942905    0.0801377      0.000   206.082    EM
                                                    196.918
     6 -0.10877073D+04   34.8268449    0.0310252      0.000   207.336    EM
                                                    195.664
     7 -0.10796460D+04    8.0613162    0.0074113      0.000   205.725    EM
                                                    197.275
     8 -0.10768048D+04    2.8411316    0.0026315      0.000   203.639    EM
                                                    199.361
     9 -0.10750415D+04    1.7633489    0.0016376      0.000   201.856    EM
                                                    201.144
    10 -0.10739224D+04    1.1191085    0.0010410      0.000   200.551    EM
                                                    202.449
    11 -0.10732359D+04    0.6864862    0.0006392      0.000   199.689    EM
                                                    203.311


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 130


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24660984D+04    0.0000000    0.0000000      0.000   165.380    EM
                                                    237.620
     2 -0.20774370D+04  388.6614074    0.1576017      0.000   170.229    FS
                                                    232.771
     3 -0.17264935D+04  350.9435476    0.1689310      0.000   170.157    FS
                                                    232.843
     4 -0.14615181D+04  264.9753459    0.1534760      0.000   170.161    FS
                                                    232.839
     5 -0.13677073D+04   93.8108083    0.0641872      0.000   170.161    FS
                                                    232.839
     6 -0.13668070D+04    0.9002665    0.0006582      0.000   170.161    FS
                                                    232.839


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 131


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13423287D+04    0.0000000    0.0000000    118.542    35.134    EM
                                                    249.323
     2 -0.13109462D+04   31.3824601    0.0233791    137.135     0.172    FS
                                                    265.693
     3 -0.11848202D+04  126.1259961    0.0962099    138.743     0.000    EM
                                                    264.257
     4 -0.11833140D+04    1.5062262    0.0012713    138.740     0.000    FS
                                                    264.260
     5 -0.11417544D+04   41.5596223    0.0351214    137.953     0.000    EM
                                                    265.047
     6 -0.11194524D+04   22.3020251    0.0195331    138.275     0.000    EM
                                                    264.725
     7 -0.11036437D+04   15.8086180    0.0141217    139.724     0.000    EM
                                                    263.276
     8 -0.10926726D+04   10.9711210    0.0099408    142.023     0.000    EM
                                                    260.977
     9 -0.10856478D+04    7.0247890    0.0064290    144.865     0.000    EM
                                                    258.135
    10 -0.10813561D+04    4.2917136    0.0039531    147.973     0.000    EM
                                                    255.027
    11 -0.10787454D+04    2.6107234    0.0024143    151.140     0.000    EM
                                                    251.860
    12 -0.10771082D+04    1.6372330    0.0015177    154.234     0.000    EM
                                                    248.766
    13 -0.10760294D+04    1.0787780    0.0010016    157.184     0.000    EM
                                                    245.816
    14 -0.10752799D+04    0.7495262    0.0006966    159.959     0.000    EM
                                                    243.041


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 132


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13203851D+04    0.0000000    0.0000000      2.801   394.055    EM
                                                      6.144
     2 -0.11213362D+04  199.0489677    0.1507507      4.516   390.226    EM
                                                      8.258
     3 -0.10899415D+04   31.3946864    0.0279976      5.081   388.122    EM
                                                      9.797
     4 -0.10801713D+04    9.7701875    0.0089640      5.187   387.000    EM
                                                     10.812
     5 -0.10766718D+04    3.4995126    0.0032398      5.169   386.372    EM
                                                     11.459
     6 -0.10752923D+04    1.3794638    0.0012812      5.100   386.024    EM
                                                     11.876
     7 -0.10747060D+04    0.5862825    0.0005452      5.002   385.842    EM
                                                     12.156


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 133


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18960956D+04    0.0000000    0.0000000      1.505   121.028    EM
                                                    280.467
     2 -0.15668188D+04  329.2768057    0.1736604     72.204    55.999    FS
                                                    274.797
     3 -0.14977560D+04   69.0628462    0.0440784     72.446    56.382    FS
                                                    274.172
     4 -0.13795731D+04  118.1828781    0.0789066     82.476    49.963    FS
                                                    270.561
     5 -0.12843583D+04   95.2147560    0.0690176     82.449    48.761    FS
                                                    271.790
     6 -0.11172785D+04  167.0798318    0.1300882     81.666    56.936    EM
                                                    264.398
     7 -0.10986263D+04   18.6522487    0.0166944     75.725    65.216    EM
                                                    262.059
     8 -0.10880507D+04   10.5755798    0.0096262     70.393    73.071    EM
                                                    259.536
     9 -0.10816342D+04    6.4164922    0.0058972     66.423    79.914    EM
                                                    256.663
    10 -0.10779257D+04    3.7084589    0.0034286     63.696    85.563    EM
                                                    253.741
    11 -0.10758818D+04    2.0439060    0.0018961     61.997    89.959    EM
                                                    251.044
    12 -0.10745516D+04    1.3301762    0.0012364     61.022    93.248    EM
                                                    248.730
    13 -0.10737162D+04    0.8354175    0.0007775     60.547    95.720    EM
                                                    246.733


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 134


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19237465D+04    0.0000000    0.0000000      0.014   261.616    EM
                                                    141.370
     2 -0.13694779D+04  554.2686554    0.2881194      0.005   139.330    EM
                                                    263.665
     3 -0.11935896D+04  175.8882806    0.1284346      0.005   129.291    EM
                                                    273.705
     4 -0.11537637D+04   39.8258760    0.0333665      0.005   130.114    EM
                                                    272.881
     5 -0.11239954D+04   29.7683804    0.0258011      0.007   132.320    EM
                                                    270.673
     6 -0.11040182D+04   19.9771506    0.0177733      0.009   135.346    EM
                                                    267.645
     7 -0.10919347D+04   12.0835083    0.0109450      0.011   138.904    EM
                                                    264.085
     8 -0.10849852D+04    6.9495428    0.0063644      0.014   142.688    EM
                                                    260.298
     9 -0.10809801D+04    4.0050836    0.0036914      0.017   146.459    EM
                                                    256.523
    10 -0.10785773D+04    2.4027253    0.0022227      0.021   150.074    EM
                                                    252.905
    11 -0.10770496D+04    1.5277195    0.0014164      0.025   153.465    EM
                                                    249.510
    12 -0.10760189D+04    1.0307201    0.0009570      0.030   156.611    EM
                                                    246.359
    13 -0.10752866D+04    0.7322664    0.0006805      0.036   159.515    EM
                                                    243.449


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 135


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15968875D+04    0.0000000    0.0000000    314.537    50.482    EM
                                                     37.981
     2 -0.12885494D+04  308.3381121    0.1930869    285.684    47.267    FS
                                                     70.049
     3 -0.11704934D+04  118.0559910    0.0916193    389.579    12.007    FS
                                                      1.415
     4 -0.10941191D+04   76.3742877    0.0652497    393.147     8.578    EM
                                                      1.276
     5 -0.10853285D+04    8.7905621    0.0080344    395.346     6.451    EM
                                                      1.203
     6 -0.10827877D+04    2.5408024    0.0023410    396.970     4.868    EM
                                                      1.162
     7 -0.10805110D+04    2.2767501    0.0021027    397.308     4.554    EM
                                                      1.138
     8 -0.10794704D+04    1.0405446    0.0009630    397.455     4.420    EM
                                                      1.126
     9 -0.10786905D+04    0.7798969    0.0007225    397.456     4.423    EM
                                                      1.121


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 136


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11762918D+04    0.0000000    0.0000000      3.097   393.232    EM
                                                      6.671
     2 -0.10948831D+04   81.4087319    0.0692079      3.302   393.363    EM
                                                      6.335
     3 -0.10860763D+04    8.8067773    0.0080436      3.610   393.165    EM
                                                      6.225
     4 -0.10819554D+04    4.1209187    0.0037943      3.940   392.797    EM
                                                      6.264
     5 -0.10795293D+04    2.4260910    0.0022423      4.331   392.272    EM
                                                      6.397
     6 -0.10778801D+04    1.6492681    0.0015278      4.826   391.584    EM
                                                      6.590
     7 -0.10766072D+04    1.2728531    0.0011809      5.444   390.738    EM
                                                      6.817
     8 -0.10755276D+04    1.0795719    0.0010028      6.183   389.755    EM
                                                      7.063
     9 -0.10745253D+04    1.0023070    0.0009319      6.992   388.693    EM
                                                      7.315
    10 -0.10735356D+04    0.9897661    0.0009211      7.734   387.697    EM
                                                      7.568


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 137


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12647264D+04    0.0000000    0.0000000      2.540   354.780    EM
                                                     45.680
     2 -0.11639875D+04  100.7388630    0.0796527      0.008   390.975    FS
                                                     12.017
     3 -0.10935725D+04   70.4149539    0.0604946      0.004   391.818    EM
                                                     11.178
     4 -0.10856681D+04    7.9044798    0.0072281      0.002   392.298    EM
                                                     10.699
     5 -0.10814928D+04    4.1752698    0.0038458      0.001   392.596    EM
                                                     10.402
     6 -0.10790723D+04    2.4204432    0.0022381      0.001   392.791    EM
                                                     10.208
     7 -0.10775956D+04    1.4767070    0.0013685      0.000   392.920    EM
                                                     10.080
     8 -0.10766627D+04    0.9329435    0.0008658      0.000   393.003    EM
                                                      9.997


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 138


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13455774D+04    0.0000000    0.0000000     13.346   116.808    EM
                                                    272.846
     2 -0.11898688D+04  155.7086193    0.1157188      7.907   121.768    FS
                                                    273.325
     3 -0.11514935D+04   38.3753158    0.0322517      4.560   133.420    FS
                                                    265.020
     4 -0.11004432D+04   51.0503323    0.0443340      4.091   158.161    FS
                                                    240.748
     5 -0.10763394D+04   24.1037922    0.0219037      0.058   188.306    FS
                                                    214.636
     6 -0.10724853D+04    3.8540552    0.0035807      0.084   192.550    EM
                                                    210.366
     7 -0.10722926D+04    0.1927016    0.0001797      0.146   194.266    EM
                                                    208.589


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 139


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26063237D+04    0.0000000    0.0000000     23.772    97.667    EM
                                                    281.561
     2 -0.22727713D+04  333.5523842    0.1279781     22.319    99.162    FS
                                                    281.519
     3 -0.20291991D+04  243.5722727    0.1071697     20.492   101.213    FS
                                                    281.295
     4 -0.20078884D+04   21.3107055    0.0105020     14.986   107.092    FS
                                                    280.922
     5 -0.18936562D+04  114.2321413    0.0568917     13.914   110.665    FS
                                                    278.421
     6 -0.18036635D+04   89.9927553    0.0475233     14.507   119.177    FS
                                                    269.316
     7 -0.17118388D+04   91.8246627    0.0509101     13.702   144.752    FS
                                                    244.545
     8 -0.16287784D+04   83.0604362    0.0485212     11.290   192.441    FS
                                                    199.269
     9 -0.15545796D+04   74.1988091    0.0455549      7.716   241.315    FS
                                                    153.969
    10 -0.15348924D+04   19.6871912    0.0126640     11.943   351.584    FS
                                                     39.472
    11 -0.14781369D+04   56.7554312    0.0369768     25.640   252.857    FS
                                                    124.503
    12 -0.14623322D+04   15.8046941    0.0106923    175.308   166.723    FS
                                                     60.969
    13 -0.10931345D+04  369.1977261    0.2524719    162.309   185.442    EM
                                                     55.250
    14 -0.10785538D+04   14.5807241    0.0133385    156.582   193.247    EM
                                                     53.170
    15 -0.10748926D+04    3.6611736    0.0033945    154.149   196.510    EM
                                                     52.341
    16 -0.10733439D+04    1.5487161    0.0014408    152.989   198.055    EM
                                                     51.956
    17 -0.10725924D+04    0.7515352    0.0007002    152.407   198.840    EM
                                                     51.752


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 140


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16645634D+04    0.0000000    0.0000000     50.186   139.159    EM
                                                    213.656
     2 -0.15060164D+04  158.5469673    0.0952484     44.077   183.650    FS
                                                    175.274
     3 -0.13222955D+04  183.7208840    0.1219913     11.890   154.003    FS
                                                    237.108
     4 -0.12710503D+04   51.2452523    0.0387548      9.639   200.859    FS
                                                    192.501
     5 -0.12030696D+04   67.9806262    0.0534838     11.024   228.648    FS
                                                    163.329
     6 -0.11551492D+04   47.9204516    0.0398318     14.040   209.141    FS
                                                    179.819
     7 -0.11247319D+04   30.4172976    0.0263319     18.030   175.859    FS
                                                    209.111
     8 -0.11046931D+04   20.0387580    0.0178165     13.044   164.498    FS
                                                    225.458
     9 -0.10978564D+04    6.8367748    0.0061888     23.048   154.652    FS
                                                    225.300
    10 -0.10867510D+04   11.1053426    0.0101155     37.741   136.415    FS
                                                    228.845
    11 -0.10789417D+04    7.8093196    0.0071859     50.326   126.825    FS
                                                    225.849
    12 -0.10747130D+04    4.2287248    0.0039193     64.983   122.021    FS
                                                    215.996
    13 -0.10733386D+04    1.3743789    0.0012788     84.919   102.455    FS
                                                    215.626
    14 -0.10711960D+04    2.1426113    0.0019962     81.635   115.788    FS
                                                    205.577
    15 -0.10706584D+04    0.5376205    0.0005019     99.460   109.530    FS
                                                    194.011


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 141


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13950257D+04    0.0000000    0.0000000     22.630   126.017    EM
                                                    254.353
     2 -0.12938611D+04  101.1646140    0.0725181     11.039   144.775    FS
                                                    247.186
     3 -0.12116756D+04   82.1855103    0.0635196      0.050   161.899    FS
                                                    241.051
     4 -0.10888055D+04  122.8700401    0.1014051      0.091   170.568    EM
                                                    232.341
     5 -0.10754335D+04   13.3720023    0.0122814      0.474   172.862    EM
                                                    229.664
     6 -0.10717329D+04    3.7005973    0.0034410      1.009   174.481    EM
                                                    227.510
     7 -0.10704628D+04    1.2701399    0.0011851      1.064   176.388    EM
                                                    225.548
     8 -0.10700920D+04    0.3707870    0.0003464      1.055   178.231    EM
                                                    223.714


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 142


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29328735D+04    0.0000000    0.0000000      5.063   120.562    EM
                                                    277.375
     2 -0.25373426D+04  395.5308216    0.1348612      5.395   120.243    FS
                                                    277.362
     3 -0.21591606D+04  378.1820192    0.1490465      5.471   120.199    FS
                                                    277.330
     4 -0.18236128D+04  335.5477932    0.1554066      5.660   120.013    FS
                                                    277.327
     5 -0.15870357D+04  236.5771432    0.1297299      8.673   117.005    FS
                                                    277.322
     6 -0.15436717D+04   43.3639556    0.0273239      0.817   124.493    FS
                                                    277.690
     7 -0.13072404D+04  236.4313019    0.1531616      1.579   123.417    EM
                                                    278.005
     8 -0.11608572D+04  146.3832289    0.1119788      3.913   122.985    EM
                                                    276.103
     9 -0.11144716D+04   46.3856389    0.0399581      7.077   123.611    EM
                                                    272.312
    10 -0.10940676D+04   20.4039957    0.0183082     10.549   124.875    EM
                                                    267.575
    11 -0.10845851D+04    9.4824390    0.0086671     13.963   126.343    EM
                                                    262.694
    12 -0.10797789D+04    4.8062097    0.0044314     17.145   127.736    EM
                                                    258.120
    13 -0.10770979D+04    2.6810228    0.0024829     20.036   128.946    EM
                                                    254.019
    14 -0.10754730D+04    1.6248555    0.0015085     22.624   129.960    EM
                                                    250.416
    15 -0.10744242D+04    1.0488500    0.0009752     24.916   130.805    EM
                                                    247.279
    16 -0.10737159D+04    0.7082841    0.0006592     26.928   131.517    EM
                                                    244.554


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 143


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16664881D+04    0.0000000    0.0000000     10.407   361.821    EM
                                                     30.772
     2 -0.13991189D+04  267.3692070    0.1604387     20.200   284.855    EM
                                                     97.945
     3 -0.12282373D+04  170.8816228    0.1221352     26.081   205.776    EM
                                                    171.144
     4 -0.11523313D+04   75.9059777    0.0618007     29.472   161.871    EM
                                                    211.657
     5 -0.11221261D+04   30.2051926    0.0262122     32.217   143.062    EM
                                                    227.721
     6 -0.11051648D+04   16.9613500    0.0151154     35.016   134.236    EM
                                                    233.748
     7 -0.10934948D+04   11.6699829    0.0105595     37.523   129.562    EM
                                                    235.915
     8 -0.10854728D+04    8.0220103    0.0073361     39.557   127.099    EM
                                                    236.344
     9 -0.10801992D+04    5.2735494    0.0048583     41.141   126.043    EM
                                                    235.816
    10 -0.10768645D+04    3.3346897    0.0030871     42.380   125.920    EM
                                                    234.699
    11 -0.10747949D+04    2.0696498    0.0019219     43.381   126.399    EM
                                                    233.220
    12 -0.10735014D+04    1.2934973    0.0012035     44.222   127.244    EM
                                                    231.535
    13 -0.10726671D+04    0.8343350    0.0007772     44.951   128.294    EM
                                                    229.755


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 144


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18429933D+04    0.0000000    0.0000000      4.518   119.061    EM
                                                    279.422
     2 -0.16539769D+04  189.0163791    0.1025595      5.221   118.433    FS
                                                    279.346
     3 -0.15676836D+04   86.2932956    0.0521732      8.964   114.772    FS
                                                    279.263
     4 -0.14707804D+04   96.9031398    0.0618129      8.056   116.243    FS
                                                    278.701
     5 -0.13689732D+04  101.8072871    0.0692199      9.535   115.841    FS
                                                    277.624
     6 -0.12786211D+04   90.3520869    0.0659999     11.091   117.613    FS
                                                    274.296
     7 -0.12014347D+04   77.1863852    0.0603669     12.045   127.381    FS
                                                    263.574
     8 -0.11428631D+04   58.5715566    0.0487513     12.880   156.579    FS
                                                    233.541
     9 -0.11055999D+04   37.2632183    0.0326051     15.385   206.030    FS
                                                    181.585
    10 -0.10847418D+04   20.8580976    0.0188659     33.481   216.892    FS
                                                    152.627
    11 -0.10780033D+04    6.7385074    0.0062121    117.030   139.417    FS
                                                    146.553
    12 -0.10731769D+04    4.8264445    0.0044772     62.340   145.859    FS
                                                    194.801
    13 -0.10701339D+04    3.0429735    0.0028355     67.938   144.985    FS
                                                    190.077
    14 -0.10697571D+04    0.3767916    0.0003521     55.461   158.828    FS
                                                    188.711


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 145


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13153374D+04    0.0000000    0.0000000      0.000   191.060    EM
                                                    211.940
     2 -0.12919214D+04   23.4160707    0.0178023      0.000   190.501    FS
                                                    212.499
     3 -0.11697098D+04  122.2115404    0.0945967      0.000   161.774    EM
                                                    241.226
     4 -0.11242856D+04   45.4242445    0.0388338      0.000   152.478    EM
                                                    250.522
     5 -0.11059669D+04   18.3187106    0.0162936      0.000   149.604    EM
                                                    253.396
     6 -0.10948960D+04   11.0708349    0.0100101      0.000   149.219    EM
                                                    253.781
     7 -0.10872713D+04    7.6246982    0.0069639      0.000   150.141    EM
                                                    252.859
     8 -0.10822840D+04    4.9873284    0.0045870      0.000   151.857    EM
                                                    251.143
     9 -0.10791609D+04    3.1231407    0.0028857      0.000   154.033    EM
                                                    248.967
    10 -0.10772289D+04    1.9319462    0.0017902      0.000   156.434    EM
                                                    246.566
    11 -0.10760096D+04    1.2193615    0.0011319      0.000   158.901    EM
                                                    244.099
    12 -0.10752057D+04    0.8038912    0.0007471      0.000   161.336    EM
                                                    241.664


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 146


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22935088D+04    0.0000000    0.0000000    100.274    22.182    EM
                                                    280.544
     2 -0.20032338D+04  290.2749781    0.1265637     69.380    53.359    FS
                                                    280.261
     3 -0.19049134D+04   98.3204456    0.0490809     88.556    41.617    FS
                                                    272.827
     4 -0.17395374D+04  165.3759660    0.0868155    110.074    23.885    FS
                                                    269.041
     5 -0.16322642D+04  107.2732097    0.0616677    118.956    29.361    FS
                                                    254.683
     6 -0.15131653D+04  119.0989233    0.0729655     88.946    90.915    FS
                                                    223.139
     7 -0.13655202D+04  147.6450518    0.0975736    341.443     0.000    FS
                                                     61.557
     8 -0.12151870D+04  150.3332146    0.1100923    344.722     0.000    EM
                                                     58.278
     9 -0.11294843D+04   85.7027533    0.0705264    345.793     0.000    EM
                                                     57.207
    10 -0.10866398D+04   42.8444621    0.0379328    345.813     0.000    EM
                                                     57.187
    11 -0.10751688D+04   11.4710128    0.0105564    345.413     0.000    EM
                                                     57.587
    12 -0.10741452D+04    1.0235660    0.0009520    344.860     0.000    EM
                                                     58.140
    13 -0.10741063D+04    0.0389006    0.0000362    344.235     0.000    EM
                                                     58.765


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 147


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16473561D+04    0.0000000    0.0000000     10.285   119.284    EM
                                                    273.431
     2 -0.13261168D+04  321.2393794    0.1950030      3.119   121.438    EM
                                                    278.443
     3 -0.11821454D+04  143.9714083    0.1085662      1.488   124.596    EM
                                                    276.916
     4 -0.11263898D+04   55.7555538    0.0471647      0.907   128.294    EM
                                                    273.799
     5 -0.11009628D+04   25.4269752    0.0225739      0.688   132.701    EM
                                                    269.611
     6 -0.10890621D+04   11.9007122    0.0108094      0.632   137.312    EM
                                                    265.056
     7 -0.10830373D+04    6.0247683    0.0055321      0.690   141.718    EM
                                                    260.591
     8 -0.10795914D+04    3.4459501    0.0031817      0.886   145.678    EM
                                                    256.437
     9 -0.10772877D+04    2.3037170    0.0021339      1.247   149.075    EM
                                                    252.678
    10 -0.10755542D+04    1.7334329    0.0016091      1.683   151.981    EM
                                                    249.336
    11 -0.10743229D+04    1.2313491    0.0011449      1.986   154.650    EM
                                                    246.363
    12 -0.10735397D+04    0.7832026    0.0007290      2.101   157.228    EM
                                                    243.671


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 148


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17255892D+04    0.0000000    0.0000000     94.054    32.909    EM
                                                    276.037
     2 -0.12711265D+04  454.4627331    0.2633667     38.543    86.772    EM
                                                    277.684
     3 -0.11313885D+04  139.7379778    0.1099324     14.462   114.723    EM
                                                    273.815
     4 -0.10905116D+04   40.8768451    0.0361298      8.905   125.825    EM
                                                    268.270
     5 -0.10805744D+04    9.9372076    0.0091124      7.850   131.981    EM
                                                    263.170
     6 -0.10769516D+04    3.6228186    0.0033527      7.911   136.149    EM
                                                    258.940
     7 -0.10749707D+04    1.9809108    0.0018394      8.247   139.301    EM
                                                    255.453
     8 -0.10737296D+04    1.2410509    0.0011545      8.600   141.878    EM
                                                    252.522
     9 -0.10729501D+04    0.7794994    0.0007260      8.892   144.090    EM
                                                    250.018


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 149


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18017235D+04    0.0000000    0.0000000     13.437   111.253    EM
                                                    278.311
     2 -0.16233330D+04  178.3904399    0.0990110     15.578   109.107    FS
                                                    278.315
     3 -0.15554876D+04   67.8454448    0.0417939     11.606   114.105    FS
                                                    277.289
     4 -0.14510134D+04  104.4742140    0.0671649      8.869   118.612    FS
                                                    275.519
     5 -0.11933852D+04  257.6281998    0.1775505     10.624   123.918    EM
                                                    268.457
     6 -0.11545946D+04   38.7906163    0.0325047     16.569   118.272    EM
                                                    268.158
     7 -0.11274099D+04   27.1846784    0.0235448     23.731   112.056    EM
                                                    267.213
     8 -0.11063021D+04   21.1078303    0.0187224     31.478   106.301    EM
                                                    265.221
     9 -0.10918337D+04   14.4683263    0.0130781     38.953   101.635    EM
                                                    262.412
    10 -0.10831080D+04    8.7257300    0.0079918     45.478    98.360    EM
                                                    259.162
    11 -0.10782762D+04    4.8317873    0.0044610     50.788    96.360    EM
                                                    255.852
    12 -0.10756882D+04    2.5880195    0.0024001     54.948    95.325    EM
                                                    252.726
    13 -0.10742756D+04    1.4125618    0.0013132     58.166    94.942    EM
                                                    249.892
    14 -0.10734590D+04    0.8166470    0.0007602     60.669    94.965    EM
                                                    247.366


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 150


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24916066D+04    0.0000000    0.0000000     19.781   255.341    EM
                                                    127.878
     2 -0.21749162D+04  316.6903628    0.1271029      3.450   263.345    FS
                                                    136.205
     3 -0.20291973D+04  145.7189237    0.0669998      5.818   261.259    FS
                                                    135.923
     4 -0.15235299D+04  505.6673801    0.2491958      0.000   238.619    FS
                                                    164.381
     5 -0.12394615D+04  284.0684504    0.1864541      0.000   232.355    FS
                                                    170.645
     6 -0.10994764D+04  139.9850972    0.1129403      0.000   217.778    FS
                                                    185.222
     7 -0.10789555D+04   20.5208845    0.0186642      0.000   206.881    FS
                                                    196.119
     8 -0.10727215D+04    6.2339626    0.0057778      0.000   203.646    FS
                                                    199.354
     9 -0.10722217D+04    0.4998177    0.0004659      0.000   208.944    FS
                                                    194.056


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 151


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13632174D+04    0.0000000    0.0000000    141.333    27.516    EM
                                                    234.151
     2 -0.13142371D+04   48.9802985    0.0359299    104.979    20.007    FS
                                                    278.014
     3 -0.12153670D+04   98.8701212    0.0752300    105.349    21.496    FS
                                                    276.155
     4 -0.11405944D+04   74.7725821    0.0615226    102.023    29.933    FS
                                                    271.044
     5 -0.10884501D+04   52.1443442    0.0457168    131.472    12.999    FS
                                                    258.529
     6 -0.10739600D+04   14.4900861    0.0133126    169.034     2.132    FS
                                                    231.834
     7 -0.10722560D+04    1.7039989    0.0015867    170.699     2.584    EM
                                                    229.717
     8 -0.10719064D+04    0.3495772    0.0003260    171.852     2.978    EM
                                                    228.170


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 152


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19438254D+04    0.0000000    0.0000000    120.153     2.862    EM
                                                    279.985
     2 -0.19015571D+04   42.2683477    0.0217449    123.445     0.000    FS
                                                    279.555
     3 -0.16858432D+04  215.7138969    0.1134407    123.774     0.000    FS
                                                    279.226
     4 -0.13813979D+04  304.4452280    0.1805893    124.302     0.000    EM
                                                    278.698
     5 -0.12600379D+04  121.3600738    0.0878531    124.981     0.000    EM
                                                    278.019
     6 -0.11774184D+04   82.6194044    0.0655690    126.627     0.000    EM
                                                    276.373
     7 -0.11292712D+04   48.1472107    0.0408922    129.500     0.000    EM
                                                    273.500
     8 -0.11039210D+04   25.3502622    0.0224483    133.330     0.000    EM
                                                    269.670
     9 -0.10910279D+04   12.8930276    0.0116793    137.611     0.000    EM
                                                    265.389
    10 -0.10843134D+04    6.7145414    0.0061543    141.931     0.000    EM
                                                    261.069
    11 -0.10805917D+04    3.7217551    0.0034324    146.060     0.000    EM
                                                    256.940
    12 -0.10783639D+04    2.2277995    0.0020616    149.902     0.000    EM
                                                    253.098
    13 -0.10769291D+04    1.4347959    0.0013305    153.433     0.000    EM
                                                    249.567
    14 -0.10759467D+04    0.9823676    0.0009122    156.667     0.000    EM
                                                    246.333


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 153


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15931608D+04    0.0000000    0.0000000      1.011   205.906    EM
                                                    196.083
     2 -0.14921530D+04  101.0078347    0.0634009      0.000   154.712    FS
                                                    248.288
     3 -0.10886436D+04  403.5094023    0.2704209      0.000   152.729    EM
                                                    250.271
     4 -0.10828297D+04    5.8139186    0.0053405      0.000   153.536    EM
                                                    249.464
     5 -0.10794391D+04    3.3905821    0.0031312      0.000   155.252    EM
                                                    247.748
     6 -0.10773448D+04    2.0942519    0.0019401      0.000   157.359    EM
                                                    245.641
     7 -0.10760391D+04    1.3057282    0.0012120      0.000   159.624    EM
                                                    243.376
     8 -0.10751953D+04    0.8437722    0.0007841      0.000   161.917    EM
                                                    241.083


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 154


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23645781D+04    0.0000000    0.0000000    251.686    22.111    EM
                                                    129.203
     2 -0.20192632D+04  345.3148283    0.1460366    276.615    23.530    FS
                                                    102.854
     3 -0.16935033D+04  325.7599071    0.1613261    301.862    42.111    FS
                                                     59.027
     4 -0.14567008D+04  236.8025457    0.1398300    345.024    54.663    FS
                                                      3.313
     5 -0.10876192D+04  369.0815888    0.2533682    353.528    45.646    EM
                                                      3.826
     6 -0.10788651D+04    8.7541324    0.0080489    359.047    39.769    EM
                                                      4.184
     7 -0.10758562D+04    3.0088809    0.0027889    362.259    36.310    EM
                                                      4.431
     8 -0.10745569D+04    1.2992728    0.0012077    364.094    34.297    EM
                                                      4.609
     9 -0.10738844D+04    0.6725590    0.0006259    365.087    33.169    EM
                                                      4.745


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 155


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13999780D+04    0.0000000    0.0000000     63.439   133.782    EM
                                                    205.779
     2 -0.10941891D+04  305.7888556    0.2184240     86.867   134.358    EM
                                                    181.775
     3 -0.10794689D+04   14.7201865    0.0134531     90.362   136.446    EM
                                                    176.192
     4 -0.10770509D+04    2.4180515    0.0022400     90.860   138.881    EM
                                                    173.260
     5 -0.10758555D+04    1.1953745    0.0011099     90.898   141.213    EM
                                                    170.889
     6 -0.10750161D+04    0.8394268    0.0007802     90.769   143.436    EM
                                                    168.795


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 156


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13813232D+04    0.0000000    0.0000000    346.406    16.218    EM
                                                     40.376
     2 -0.12392179D+04  142.1053377    0.1028762    306.626    23.311    EM
                                                     73.063
     3 -0.11905654D+04   48.6524880    0.0392606    260.103    30.377    EM
                                                    112.520
     4 -0.11488969D+04   41.6685285    0.0349989    220.378    35.948    EM
                                                    146.674
     5 -0.11246007D+04   24.2961959    0.0211474    191.850    40.078    EM
                                                    171.072
     6 -0.11086418D+04   15.9588452    0.0141907    173.599    42.581    EM
                                                    186.820
     7 -0.10970273D+04   11.6145325    0.0104764    162.692    43.644    EM
                                                    196.664
     8 -0.10887724D+04    8.2548835    0.0075248    156.377    43.686    EM
                                                    202.937
     9 -0.10827156D+04    6.0568443    0.0055630    152.968    43.026    EM
                                                    207.006
    10 -0.10782462D+04    4.4693206    0.0041279    151.392    41.934    EM
                                                    209.673
    11 -0.10750033D+04    3.2429041    0.0030076    151.016    40.614    EM
                                                    211.370
    12 -0.10726926D+04    2.3107093    0.0021495    151.436    39.207    EM
                                                    212.356
    13 -0.10710701D+04    1.6225624    0.0015126    152.376    37.812    EM
                                                    212.812
    14 -0.10699431D+04    1.1269316    0.0010522    153.634    36.495    EM
                                                    212.871
    15 -0.10691675D+04    0.7756898    0.0007250    155.068    35.298    EM
                                                    212.634


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 157


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29968056D+04    0.0000000    0.0000000      4.767   116.887    EM
                                                    281.346
     2 -0.26100201D+04  386.7855487    0.1290659      4.840   116.839    FS
                                                    281.321
     3 -0.22505035D+04  359.5165422    0.1377447      5.449   116.240    FS
                                                    281.311
     4 -0.19545536D+04  295.9499324    0.1315039      6.920   114.872    FS
                                                    281.208
     5 -0.17862910D+04  168.2625721    0.0860875     46.745    76.375    FS
                                                    279.879
     6 -0.16588904D+04  127.4006140    0.0713213     18.006   107.384    FS
                                                    277.610
     7 -0.15539831D+04  104.9072802    0.0632394     12.520   116.838    FS
                                                    273.642
     8 -0.15020851D+04   51.8980568    0.0333968      9.360   129.071    FS
                                                    264.569
     9 -0.14266179D+04   75.4671788    0.0502416      9.264   149.969    FS
                                                    243.767
    10 -0.13719756D+04   54.6422676    0.0383020     11.152   168.554    FS
                                                    223.294
    11 -0.13289801D+04   42.9954683    0.0313384     11.564   161.639    FS
                                                    229.797
    12 -0.12871922D+04   41.7878923    0.0314436      7.174   170.008    FS
                                                    225.818
    13 -0.12540145D+04   33.1777298    0.0257753      7.556   162.983    FS
                                                    232.461
    14 -0.12234073D+04   30.6072484    0.0244074      9.383   152.216    FS
                                                    241.401
    15 -0.11942163D+04   29.1909590    0.0238604     11.916   151.880    FS
                                                    239.204
    16 -0.11659545D+04   28.2617891    0.0236656     11.555   152.296    FS
                                                    239.148
    17 -0.11409212D+04   25.0333529    0.0214703     13.075   154.396    FS
                                                    235.530
    18 -0.11178161D+04   23.1050901    0.0202513     15.854   146.815    FS
                                                    240.331
    19 -0.10998065D+04   18.0095938    0.0161114      9.465   164.370    FS
                                                    229.165
    20 -0.10875823D+04   12.2241614    0.0111148      8.423   169.331    FS
                                                    225.246


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 158


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17468698D+04    0.0000000    0.0000000      5.181   168.602    EM
                                                    229.216
     2 -0.16015254D+04  145.3443569    0.0832027      9.360   165.149    FS
                                                    228.490
     3 -0.13928652D+04  208.6602330    0.1302884      6.530   152.865    EM
                                                    243.605
     4 -0.12522233D+04  140.6418476    0.1009731      5.808   148.726    EM
                                                    248.465
     5 -0.11518017D+04  100.4216663    0.0801947      5.603   147.562    EM
                                                    249.836
     6 -0.10975296D+04   54.2720283    0.0471192      5.727   147.685    EM
                                                    249.589
     7 -0.10796013D+04   17.9283452    0.0163352      6.133   148.639    EM
                                                    248.228
     8 -0.10757962D+04    3.8050979    0.0035245      6.695   150.152    EM
                                                    246.153
     9 -0.10741867D+04    1.6095374    0.0014961      7.246   151.951    EM
                                                    243.802
    10 -0.10729229D+04    1.2637973    0.0011765      7.688   153.893    EM
                                                    241.419
    11 -0.10717326D+04    1.1902639    0.0011094      8.006   155.890    EM
                                                    239.104
    12 -0.10705483D+04    1.1843216    0.0011051      8.243   157.863    EM
                                                    236.893
    13 -0.10695376D+04    1.0107167    0.0009441      8.409   159.796    EM
                                                    234.795
    14 -0.10688373D+04    0.7002651    0.0006547      8.518   161.683    EM
                                                    232.798


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 159


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12276962D+04    0.0000000    0.0000000     86.324    58.465    EM
                                                    258.212
     2 -0.11169967D+04  110.6994693    0.0901685     98.203    44.498    EM
                                                    260.299
     3 -0.10931337D+04   23.8629558    0.0213635    108.398    33.847    EM
                                                    260.755
     4 -0.10838143D+04    9.3194837    0.0085255    114.706    28.575    EM
                                                    259.718
     5 -0.10797713D+04    4.0430036    0.0037303    118.471    26.189    EM
                                                    258.340
     6 -0.10776284D+04    2.1428658    0.0019846    120.750    25.230    EM
                                                    257.019
     7 -0.10762121D+04    1.4163082    0.0013143    122.193    24.972    EM
                                                    255.834
     8 -0.10751323D+04    1.0797753    0.0010033    123.216    25.065    EM
                                                    254.719
     9 -0.10742921D+04    0.8401789    0.0007815    124.068    25.330    EM
                                                    253.602


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 160


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17215562D+04    0.0000000    0.0000000     51.919   222.483    EM
                                                    128.598
     2 -0.16231361D+04   98.4201239    0.0571693     30.386    97.087    FS
                                                    275.527
     3 -0.15893445D+04   33.7915608    0.0208187     56.266    76.796    FS
                                                    269.938
     4 -0.14733207D+04  116.0238351    0.0730011     42.523   104.112    FS
                                                    256.364
     5 -0.13847753D+04   88.5453727    0.0600992     33.634   155.471    FS
                                                    213.895
     6 -0.13122328D+04   72.5424681    0.0523857     26.016   206.053    FS
                                                    170.931
     7 -0.12563444D+04   55.8884134    0.0425903     21.260   240.676    FS
                                                    141.064
     8 -0.12176819D+04   38.6625241    0.0307738     19.485   241.944    FS
                                                    141.571
     9 -0.10842419D+04  133.4399788    0.1095853     26.564   240.811    EM
                                                    135.625
    10 -0.10791591D+04    5.0828598    0.0046879     31.506   237.564    EM
                                                    133.931
    11 -0.10765412D+04    2.6178772    0.0024258     35.501   233.536    EM
                                                    133.963
    12 -0.10758457D+04    0.6954372    0.0006460     38.642   229.853    EM
                                                    134.506


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 161


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12745529D+04    0.0000000    0.0000000      4.978   267.279    EM
                                                    130.743
     2 -0.10894123D+04  185.1406260    0.1452593      4.952   260.153    EM
                                                    137.895
     3 -0.10843759D+04    5.0363902    0.0046230      4.904   253.636    EM
                                                    144.460
     4 -0.10806324D+04    3.7435358    0.0034522      4.872   247.983    EM
                                                    150.144
     5 -0.10778481D+04    2.7842593    0.0025765      4.858   243.240    EM
                                                    154.902
     6 -0.10758429D+04    2.0051891    0.0018604      4.857   239.345    EM
                                                    158.798
     7 -0.10744409D+04    1.4019698    0.0013031      4.870   236.183    EM
                                                    161.946
     8 -0.10734854D+04    0.9555195    0.0008893      4.897   233.624    EM
                                                    164.479


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 162


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18793546D+04    0.0000000    0.0000000      2.061   119.697    EM
                                                    281.241
     2 -0.18290162D+04   50.3383744    0.0267849      0.000   122.433    FS
                                                    280.567
     3 -0.17276923D+04  101.3239058    0.0553980      0.000   124.854    FS
                                                    278.146
     4 -0.16368022D+04   90.8900564    0.0526078      0.000   131.294    FS
                                                    271.706
     5 -0.15571307D+04   79.6715635    0.0486751      0.000   153.164    FS
                                                    249.836
     6 -0.14963871D+04   60.7435513    0.0390099      0.000   222.981    FS
                                                    180.019
     7 -0.14567553D+04   39.6318202    0.0264850      0.000   333.554    FS
                                                     69.446
     8 -0.14375900D+04   19.1652930    0.0131562      0.000   399.872    FS
                                                      3.128
     9 -0.13998370D+04   37.7529858    0.0262613      0.000   403.000    FS
                                                      0.000
    10 -0.13524075D+04   47.4295158    0.0338822      0.000   403.000    FS
                                                      0.000
    11 -0.13174189D+04   34.9886317    0.0258714      0.000   403.000    FS
                                                      0.000
    12 -0.12852966D+04   32.1222433    0.0243827      0.000   403.000    FS
                                                      0.000
    13 -0.12549505D+04   30.3461337    0.0236102      0.000   403.000    FS
                                                      0.000
    14 -0.12259838D+04   28.9667328    0.0230820      0.000   403.000    FS
                                                      0.000
    15 -0.11982754D+04   27.7083679    0.0226009      0.000   403.000    FS
                                                      0.000
    16 -0.11719666D+04   26.3087458    0.0219555      0.000   403.000    FS
                                                      0.000
    17 -0.11474411D+04   24.5255602    0.0209268      0.000   403.000    FS
                                                      0.000
    18 -0.11253103D+04   22.1307928    0.0192871      0.000   403.000    FS
                                                      0.000
    19 -0.11063945D+04   18.9157555    0.0168094      0.000   403.000    FS
                                                      0.000
    20 -0.10916396D+04   14.7549299    0.0133360      0.000   403.000    FS
                                                      0.000


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 163


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20115187D+04    0.0000000    0.0000000     81.788    31.163    EM
                                                    290.049
     2 -0.19696688D+04   41.8498888    0.0208051    116.094     0.000    FS
                                                    286.906
     3 -0.13584592D+04  611.2095770    0.3103108    124.190     0.000    EM
                                                    278.810
     4 -0.13240149D+04   34.4443715    0.0253555    126.137     0.000    FS
                                                    276.863
     5 -0.12135164D+04  110.4984277    0.0834571    129.804     0.000    FS
                                                    273.196
     6 -0.11303574D+04   83.1590529    0.0685273    139.353     0.000    FS
                                                    263.647
     7 -0.10853547D+04   45.0026861    0.0398128    160.719     0.000    FS
                                                    242.281
     8 -0.10733962D+04   11.9585091    0.0110181    190.298     0.000    FS
                                                    212.702
     9 -0.10722587D+04    1.1375333    0.0010598    206.481     0.000    FS
                                                    196.519
    10 -0.10722030D+04    0.0556403    0.0000519    210.051     0.000    FS
                                                    192.949


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 164


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12507817D+04    0.0000000    0.0000000     92.179    86.578    EM
                                                    224.243
     2 -0.12325137D+04   18.2680131    0.0146053     70.559   168.116    FS
                                                    164.326
     3 -0.11614455D+04   71.0682080    0.0576612     52.721   179.293    FS
                                                    170.985
     4 -0.11143748D+04   47.0706443    0.0405276     19.319   182.819    FS
                                                    200.861
     5 -0.10916961D+04   22.6787344    0.0203511     13.787   170.743    FS
                                                    218.470
     6 -0.10787954D+04   12.9006849    0.0118171     11.967   163.989    FS
                                                    227.044
     7 -0.10742012D+04    4.5942061    0.0042586     15.353   163.957    FS
                                                    223.690
     8 -0.10717806D+04    2.4206103    0.0022534     16.101   165.732    EM
                                                    221.167
     9 -0.10710005D+04    0.7800970    0.0007279     16.692   166.918    EM
                                                    219.390


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 165


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14439031D+04    0.0000000    0.0000000      1.696   171.208    EM
                                                    230.096
     2 -0.13724765D+04   71.4266059    0.0494677      0.107   171.157    FS
                                                    231.736
     3 -0.12374364D+04  135.0400936    0.0983916      0.154   161.288    EM
                                                    241.558
     4 -0.11518827D+04   85.5537033    0.0691379      0.230   154.800    EM
                                                    247.971
     5 -0.11118254D+04   40.0573049    0.0347755      0.339   151.394    EM
                                                    251.267
     6 -0.10963824D+04   15.4429463    0.0138897      0.480   150.243    EM
                                                    252.276
     7 -0.10881316D+04    8.2508365    0.0075255      0.644   150.547    EM
                                                    251.810
     8 -0.10827754D+04    5.3561708    0.0049224      0.819   151.768    EM
                                                    250.412
     9 -0.10793962D+04    3.3792627    0.0031209      0.998   153.545    EM
                                                    248.457
    10 -0.10773074D+04    2.0887498    0.0019351      1.176   155.616    EM
                                                    246.208
    11 -0.10760010D+04    1.3064718    0.0012127      1.351   157.804    EM
                                                    243.845
    12 -0.10751514D+04    0.8495148    0.0007895      1.522   159.994    EM
                                                    241.483


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 166


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13699984D+04    0.0000000    0.0000000     10.174   137.526    EM
                                                    255.299
     2 -0.12607467D+04  109.2516454    0.0797458      2.288   145.256    FS
                                                    255.456
     3 -0.12094639D+04   51.2828685    0.0406766      0.000   156.566    FS
                                                    246.434
     4 -0.10916891D+04  117.7748119    0.0973777      0.000   176.528    EM
                                                    226.472
     5 -0.10801240D+04   11.5650463    0.0105937      0.000   181.319    EM
                                                    221.681
     6 -0.10769792D+04    3.1447885    0.0029115      0.000   182.036    EM
                                                    220.964
     7 -0.10752189D+04    1.7602849    0.0016345      0.000   181.977    EM
                                                    221.023
     8 -0.10741566D+04    1.0623698    0.0009880      0.000   182.020    EM
                                                    220.980
     9 -0.10735240D+04    0.6325871    0.0005889      0.000   182.320    EM
                                                    220.680


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 167


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15015053D+04    0.0000000    0.0000000    138.925     9.115    EM
                                                    254.959
     2 -0.13361311D+04  165.3742078    0.1101389    127.240     1.988    FS
                                                    273.771
     3 -0.12172117D+04  118.9193655    0.0890028    128.838     1.623    EM
                                                    272.539
     4 -0.11697030D+04   47.5086695    0.0390307    129.470     1.446    EM
                                                    272.084
     5 -0.11372194D+04   32.4836597    0.0277709    131.285     1.103    EM
                                                    270.612
     6 -0.11133801D+04   23.8392459    0.0209628    133.767     0.874    EM
                                                    268.359
     7 -0.10977379D+04   15.6422539    0.0140493    136.898     0.772    EM
                                                    265.330
     8 -0.10883664D+04    9.3714669    0.0085371    140.442     0.729    EM
                                                    261.829
     9 -0.10828592D+04    5.5072280    0.0050601    144.053     0.778    EM
                                                    258.169
    10 -0.10795309D+04    3.3282362    0.0030736    147.492     0.942    EM
                                                    254.566
    11 -0.10773604D+04    2.1705706    0.0020107    150.607     1.249    EM
                                                    251.143
    12 -0.10759702D+04    1.3902027    0.0012904    153.447     1.604    EM
                                                    247.950
    13 -0.10748810D+04    1.0891718    0.0010123    155.952     2.021    EM
                                                    245.027
    14 -0.10740046D+04    0.8763514    0.0008153    158.165     2.460    EM
                                                    242.375


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 168


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17796014D+04    0.0000000    0.0000000      0.315   123.127    EM
                                                    279.558
     2 -0.16664085D+04  113.1928927    0.0636058      0.314   123.135    FS
                                                    279.551
     3 -0.16646675D+04    1.7410402    0.0010448      0.000   123.456    FS
                                                    279.544
     4 -0.11818934D+04  482.7740715    0.2900123      0.000   126.732    EM
                                                    276.268
     5 -0.11341275D+04   47.7659207    0.0404147      0.000   129.421    EM
                                                    273.579
     6 -0.11073079D+04   26.8196422    0.0236478      0.000   132.983    EM
                                                    270.017
     7 -0.10930031D+04   14.3047267    0.0129185      0.000   137.071    EM
                                                    265.929
     8 -0.10854189D+04    7.5842160    0.0069389      0.000   141.293    EM
                                                    261.707
     9 -0.10812286D+04    4.1902969    0.0038605      0.000   145.391    EM
                                                    257.609
    10 -0.10787536D+04    2.4749972    0.0022891      0.000   149.242    EM
                                                    253.758
    11 -0.10771838D+04    1.5698202    0.0014552      0.000   152.802    EM
                                                    250.198
    12 -0.10761232D+04    1.0606034    0.0009846      0.000   156.072    EM
                                                    246.928
    13 -0.10753691D+04    0.7541367    0.0007008      0.000   159.071    EM
                                                    243.929


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 169


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12044249D+04    0.0000000    0.0000000     78.369    55.949    EM
                                                    268.681
     2 -0.10958275D+04  108.5973770    0.0901653     92.131    53.187    EM
                                                    257.682
     3 -0.10782352D+04   17.5923103    0.0160539    118.333    39.830    FS
                                                    244.838
     4 -0.10713363D+04    6.8989181    0.0063983    111.988    88.406    FS
                                                    202.605
     5 -0.10703656D+04    0.9706659    0.0009060    112.892    88.748    EM
                                                    201.360


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 170


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13270812D+04    0.0000000    0.0000000    177.032    16.048    EM
                                                    209.920
     2 -0.11344214D+04  192.6597755    0.1451756    159.120    23.118    EM
                                                    220.762
     3 -0.11143532D+04   20.0682567    0.0176903    142.732    30.954    EM
                                                    229.314
     4 -0.10998030D+04   14.5501654    0.0130571    129.040    38.831    EM
                                                    235.129
     5 -0.10895627D+04   10.2403105    0.0093110    118.177    46.175    EM
                                                    238.648
     6 -0.10827462D+04    6.8164946    0.0062562    109.952    52.589    EM
                                                    240.458
     7 -0.10784241D+04    4.3221177    0.0039918    103.955    57.911    EM
                                                    241.135
     8 -0.10757913D+04    2.6328227    0.0024414     99.714    62.152    EM
                                                    241.134
     9 -0.10742362D+04    1.5550567    0.0014455     96.802    65.427    EM
                                                    240.771
    10 -0.10733370D+04    0.8991726    0.0008370     94.866    67.894    EM
                                                    240.240


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 171


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29702960D+04    0.0000000    0.0000000     93.121    75.236    EM
                                                    234.644
     2 -0.25789141D+04  391.3819468    0.1317653     77.290    83.746    FS
                                                    241.964
     3 -0.21991144D+04  379.7996995    0.1472712     63.758    91.456    FS
                                                    247.786
     4 -0.18440255D+04  355.0888803    0.1614690     53.108    97.832    FS
                                                    252.060
     5 -0.15097903D+04  334.2351553    0.1812530     52.179    98.710    FS
                                                    252.111
     6 -0.13815793D+04  128.2110365    0.0849198     60.853   101.643    FS
                                                    240.504
     7 -0.13400009D+04   41.5784159    0.0300948     99.556   123.600    FS
                                                    179.844
     8 -0.13001036D+04   39.8972324    0.0297740    147.355   146.313    FS
                                                    109.332
     9 -0.12665237D+04   33.5799356    0.0258287    183.774   152.291    FS
                                                     66.935
    10 -0.12364497D+04   30.0739948    0.0237453    143.306   138.512    FS
                                                    121.183
    11 -0.12066934D+04   29.7562715    0.0240659    117.728   133.847    FS
                                                    151.425
    12 -0.11784041D+04   28.2893213    0.0234437    103.461   126.628    FS
                                                    172.911
    13 -0.11520270D+04   26.3770948    0.0223837     94.203   118.835    FS
                                                    189.962
    14 -0.11284286D+04   23.5983829    0.0204842     93.304   109.945    FS
                                                    199.751
    15 -0.11086182D+04   19.8104032    0.0175557     96.307   100.388    FS
                                                    206.306
    16 -0.10933942D+04   15.2240676    0.0137325    101.257    91.985    FS
                                                    209.758
    17 -0.10828023D+04   10.5918492    0.0096871    106.515    86.205    FS
                                                    210.280
    18 -0.10760848D+04    6.7175158    0.0062038    112.903    82.424    FS
                                                    207.673
    19 -0.10722342D+04    3.8506190    0.0035784    121.994    78.697    FS
                                                    202.309
    20 -0.10704234D+04    1.8107311    0.0016887    133.704    74.055    FS
                                                    195.241


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 172


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13646405D+04    0.0000000    0.0000000     44.462    95.597    EM
                                                    262.941
     2 -0.12507671D+04  113.8733733    0.0834457      7.069   137.698    FS
                                                    258.233
     3 -0.12488224D+04    1.9447137    0.0015548      0.000   172.626    FS
                                                    230.374
     4 -0.11025263D+04  146.2961136    0.1171472      0.000   178.185    EM
                                                    224.815
     5 -0.10906689D+04   11.8574644    0.0107548      0.000   177.465    EM
                                                    225.535
     6 -0.10843761D+04    6.2927549    0.0057696      0.000   175.693    EM
                                                    227.307
     7 -0.10800915D+04    4.2846119    0.0039512      0.000   174.397    EM
                                                    228.603
     8 -0.10772912D+04    2.8002835    0.0025926      0.000   173.847    EM
                                                    229.153
     9 -0.10755433D+04    1.7478910    0.0016225      0.000   173.936    EM
                                                    229.064
    10 -0.10744856D+04    1.0577300    0.0009834      0.000   174.483    EM
                                                    228.517
    11 -0.10738515D+04    0.6341130    0.0005902      0.000   175.331    EM
                                                    227.669


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 173


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20244734D+04    0.0000000    0.0000000    129.347    23.561    EM
                                                    250.092
     2 -0.12543463D+04  770.1271315    0.3804086     93.480    35.201    EM
                                                    274.318
     3 -0.11880732D+04   66.2731155    0.0528348     78.497    50.634    EM
                                                    273.869
     4 -0.11410598D+04   47.0134321    0.0395712     67.292    63.970    EM
                                                    271.738
     5 -0.11104392D+04   30.6205459    0.0268352     59.612    74.625    EM
                                                    268.763
     6 -0.10926708D+04   17.7683770    0.0160012     54.700    83.140    EM
                                                    265.160
     7 -0.10831057D+04    9.5651102    0.0087539     51.735    89.967    EM
                                                    261.298
     8 -0.10781090D+04    4.9967071    0.0046133     50.071    95.408    EM
                                                    257.521
     9 -0.10754776D+04    2.6314521    0.0024408     49.243    99.721    EM
                                                    254.037
    10 -0.10740375D+04    1.4400512    0.0013390     48.932   103.150    EM
                                                    250.917
    11 -0.10731996D+04    0.8379555    0.0007802     48.933   105.911    EM
                                                    248.156


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 174


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12559039D+04    0.0000000    0.0000000     17.813   116.760    EM
                                                    268.427
     2 -0.12481990D+04    7.7049314    0.0061350      0.015   136.273    FS
                                                    266.713
     3 -0.10959180D+04  152.2810083    0.1220006      0.016   146.342    EM
                                                    256.642
     4 -0.10807285D+04   15.1894986    0.0138601      0.018   149.920    EM
                                                    253.062
     5 -0.10778755D+04    2.8530178    0.0026399      0.022   152.945    EM
                                                    250.033
     6 -0.10765205D+04    1.3549926    0.0012571      0.027   155.889    EM
                                                    247.085
     7 -0.10756116D+04    0.9088848    0.0008443      0.037   158.695    EM
                                                    244.268


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 175


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12830964D+04    0.0000000    0.0000000     47.807   333.626    EM
                                                     21.567
     2 -0.10897511D+04  193.3452861    0.1506865     54.901   323.099    EM
                                                     25.000
     3 -0.10844636D+04    5.2875599    0.0048521     60.720   314.468    EM
                                                     27.812
     4 -0.10810532D+04    3.4103363    0.0031447     65.431   307.484    EM
                                                     30.085
     5 -0.10786985D+04    2.3547146    0.0021782     69.237   301.841    EM
                                                     31.922
     6 -0.10770308D+04    1.6677443    0.0015461     72.330   297.253    EM
                                                     33.418
     7 -0.10758381D+04    1.1926987    0.0011074     74.866   293.485    EM
                                                     34.650
     8 -0.10749853D+04    0.8527534    0.0007926     76.970   290.353    EM
                                                     35.677


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 176


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18197536D+04    0.0000000    0.0000000      0.000   147.379    EM
                                                    255.621
     2 -0.16160587D+04  203.6949132    0.1119354      0.000   146.631    FS
                                                    256.369
     3 -0.15926788D+04   23.3798767    0.0144672      0.000   146.635    FS
                                                    256.365
     4 -0.13601962D+04  232.4826443    0.1459696      0.000   156.079    EM
                                                    246.921
     5 -0.12249218D+04  135.2743913    0.0994521      0.000   154.136    EM
                                                    248.864
     6 -0.11384422D+04   86.4795329    0.0706000      0.000   151.751    EM
                                                    251.249
     7 -0.10980590D+04   40.3832383    0.0354724      0.000   150.936    EM
                                                    252.064
     8 -0.10854789D+04   12.5801110    0.0114567      0.000   151.642    EM
                                                    251.358
     9 -0.10809163D+04    4.5626125    0.0042033      0.000   153.303    EM
                                                    249.697
    10 -0.10782901D+04    2.6261701    0.0024296      0.000   155.447    EM
                                                    247.553
    11 -0.10766646D+04    1.6254701    0.0015075      0.000   157.796    EM
                                                    245.204
    12 -0.10756284D+04    1.0362283    0.0009624      0.000   160.193    EM
                                                    242.807
    13 -0.10749355D+04    0.6929487    0.0006442      0.000   162.551    EM
                                                    240.449


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 177


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16161325D+04    0.0000000    0.0000000    126.426     2.695    EM
                                                    273.879
     2 -0.15407187D+04   75.4137793    0.0466631    129.536     0.303    FS
                                                    273.161
     3 -0.11747670D+04  365.9516702    0.2375201    129.253     0.304    EM
                                                    273.443
     4 -0.11392918D+04   35.4751949    0.0301976    130.552     0.465    EM
                                                    271.983
     5 -0.11139238D+04   25.3680516    0.0222665    132.974     0.660    EM
                                                    269.366
     6 -0.10977680D+04   16.1558030    0.0145035    136.086     0.863    EM
                                                    266.050
     7 -0.10882637D+04    9.5043002    0.0086578    139.581     1.073    EM
                                                    262.346
     8 -0.10827978D+04    5.4658435    0.0050225    143.164     1.298    EM
                                                    258.538
     9 -0.10795638D+04    3.2340717    0.0029868    146.627     1.553    EM
                                                    254.820
    10 -0.10775191D+04    2.0446227    0.0018939    149.843     1.859    EM
                                                    251.298
    11 -0.10760802D+04    1.4389064    0.0013354    152.726     2.256    EM
                                                    248.018
    12 -0.10748037D+04    1.2764895    0.0011862    155.134     2.871    EM
                                                    244.995
    13 -0.10730771D+04    1.7266874    0.0016065    156.815     3.943    EM
                                                    242.241
    14 -0.10709168D+04    2.1602630    0.0020131    158.063     5.191    EM
                                                    239.746
    15 -0.10695757D+04    1.3410904    0.0012523    159.476     6.093    EM
                                                    237.431
    16 -0.10689710D+04    0.6047173    0.0005654    161.099     6.674    EM
                                                    235.227


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 178


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13803061D+04    0.0000000    0.0000000     99.815    39.707    EM
                                                    263.478
     2 -0.12998337D+04   80.4724001    0.0583004     40.208    90.527    FS
                                                    272.265
     3 -0.11034996D+04  196.3340832    0.1510455     53.667    88.457    EM
                                                    260.876
     4 -0.10863277D+04   17.1718359    0.0155613     63.494    82.461    EM
                                                    257.046
     5 -0.10795746D+04    6.7531252    0.0062165     71.357    77.798    EM
                                                    253.845
     6 -0.10760993D+04    3.4753664    0.0032192     77.530    74.624    EM
                                                    250.846
     7 -0.10742851D+04    1.8141662    0.0016859     82.260    72.563    EM
                                                    248.177
     8 -0.10733240D+04    0.9610740    0.0008946     85.826    71.273    EM
                                                    245.902


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 179


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14280443D+04    0.0000000    0.0000000      0.066   159.958    EM
                                                    242.977
     2 -0.13870143D+04   41.0299634    0.0287316      0.000   155.693    FS
                                                    247.307
     3 -0.12765017D+04  110.5126216    0.0796766      0.000   153.881    FS
                                                    249.119
     4 -0.10837997D+04  192.7020317    0.1509610      0.000   164.946    EM
                                                    238.054
     5 -0.10785353D+04    5.2643500    0.0048573      0.000   167.644    EM
                                                    235.356
     6 -0.10763829D+04    2.1524373    0.0019957      0.000   168.760    EM
                                                    234.240
     7 -0.10750973D+04    1.2855688    0.0011943      0.000   169.793    EM
                                                    233.207
     8 -0.10743187D+04    0.7786562    0.0007243      0.000   170.985    EM
                                                    232.015


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 180


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16631143D+04    0.0000000    0.0000000     25.523   139.116    EM
                                                    238.361
     2 -0.14741226D+04  188.9917021    0.1136372      2.322   130.846    FS
                                                    269.832
     3 -0.11598934D+04  314.2291734    0.2131635      1.799   142.535    EM
                                                    258.666
     4 -0.11356839D+04   24.2095042    0.0208722      1.306   142.980    EM
                                                    258.714
     5 -0.11173249D+04   18.3589830    0.0161656      0.966   142.549    EM
                                                    259.485
     6 -0.11029395D+04   14.3853903    0.0128748      0.750   143.041    EM
                                                    259.208
     7 -0.10925111D+04   10.4283959    0.0094551      0.636   144.488    EM
                                                    257.876
     8 -0.10855167D+04    6.9943772    0.0064021      0.619   146.595    EM
                                                    255.785
     9 -0.10810473D+04    4.4693998    0.0041173      0.715   149.037    EM
                                                    253.248
    10 -0.10781867D+04    2.8606377    0.0026462      0.944   151.532    EM
                                                    250.524
    11 -0.10762746D+04    1.9120684    0.0017734      1.283   153.914    EM
                                                    247.802
    12 -0.10749468D+04    1.3278576    0.0012338      1.647   156.155    EM
                                                    245.198
    13 -0.10739840D+04    0.9628072    0.0008957      1.958   158.279    EM
                                                    242.763


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 181


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15758836D+04    0.0000000    0.0000000      0.016   126.399    EM
                                                    276.585
     2 -0.14723917D+04  103.4918814    0.0656723      0.043   126.373    FS
                                                    276.584
     3 -0.14703273D+04    2.0644045    0.0014021      0.000   126.398    FS
                                                    27