Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:53 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a GMM for a censored
  	outcome using a censored model with
  	automatic starting values and random
  	starts
  DATA:	FILE IS ex8.3.dat;
  VARIABLE:	NAMES ARE y1-y4 x c;
  	USEV = y1-y4 x;
  	CLASSES = c (2);
  	CENSORED = y1-y4 (b);
  ANALYSIS:	TYPE = MIXTURE;
  	ALGORITHM = INTEGRATION;
  MODEL:	
  	%OVERALL%
  	i s | y1@0 y2@1 y3@2 y4@3;
  	i s ON x;
  	c ON x;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a GMM for a censored
outcome using a censored model with
automatic starting values and random
starts

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of dependent variables                                    4
Number of independent variables                                  1
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

  Censored
   Y1          Y2          Y3          Y4

Observed independent variables
   X

Continuous latent variables
   I           S

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                            2
  Adaptive quadrature                                           ON
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Cholesky                                                        ON

Input data file(s)
  ex8.3.dat
Input data format  FREE


SUMMARY OF CENSORED LIMITS

      Y1                 0.000
      Y2                 0.000
      Y3                 0.000
      Y4                 0.000


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:

           -3211.438  127215           9
           -3217.932  285380           1
           -3220.094  399671           13
           -3221.982  unperturbed      0



     WARNING:  THE BEST LOGLIKELIHOOD VALUE WAS NOT REPLICATED.  THE
     SOLUTION MAY NOT BE TRUSTWORTHY DUE TO LOCAL MAXIMA.  INCREASE THE
     NUMBER OF RANDOM STARTS.


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       15

Loglikelihood

          H0 Value                       -3211.438
          H0 Scaling Correction Factor      0.9845
            for MLR

Information Criteria

          Akaike (AIC)                    6452.876
          Bayesian (BIC)                  6516.095
          Sample-Size Adjusted BIC        6468.484
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        243.33479          0.48667
       2        256.66521          0.51333


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

    Latent
   Classes

       1        243.33166          0.48666
       2        256.66834          0.51334


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              247          0.49400
       2              253          0.50600


CLASSIFICATION QUALITY

     Entropy                         0.600


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

           1        2

    1   0.874    0.126
    2   0.108    0.892


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

           1        2

    1   0.888    0.112
    2   0.121    0.879


Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

              1        2

    1      2.066    0.000
    2     -1.984    0.000


MODEL RESULTS

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

Latent Class 1

 I        |
    Y1                 1.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 1.000      0.000    999.000    999.000
    Y4                 1.000      0.000    999.000    999.000

 S        |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 I          ON
    X                  0.287      0.081      3.537      0.000

 S          ON
    X                  0.305      0.046      6.671      0.000

 S        WITH
    I                 -0.054      0.058     -0.933      0.351

 Intercepts
    I                  3.052      0.127     23.984      0.000
    S                  1.001      0.076     13.208      0.000
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000

 Residual Variances
    I                  0.892      0.147      6.062      0.000
    S                  0.495      0.050      9.821      0.000
    Y1                 0.590      0.080      7.361      0.000
    Y2                 0.479      0.045     10.719      0.000
    Y3                 0.491      0.058      8.431      0.000
    Y4                 0.467      0.101      4.633      0.000

Latent Class 2

 I        |
    Y1                 1.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 1.000      0.000    999.000    999.000
    Y4                 1.000      0.000    999.000    999.000

 S        |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 I          ON
    X                  0.287      0.081      3.537      0.000

 S          ON
    X                  0.305      0.046      6.671      0.000

 S        WITH
    I                 -0.054      0.058     -0.933      0.351

 Intercepts
    I                  0.943      0.108      8.694      0.000
    S                  0.421      0.075      5.580      0.000
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000

 Residual Variances
    I                  0.892      0.147      6.062      0.000
    S                  0.495      0.050      9.821      0.000
    Y1                 0.590      0.080      7.361      0.000
    Y2                 0.479      0.045     10.719      0.000
    Y3                 0.491      0.058      8.431      0.000
    Y4                 0.467      0.101      4.633      0.000

Categorical Latent Variables

 C#1        ON
    X                 -0.797      0.173     -4.602      0.000

 Intercepts
    C#1               -0.070      0.173     -0.403      0.687


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X                  0.450


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X                  0.797      0.173      4.602      0.000

 Intercepts
    C#2                0.070      0.173      0.403      0.687


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.170E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1               0             0             0
 Y1                 0             0             0
 Y2#1               0             0             0
 Y2                 0             0             0
 Y3#1               0             0             0
 Y3                 0             0             0
 Y4#1               0             0             0
 Y4                 0             0             0
 X                  0             0             0


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1               0
 Y1                 0             1
 Y2#1               0             0             0
 Y2                 0             0             0             2
 Y3#1               0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4#1               0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3                 3
 Y4#1               0             0
 Y4                 0             0             4
 X                  0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                  5             6             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             7
 S                  0             0             8
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  9
 S                 10            11
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1               0             0             0
 Y1                 0             0             0
 Y2#1               0             0             0
 Y2                 0             0             0
 Y3#1               0             0             0
 Y3                 0             0             0
 Y4#1               0             0             0
 Y4                 0             0             0
 X                  0             0             0


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1               0
 Y1                 0             1
 Y2#1               0             0             0
 Y2                 0             0             0             2
 Y3#1               0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4#1               0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3                 3
 Y4#1               0             0
 Y4                 0             0             4
 X                  0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                 12            13             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             7
 S                  0             0             8
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  9
 S                 10            11
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 14             0


           GAMMA(C)
              I             S             X
              ________      ________      ________
 C#1                0             0            15
 C#2                0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1              0.000       -20.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1           0.000         0.000         0.000
 Y1             1.000         0.000         0.000
 Y2#1           0.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3#1           0.000         0.000         0.000
 Y3             1.000         2.000         0.000
 Y4#1           0.000         0.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1           0.000
 Y1             0.000         1.052
 Y2#1           0.000         0.000         0.000
 Y2             0.000         0.000         0.000         1.523
 Y3#1           0.000         0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000         0.000
 Y4#1           0.000         0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3             2.431
 Y4#1           0.000         0.000
 Y4             0.000         0.000         3.940
 X              0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              2.024         0.714         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              1.964
 S              0.000         0.623
 X              0.000         0.000         0.500


     STARTING VALUES FOR LATENT CLASS 2


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1              0.000       -20.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1           0.000         0.000         0.000
 Y1             1.000         0.000         0.000
 Y2#1           0.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3#1           0.000         0.000         0.000
 Y3             1.000         2.000         0.000
 Y4#1           0.000         0.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1           0.000
 Y1             0.000         1.052
 Y2#1           0.000         0.000         0.000
 Y2             0.000         0.000         0.000         1.523
 Y3#1           0.000         0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000         0.000
 Y4#1           0.000         0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3             2.431
 Y4#1           0.000         0.000
 Y4             0.000         0.000         3.940
 X              0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              2.024         0.714         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              1.964
 S              0.000         0.623
 X              0.000         0.000         0.500


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             X
              ________      ________      ________
 C#1            0.000         0.000         0.000
 C#2            0.000         0.000         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 -0.35865893D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.33544242D+04  232.1651005    0.0647314    250.000   250.000    EM
     3 -0.32707762D+04   83.6479915    0.0249366    250.000   250.000    EM
     4 -0.32427236D+04   28.0525957    0.0085767    250.000   250.000    EM
     5 -0.32307826D+04   11.9409197    0.0036824    250.000   250.000    EM
     6 -0.32285386D+04    2.2440512    0.0006946    250.000   250.000    EM
     7 -0.32273985D+04    1.1400756    0.0003531    250.000   250.000    EM
     8 -0.32266178D+04    0.7807035    0.0002419    250.000   250.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45493155D+04    0.0000000    0.0000000    179.726   320.274    EM
     2 -0.40940957D+04  455.2198229    0.1000634    154.382   345.618    FS
     3 -0.36700573D+04  424.0383692    0.1035731    136.645   363.355    FS
     4 -0.34649502D+04  205.1071307    0.0558866    103.972   396.028    FS
     5 -0.33256570D+04  139.2932494    0.0402006     96.962   403.038    FS
     6 -0.32656740D+04   59.9829098    0.0180364    114.567   385.433    FS
     7 -0.32313441D+04   34.3299589    0.0105124    123.840   376.160    FS
     8 -0.32248846D+04    6.4595310    0.0019990    144.147   355.853    FS
     9 -0.32228619D+04    2.0226388    0.0006272    146.840   353.160    FS
    10 -0.32221138D+04    0.7481256    0.0002321    144.600   355.400    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.71311821D+04    0.0000000    0.0000000    189.521   310.479    EM
     2 -0.47322038D+04 2398.9782959    0.3364068    184.260   315.740    EM
     3 -0.42486304D+04  483.5734474    0.1021878    174.038   325.962    EM
     4 -0.40969148D+04  151.7155587    0.0357093    155.767   344.233    EM
     5 -0.38572632D+04  239.6516187    0.0584956    181.888   318.112    EM
     6 -0.36910076D+04  166.2556464    0.0431020    228.901   271.099    EM
     7 -0.36276598D+04   63.3477171    0.0171627    241.780   258.220    EM
     8 -0.35867417D+04   40.9181190    0.0112795    249.932   250.068    EM
     9 -0.35553435D+04   31.3981813    0.0087540    255.366   244.634    EM
    10 -0.35307616D+04   24.5818983    0.0069141    259.304   240.696    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83075398D+04    0.0000000    0.0000000    140.543   359.457    EM
     2 -0.36801046D+04 4627.4351917    0.5570163    181.296   318.704    EM
     3 -0.34660361D+04  214.0684759    0.0581691    181.406   318.594    EM
     4 -0.34178887D+04   48.1474149    0.0138912    183.067   316.933    EM
     5 -0.33956472D+04   22.2414335    0.0065074    185.742   314.258    EM
     6 -0.33829185D+04   12.7287202    0.0037485    189.430   310.570    EM
     7 -0.33705896D+04   12.3289559    0.0036445    194.104   305.896    EM
     8 -0.33580416D+04   12.5479496    0.0037228    199.624   300.376    EM
     9 -0.33454424D+04   12.5991972    0.0037519    205.775   294.225    EM
    10 -0.33334598D+04   11.9826557    0.0035818    212.232   287.768    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52991827D+04    0.0000000    0.0000000    318.529   181.471    EM
     2 -0.39344277D+04 1364.7549574    0.2575407    317.770   182.230    EM
     3 -0.37072797D+04  227.1479935    0.0577334    315.861   184.139    EM
     4 -0.36567828D+04   50.4969513    0.0136210    315.935   184.065    EM
     5 -0.36268865D+04   29.8963128    0.0081756    314.770   185.230    EM
     6 -0.35945480D+04   32.3385209    0.0089163    312.830   187.170    EM
     7 -0.35693017D+04   25.2462799    0.0070235    311.136   188.864    EM
     8 -0.35639247D+04    5.3769748    0.0015065    310.113   189.887    EM
     9 -0.35578364D+04    6.0883399    0.0017083    310.019   189.981    EM
    10 -0.35501885D+04    7.6479025    0.0021496    310.026   189.974    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.75752683D+04    0.0000000    0.0000000     22.002   477.998    EM
     2 -0.70023576D+04  572.9107283    0.0756291     18.775   481.225    FS
     3 -0.65005511D+04  501.8065476    0.0716625     23.319   476.681    FS
     4 -0.62695489D+04  231.0021819    0.0355358     25.817   474.183    FS
     5 -0.56722596D+04  597.2893084    0.0952683     17.809   482.191    FS
     6 -0.52265771D+04  445.6824320    0.0785723     21.777   478.223    FS
     7 -0.48771003D+04  349.4768760    0.0668653     26.119   473.881    FS
     8 -0.45478025D+04  329.2977655    0.0675192     28.390   471.610    FS
     9 -0.42850237D+04  262.7787926    0.0577815     32.666   467.334    FS
    10 -0.40695611D+04  215.4625923    0.0502827     34.797   465.203    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50937164D+04    0.0000000    0.0000000    173.774   326.226    EM
     2 -0.45558402D+04  537.8762058    0.1055960    211.536   288.464    EM
     3 -0.43712995D+04  184.5406386    0.0405064    233.580   266.420    EM
     4 -0.42529840D+04  118.3154997    0.0270664    250.622   249.378    EM
     5 -0.42052094D+04   47.7746170    0.0112332    265.025   234.975    EM
     6 -0.41613879D+04   43.8214803    0.0104208    276.677   223.323    EM
     7 -0.41200034D+04   41.3844700    0.0099449    286.179   213.821    EM
     8 -0.40804266D+04   39.5768317    0.0096060    293.988   206.012    EM
     9 -0.40423147D+04   38.1119040    0.0093402    300.444   199.556    EM
    10 -0.40054760D+04   36.8387059    0.0091133    305.806   194.194    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52420961D+04    0.0000000    0.0000000    358.306   141.694    EM
     2 -0.49405677D+04  301.5284584    0.0575206    358.816   141.184    FS
     3 -0.44140775D+04  526.4901746    0.1065647    342.797   157.203    FS
     4 -0.40955536D+04  318.5239562    0.0721609    333.465   166.535    EM
     5 -0.40481272D+04   47.4263331    0.0115800    321.324   178.676    EM
     6 -0.40519276D+04   -3.8003410   -0.0009388    314.663   185.337    EM
     7 -0.40181263D+04   33.8012603    0.0083420    308.969   191.031    EM
     8 -0.40278751D+04   -9.7488288   -0.0024262    307.582   192.418    EM
     9 -0.40097140D+04   18.1610937    0.0045089    308.119   191.881    EM
    10 -0.40367734D+04  -27.0593273   -0.0067484    306.816   193.184    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55421705D+04    0.0000000    0.0000000    257.684   242.316    EM
     2 -0.51300936D+04  412.0768784    0.0743530    259.686   240.314    FS
     3 -0.46716504D+04  458.4432271    0.0893635    271.129   228.871    FS
     4 -0.45441807D+04  127.4696905    0.0272858    286.601   213.399    FS
     5 -0.43320916D+04  212.0890745    0.0466727    300.121   199.879    FS
     6 -0.41634771D+04  168.6145758    0.0389222    306.282   193.718    FS
     7 -0.40560352D+04  107.4418661    0.0258058    302.322   197.678    FS
     8 -0.39726716D+04   83.3635575    0.0205530    306.106   193.894    FS
     9 -0.39076407D+04   65.0308980    0.0163696    299.992   200.008    FS
    10 -0.38520415D+04   55.5992852    0.0142284    302.346   197.654    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83114095D+04    0.0000000    0.0000000    207.227   292.773    EM
     2 -0.42068744D+04 4104.5351481    0.4938434    191.792   308.208    EM
     3 -0.40148346D+04  192.0397844    0.0456490    201.378   298.622    FS
     4 -0.35843712D+04  430.4634013    0.1072182    244.722   255.278    FS
     5 -0.34058561D+04  178.5150730    0.0498037    212.010   287.990    FS
     6 -0.33372770D+04   68.5791355    0.0201357    245.074   254.926    FS
     7 -0.32792460D+04   58.0309494    0.0173887    247.124   252.876    FS
     8 -0.32532324D+04   26.0136725    0.0079328    251.071   248.929    FS
     9 -0.32349821D+04   18.2502605    0.0056099    246.693   253.307    FS
    10 -0.32260185D+04    8.9636278    0.0027708    245.477   254.523    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.67199733D+04    0.0000000    0.0000000    193.013   306.987    EM
     2 -0.61954033D+04  524.5699235    0.0780613    192.336   307.664    FS
     3 -0.57693624D+04  426.0409350    0.0687673    182.447   317.553    FS
     4 -0.56772744D+04   92.0880126    0.0159616    137.115   362.885    FS
     5 -0.55171600D+04  160.1144296    0.0282027    114.606   385.394    FS
     6 -0.53144156D+04  202.7443826    0.0367480    121.147   378.853    FS
     7 -0.50514516D+04  262.9639447    0.0494813    118.517   381.483    FS
     8 -0.49786198D+04   72.8318067    0.0144180    120.642   379.358    FS
     9 -0.48299992D+04  148.6205959    0.0298518    118.753   381.247    FS
    10 -0.47533015D+04   76.6977141    0.0158794    124.175   375.825    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56143020D+04    0.0000000    0.0000000     27.622   472.378    EM
     2 -0.45084201D+04 1105.8819351    0.1969759    428.876    71.124    FS
     3 -0.41647091D+04  343.7109755    0.0762376    499.999     0.001    FS
     4 -0.38908797D+04  273.8294121    0.0657499    500.000     0.000    EM
     5 -0.37627574D+04  128.1223384    0.0329289    500.000     0.000    EM
     6 -0.37113140D+04   51.4433726    0.0136717    500.000     0.000    EM
     7 -0.36784965D+04   32.8174767    0.0088425    500.000     0.000    EM
     8 -0.36591842D+04   19.3123223    0.0052501    500.000     0.000    EM
     9 -0.36337722D+04   25.4119864    0.0069447    500.000     0.000    EM
    10 -0.36137626D+04   20.0096369    0.0055066    500.000     0.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55579985D+04    0.0000000    0.0000000    180.983   319.017    EM
     2 -0.51029131D+04  455.0853536    0.0818794    188.389   311.611    FS
     3 -0.46660068D+04  436.9062898    0.0856190    188.231   311.769    FS
     4 -0.43016138D+04  364.3930426    0.0780953    189.258   310.742    FS
     5 -0.39670612D+04  334.5525732    0.0777737    189.740   310.260    FS
     6 -0.37334233D+04  233.6379294    0.0588945    188.810   311.190    FS
     7 -0.35606368D+04  172.7865067    0.0462810    190.223   309.777    FS
     8 -0.34334558D+04  127.1809520    0.0357186    191.391   308.609    FS
     9 -0.33455180D+04   87.9378093    0.0256120    192.977   307.023    FS
    10 -0.33297699D+04   15.7481539    0.0047072    199.159   300.841    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49160430D+04    0.0000000    0.0000000    445.001    54.999    EM
     2 -0.43890296D+04  527.0134167    0.1072028    477.486    22.514    FS
     3 -0.40597222D+04  329.3074421    0.0750297    491.893     8.107    FS
     4 -0.35610850D+04  498.6371121    0.1228254    484.056    15.944    FS
     5 -0.33616805D+04  199.4045782    0.0559955    490.044     9.956    FS
     6 -0.32747701D+04   86.9103145    0.0258532    493.311     6.689    FS
     7 -0.32413254D+04   33.4447345    0.0102128    494.995     5.005    FS
     8 -0.32297336D+04   11.5918068    0.0035763    495.780     4.220    FS
     9 -0.32247672D+04    4.9664195    0.0015377    495.825     4.175    FS
    10 -0.32228810D+04    1.8862343    0.0005849    496.159     3.841    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54369235D+04    0.0000000    0.0000000    299.207   200.793    EM
     2 -0.42597830D+04 1177.1404977    0.2165086    280.077   219.923    EM
     3 -0.38739644D+04  385.8185479    0.0905723    310.095   189.905    FS
     4 -0.34354194D+04  438.5450102    0.1132032    314.126   185.874    FS
     5 -0.33503237D+04   85.0957209    0.0247701    309.276   190.724    EM
     6 -0.33301639D+04   20.1597858    0.0060173    300.429   199.571    EM
     7 -0.33160136D+04   14.1503534    0.0042491    292.323   207.677    EM
     8 -0.33051970D+04   10.8166072    0.0032619    285.533   214.467    EM
     9 -0.32969607D+04    8.2362490    0.0024919    279.893   220.107    EM
    10 -0.32903629D+04    6.5977787    0.0020012    275.132   224.868    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53657316D+04    0.0000000    0.0000000    154.481   345.519    EM
     2 -0.45625072D+04  803.2243959    0.1496952    191.781   308.219    FS
     3 -0.41668270D+04  395.6801608    0.0867243    233.013   266.987    EM
     4 -0.39101724D+04  256.6546085    0.0615947    282.824   217.176    EM
     5 -0.37088764D+04  201.2960282    0.0514801    316.122   183.878    EM
     6 -0.36240773D+04   84.7990963    0.0228638    341.315   158.685    EM
     7 -0.35484745D+04   75.6027867    0.0208613    363.001   136.999    EM
     8 -0.34945554D+04   53.9191246    0.0151950    376.970   123.030    EM
     9 -0.34518804D+04   42.6749780    0.0122118    386.090   113.910    EM
    10 -0.34232574D+04   28.6230299    0.0082920    393.294   106.706    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.75009878D+04    0.0000000    0.0000000    352.286   147.714    EM
     2 -0.45622240D+04 2938.7638167    0.3917836    384.150   115.850    EM
     3 -0.38785346D+04  683.6893278    0.1498588    390.655   109.345    EM
     4 -0.37049296D+04  173.6050806    0.0447605    390.825   109.175    EM
     5 -0.36404488D+04   64.4808061    0.0174041    398.582   101.418    EM
     6 -0.36325824D+04    7.8663479    0.0021608    404.770    95.230    EM
     7 -0.36171054D+04   15.4769884    0.0042606    411.087    88.913    EM
     8 -0.36026991D+04   14.4062868    0.0039828    416.710    83.290    EM
     9 -0.35866639D+04   16.0352836    0.0044509    421.665    78.335    EM
    10 -0.35753780D+04   11.2858640    0.0031466    426.438    73.562    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58495990D+04    0.0000000    0.0000000    406.390    93.610    EM
     2 -0.40120259D+04 1837.5730928    0.3141366    413.303    86.697    EM
     3 -0.37596564D+04  252.3695474    0.0629033    412.450    87.550    EM
     4 -0.37178447D+04   41.8116507    0.0111211    411.554    88.446    EM
     5 -0.37560050D+04  -38.1603038   -0.0102641    411.042    88.958    EM
     6 -0.38120523D+04  -56.0473206   -0.0149221    410.871    89.129    EM
     7 -0.38251673D+04  -13.1149344   -0.0034404    410.948    89.052    EM
     8 -0.38361945D+04  -11.0272102   -0.0028828    410.916    89.084    EM
     9 -0.38432919D+04   -7.0973878   -0.0018501    410.844    89.156    EM
    10 -0.38471606D+04   -3.8687104   -0.0010066    410.785    89.215    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61746966D+04    0.0000000    0.0000000    270.946   229.054    EM
     2 -0.54914504D+04  683.2462039    0.1106526    271.065   228.935    FS
     3 -0.50092142D+04  482.2362197    0.0878158    275.998   224.002    FS
     4 -0.45308742D+04  478.3399641    0.0954920    276.834   223.166    FS
     5 -0.40726539D+04  458.2203292    0.1011329    277.382   222.618    FS
     6 -0.37537105D+04  318.9433809    0.0783134    278.368   221.632    FS
     7 -0.35253867D+04  228.3238744    0.0608262    278.123   221.877    FS
     8 -0.33845119D+04  140.8747940    0.0399601    277.251   222.749    FS
     9 -0.33025990D+04   81.9128347    0.0242023    271.438   228.562    FS
    10 -0.32526433D+04   49.9556958    0.0151262    262.396   237.604    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57615808D+04    0.0000000    0.0000000    165.953   334.047    EM
     2 -0.52131141D+04  548.4667004    0.0951938    162.517   337.483    FS
     3 -0.48671535D+04  345.9605989    0.0663635    153.633   346.367    FS
     4 -0.47561301D+04  111.0234143    0.0228107    150.160   349.840    FS
     5 -0.47182900D+04   37.8401237    0.0079561    140.145   359.855    FS
     6 -0.43891708D+04  329.1191762    0.0697539    143.986   356.014    EM
     7 -0.42533089D+04  135.8618603    0.0309539    147.349   352.651    EM
     8 -0.41382068D+04  115.1021448    0.0270618    150.293   349.707    EM
     9 -0.40425945D+04   95.6123069    0.0231048    152.881   347.119    EM
    10 -0.39636778D+04   78.9166829    0.0195213    155.168   344.832    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50985901D+04    0.0000000    0.0000000    306.647   193.353    EM
     2 -0.43313134D+04  767.2766467    0.1504880    314.858   185.142    FS
     3 -0.40210132D+04  310.3002186    0.0716411    293.998   206.002    EM
     4 -0.39057979D+04  115.2153409    0.0286533    274.673   225.327    EM
     5 -0.38318522D+04   73.9457291    0.0189323    254.703   245.297    EM
     6 -0.37995734D+04   32.2788030    0.0084238    234.528   265.472    EM
     7 -0.37676692D+04   31.9041121    0.0083968    214.632   285.368    EM
     8 -0.37364419D+04   31.2273898    0.0082883    195.487   304.513    EM
     9 -0.37061258D+04   30.3160193    0.0081136    177.473   322.527    EM
    10 -0.36768839D+04   29.2419112    0.0078902    160.848   339.152    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45493155D+04    0.0000000    0.0000000    179.726   320.274    EM
     2 -0.40940957D+04  455.2198229    0.1000634    154.382   345.618    FS
     3 -0.36700573D+04  424.0383692    0.1035731    136.645   363.355    FS
     4 -0.34649502D+04  205.1071307    0.0558866    103.972   396.028    FS
     5 -0.33256570D+04  139.2932494    0.0402006     96.962   403.038    FS
     6 -0.32656740D+04   59.9829098    0.0180364    114.567   385.433    FS
     7 -0.32313441D+04   34.3299589    0.0105124    123.840   376.160    FS
     8 -0.32248846D+04    6.4595310    0.0019990    144.147   355.853    FS
     9 -0.32228619D+04    2.0226388    0.0006272    146.840   353.160    FS
    10 -0.32221138D+04    0.7481256    0.0002321    144.600   355.400    FS
    11 -0.32217931D+04    0.3207156    0.0000995    160.811   339.189    FS
    12 -0.32211399D+04    0.6532273    0.0002028    218.369   281.631    FS
    13 -0.32209365D+04    0.2033492    0.0000631    218.124   281.876    EM
    14 -0.32208168D+04    0.1197090    0.0000372    218.234   281.766    EM
    15 -0.32207296D+04    0.0872327    0.0000271    218.551   281.449    EM
    16 -0.32206558D+04    0.0737295    0.0000229    218.987   281.013    EM
    17 -0.32205884D+04    0.0674167    0.0000209    219.487   280.513    EM
    18 -0.32205245D+04    0.0638817    0.0000198    220.017   279.983    EM
    19 -0.32204631D+04    0.0614448    0.0000191    220.557   279.443    EM
    20 -0.32204036D+04    0.0594551    0.0000185    221.096   278.904    EM
    21 -0.32203460D+04    0.0576516    0.0000179    221.625   278.375    EM
    22 -0.32202901D+04    0.0559252    0.0000174    222.140   277.860    EM
    23 -0.32202358D+04    0.0542266    0.0000168    222.639   277.361    EM
    24 -0.32201833D+04    0.0525333    0.0000163    223.121   276.879    EM
    25 -0.32201325D+04    0.0508350    0.0000158    223.584   276.416    EM
    26 -0.32200833D+04    0.0491273    0.0000153    224.029   275.971    EM
    27 -0.32200359D+04    0.0474101    0.0000147    224.455   275.545    EM
    28 -0.32199902D+04    0.0456857    0.0000142    224.863   275.137    EM
    29 -0.32199463D+04    0.0439592    0.0000137    225.253   274.747    EM
    30 -0.32199040D+04    0.0422363    0.0000131    225.624   274.376    EM
    31 -0.32198635D+04    0.0405229    0.0000126    225.978   274.022    EM
    32 -0.32198247D+04    0.0388280    0.0000121    226.316   273.684    EM
    33 -0.32197875D+04    0.0371583    0.0000115    226.636   273.364    EM
    34 -0.32197520D+04    0.0355217    0.0000110    226.941   273.059    EM
    35 -0.32197181D+04    0.0339253    0.0000105    227.230   272.770    EM
    36 -0.32196857D+04    0.0323762    0.0000101    227.503   272.497    EM
    37 -0.32196548D+04    0.0308805    0.0000096    227.763   272.237    EM
    38 -0.32196254D+04    0.0294426    0.0000091    228.008   271.992    EM
    39 -0.32195973D+04    0.0280672    0.0000087    228.239   271.761    EM
    40 -0.32195706D+04    0.0267580    0.0000083    228.457   271.543    EM
    41 -0.32195450D+04    0.0255167    0.0000079    228.663   271.337    EM
    42 -0.32195207D+04    0.0243451    0.0000076    228.857   271.143    EM
    43 -0.32194975D+04    0.0232436    0.0000072    229.039   270.961    EM
    44 -0.32194752D+04    0.0222118    0.0000069    229.211   270.789    EM
    45 -0.32194540D+04    0.0212486    0.0000066    229.372   270.628    EM
    46 -0.32194336D+04    0.0203526    0.0000063    229.523   270.477    EM
    47 -0.32194141D+04    0.0195212    0.0000061    229.664   270.336    EM
    48 -0.32193954D+04    0.0187517    0.0000058    229.797   270.203    EM
    49 -0.32193773D+04    0.0180420    0.0000056    229.921   270.079    EM
    50 -0.32193599D+04    0.0173876    0.0000054    230.037   269.963    EM
    51 -0.32193432D+04    0.0167859    0.0000052    230.146   269.854    EM
    52 -0.32193269D+04    0.0162334    0.0000050    230.247   269.753    EM
    53 -0.32193112D+04    0.0157266    0.0000049    230.341   269.659    EM
    54 -0.32192959D+04    0.0152619    0.0000047    230.429   269.571    EM
    55 -0.32182745D+04    1.0214078    0.0003173    231.901   268.099    FS
    56 -0.32179850D+04    0.2895463    0.0000900    229.598   270.402    FS
    57 -0.32179521D+04    0.0328343    0.0000102    231.353   268.647    FS
    58 -0.32179381D+04    0.0140834    0.0000044    229.834   270.166    FS
    59 -0.32179351D+04    0.0029608    0.0000009    231.346   268.654    FS
    60 -0.32179319D+04    0.0032371    0.0000010    230.256   269.744    FS
    61 -0.32179318D+04    0.0001116    0.0000000    231.228   268.772    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49160430D+04    0.0000000    0.0000000    445.001    54.999    EM
     2 -0.43890296D+04  527.0134167    0.1072028    477.486    22.514    FS
     3 -0.40597222D+04  329.3074421    0.0750297    491.893     8.107    FS
     4 -0.35610850D+04  498.6371121    0.1228254    484.056    15.944    FS
     5 -0.33616805D+04  199.4045782    0.0559955    490.044     9.956    FS
     6 -0.32747701D+04   86.9103145    0.0258532    493.311     6.689    FS
     7 -0.32413254D+04   33.4447345    0.0102128    494.995     5.005    FS
     8 -0.32297336D+04   11.5918068    0.0035763    495.780     4.220    FS
     9 -0.32247672D+04    4.9664195    0.0015377    495.825     4.175    FS
    10 -0.32228810D+04    1.8862343    0.0005849    496.159     3.841    EM
    11 -0.32223163D+04    0.5646023    0.0001752    496.242     3.758    EM
    12 -0.32220917D+04    0.2246564    0.0000697    496.234     3.766    EM
    13 -0.32219740D+04    0.1176744    0.0000365    496.176     3.824    EM
    14 -0.32218893D+04    0.0847418    0.0000263    496.088     3.912    EM
    15 -0.32218119D+04    0.0774154    0.0000240    495.985     4.015    EM
    16 -0.32217356D+04    0.0762510    0.0000237    495.880     4.120    EM
    17 -0.32216632D+04    0.0723796    0.0000225    495.784     4.216    EM
    18 -0.32215994D+04    0.0638710    0.0000198    495.700     4.300    EM
    19 -0.32215459D+04    0.0534200    0.0000166    495.623     4.377    EM
    20 -0.32215015D+04    0.0444467    0.0000138    495.549     4.451    EM
    21 -0.32214627D+04    0.0387800    0.0000120    495.473     4.527    EM
    22 -0.32214259D+04    0.0367624    0.0000114    495.391     4.609    EM
    23 -0.32213879D+04    0.0380754    0.0000118    495.298     4.702    EM
    24 -0.32213456D+04    0.0422488    0.0000131    495.194     4.806    EM
    25 -0.32212969D+04    0.0487547    0.0000151    495.075     4.925    EM
    26 -0.32212400D+04    0.0568533    0.0000176    494.943     5.057    EM
    27 -0.32211746D+04    0.0654131    0.0000203    494.799     5.201    EM
    28 -0.32211016D+04    0.0729647    0.0000227    494.650     5.350    EM
    29 -0.32210236D+04    0.0780736    0.0000242    494.504     5.496    EM
    30 -0.32209438D+04    0.0797799    0.0000248    494.368     5.632    EM
    31 -0.32208660D+04    0.0778314    0.0000242    494.250     5.750    EM
    32 -0.32207933D+04    0.0726972    0.0000226    494.152     5.848    EM
    33 -0.32207279D+04    0.0654054    0.0000203    494.074     5.926    EM
    34 -0.32206706D+04    0.0572098    0.0000178    494.015     5.985    EM
    35 -0.32206214D+04    0.0492058    0.0000153    493.970     6.030    EM
    36 -0.32205793D+04    0.0420939    0.0000131    493.937     6.063    EM
    37 -0.32205432D+04    0.0361620    0.0000112    493.911     6.089    EM
    38 -0.32205118D+04    0.0314050    0.0000098    493.890     6.110    EM
    39 -0.32204841D+04    0.0276670    0.0000086    493.872     6.128    EM
    40 -0.32204594D+04    0.0247445    0.0000077    493.856     6.144    EM
    41 -0.32204369D+04    0.0224435    0.0000070    493.840     6.160    EM
    42 -0.32204163D+04    0.0206024    0.0000064    493.825     6.175    EM
    43 -0.32203972D+04    0.0190963    0.0000059    493.810     6.190    EM
    44 -0.32203794D+04    0.0178330    0.0000055    493.794     6.206    EM
    45 -0.32203626D+04    0.0167458    0.0000052    493.777     6.223    EM
    46 -0.32203469D+04    0.0157878    0.0000049    493.759     6.241    EM
    47 -0.32203319D+04    0.0149257    0.0000046    493.741     6.259    EM
    48 -0.32203178D+04    0.0141363    0.0000044    493.722     6.278    EM
    49 -0.32203044D+04    0.0134034    0.0000042    493.702     6.298    EM
    50 -0.32202917D+04    0.0127161    0.0000039    493.682     6.318    EM
    51 -0.32202796D+04    0.0120670    0.0000037    493.661     6.339    EM
    52 -0.32202682D+04    0.0114512    0.0000036    493.640     6.360    EM
    53 -0.32202573D+04    0.0108655    0.0000034    493.618     6.382    EM
    54 -0.32202470D+04    0.0103124    0.0000032    493.596     6.404    EM
    55 -0.32202372D+04    0.0097747    0.0000030    493.573     6.427    EM
    56 -0.32202279D+04    0.0092664    0.0000029    493.551     6.449    EM
    57 -0.32202192D+04    0.0087808    0.0000027    493.529     6.471    EM
    58 -0.32202108D+04    0.0083164    0.0000026    493.506     6.494    EM
    59 -0.32202030D+04    0.0078721    0.0000024    493.484     6.516    EM
    60 -0.32201955D+04    0.0074470    0.0000023    493.462     6.538    EM
    61 -0.32201885D+04    0.0070402    0.0000022    493.441     6.559    EM
    62 -0.32201818D+04    0.0066510    0.0000021    493.420     6.580    EM
    63 -0.32201756D+04    0.0062788    0.0000019    493.399     6.601    EM
    64 -0.32201696D+04    0.0059231    0.0000018    493.379     6.621    EM
    65 -0.32201640D+04    0.0055834    0.0000017    493.360     6.640    EM
    66 -0.32201640D+04    0.0000426    0.0000000    493.360     6.640    QN
    67 -0.32201587D+04    0.0052574    0.0000016    493.341     6.659    EM
    68 -0.32201538D+04    0.0049485    0.0000015    493.323     6.677    EM
    69 -0.32201491D+04    0.0046548    0.0000014    493.305     6.695    EM
    70 -0.32201448D+04    0.0043755    0.0000014    493.289     6.711    EM
    71 -0.32201407D+04    0.0041104    0.0000013    493.272     6.728    EM
    72 -0.32201368D+04    0.0038590    0.0000012    493.257     6.743    EM
    73 -0.32201332D+04    0.0036210    0.0000011    493.242     6.758    EM
    74 -0.32201298D+04    0.0033960    0.0000011    493.228     6.772    EM
    75 -0.32201266D+04    0.0031834    0.0000010    493.215     6.785    EM
    76 -0.32201236D+04    0.0029829    0.0000009    493.203     6.797    EM
    77 -0.32201208D+04    0.0027939    0.0000009    493.191     6.809    EM
    78 -0.32201182D+04    0.0026161    0.0000008    493.179     6.821    EM
    79 -0.32201158D+04    0.0024489    0.0000008    493.169     6.831    EM
    80 -0.32201135D+04    0.0022918    0.0000007    493.158     6.842    EM
    81 -0.32201113D+04    0.0021444    0.0000007    493.149     6.851    EM
    82 -0.32201093D+04    0.0020061    0.0000006    493.140     6.860    EM
    83 -0.32201074D+04    0.0018766    0.0000006    493.131     6.869    EM
    84 -0.32201057D+04    0.0017552    0.0000005    493.123     6.877    EM
    85 -0.32201040D+04    0.0016417    0.0000005    493.116     6.884    EM
    86 -0.32201025D+04    0.0015354    0.0000005    493.109     6.891    EM
    87 -0.32201011D+04    0.0014360    0.0000004    493.102     6.898    EM
    88 -0.32200997D+04    0.0013432    0.0000004    493.096     6.904    EM
    89 -0.32200985D+04    0.0012563    0.0000004    493.090     6.910    EM
    90 -0.32200973D+04    0.0011752    0.0000004    493.085     6.915    EM
    91 -0.32200962D+04    0.0010995    0.0000003    493.079     6.921    EM
    92 -0.32200952D+04    0.0010287    0.0000003    493.075     6.925    EM
    93 -0.32200942D+04    0.0009626    0.0000003    493.070     6.930    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83114095D+04    0.0000000    0.0000000    207.227   292.773    EM
     2 -0.42068744D+04 4104.5351481    0.4938434    191.792   308.208    EM
     3 -0.40148346D+04  192.0397844    0.0456490    201.378   298.622    FS
     4 -0.35843712D+04  430.4634013    0.1072182    244.722   255.278    FS
     5 -0.34058561D+04  178.5150730    0.0498037    212.010   287.990    FS
     6 -0.33372770D+04   68.5791355    0.0201357    245.074   254.926    FS
     7 -0.32792460D+04   58.0309494    0.0173887    247.124   252.876    FS
     8 -0.32532324D+04   26.0136725    0.0079328    251.071   248.929    FS
     9 -0.32349821D+04   18.2502605    0.0056099    246.693   253.307    FS
    10 -0.32260185D+04    8.9636278    0.0027708    245.477   254.523    FS
    11 -0.32208639D+04    5.1545715    0.0015978    233.673   266.327    FS
    12 -0.32157998D+04    5.0640668    0.0015723    239.814   260.186    FS
    13 -0.32117998D+04    4.0000282    0.0012439    242.489   257.511    FS
    14 -0.32114420D+04    0.3578120    0.0001114    243.109   256.891    FS
    15 -0.32114381D+04    0.0038942    0.0000012    243.247   256.753    FS
    16 -0.32114379D+04    0.0002525    0.0000001    243.332   256.668    FS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.35865893D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.33544242D+04  232.1651005    0.0647314    250.000   250.000    EM
     3 -0.32707762D+04   83.6479915    0.0249366    250.000   250.000    EM
     4 -0.32427236D+04   28.0525957    0.0085767    250.000   250.000    EM
     5 -0.32307826D+04   11.9409197    0.0036824    250.000   250.000    EM
     6 -0.32285386D+04    2.2440512    0.0006946    250.000   250.000    EM
     7 -0.32273985D+04    1.1400756    0.0003531    250.000   250.000    EM
     8 -0.32266178D+04    0.7807035    0.0002419    250.000   250.000    EM
     9 -0.32260138D+04    0.6040383    0.0001872    250.000   250.000    EM
    10 -0.32255217D+04    0.4920547    0.0001525    250.000   250.000    EM
    11 -0.32251108D+04    0.4108754    0.0001274    250.000   250.000    EM
    12 -0.32247628D+04    0.3480771    0.0001079    250.000   250.000    EM
    13 -0.32244649D+04    0.2978722    0.0000924    250.000   250.000    EM
    14 -0.32242079D+04    0.2569529    0.0000797    250.000   250.000    EM
    15 -0.32239848D+04    0.2231538    0.0000692    250.000   250.000    EM
    16 -0.32237899D+04    0.1949430    0.0000605    250.000   250.000    EM
    17 -0.32236187D+04    0.1711901    0.0000531    250.000   250.000    EM
    18 -0.32234676D+04    0.1510388    0.0000469    250.000   250.000    EM
    19 -0.32233338D+04    0.1338283    0.0000415    250.000   250.000    EM
    20 -0.32232148D+04    0.1190411    0.0000369    250.000   250.000    EM
    21 -0.32231085D+04    0.1062670    0.0000330    250.000   250.000    EM
    22 -0.32230133D+04    0.0951776    0.0000295    250.000   250.000    EM
    23 -0.32229278D+04    0.0855069    0.0000265    250.000   250.000    EM
    24 -0.32228508D+04    0.0770379    0.0000239    250.000   250.000    EM
    25 -0.32227812D+04    0.0695921    0.0000216    250.000   250.000    EM
    26 -0.32227181D+04    0.0630219    0.0000196    250.000   250.000    EM
    27 -0.32226609D+04    0.0572041    0.0000178    250.000   250.000    EM
    28 -0.32226089D+04    0.0520362    0.0000161    250.000   250.000    EM
    29 -0.32225615D+04    0.0474314    0.0000147    250.000   250.000    EM
    30 -0.32225182D+04    0.0433163    0.0000134    250.000   250.000    EM
    31 -0.32224785D+04    0.0396289    0.0000123    250.000   250.000    EM
    32 -0.32224422D+04    0.0363159    0.0000113    250.000   250.000    EM
    33 -0.32224089D+04    0.0333324    0.0000103    250.000   250.000    EM
    34 -0.32223782D+04    0.0306389    0.0000095    250.000   250.000    EM
    35 -0.32223500D+04    0.0282019    0.0000088    250.000   250.000    EM
    36 -0.32223241D+04    0.0259926    0.0000081    250.000   250.000    EM
    37 -0.32223001D+04    0.0239851    0.0000074    250.000   250.000    EM
    38 -0.32222779D+04    0.0221579    0.0000069    250.000   250.000    EM
    39 -0.32222574D+04    0.0204918    0.0000064    250.000   250.000    EM
    40 -0.32222384D+04    0.0189698    0.0000059    250.000   250.000    EM
    41 -0.32222209D+04    0.0175773    0.0000055    250.000   250.000    EM
    42 -0.32222046D+04    0.0163013    0.0000051    250.000   250.000    EM
    43 -0.32221894D+04    0.0151304    0.0000047    250.000   250.000    EM
    44 -0.32221754D+04    0.0140543    0.0000044    250.000   250.000    EM
    45 -0.32221623D+04    0.0130641    0.0000041    250.000   250.000    EM
    46 -0.32221502D+04    0.0121518    0.0000038    250.000   250.000    EM
    47 -0.32221389D+04    0.0113104    0.0000035    250.000   250.000    EM
    48 -0.32221283D+04    0.0105351    0.0000033    250.000   250.000    EM
    49 -0.32221185D+04    0.0098151    0.0000030    250.000   250.000    EM
    50 -0.32221094D+04    0.0091505    0.0000028    250.000   250.000    EM
    51 -0.32221008D+04    0.0085351    0.0000026    250.000   250.000    EM
    52 -0.32220929D+04    0.0079646    0.0000025    250.000   250.000    EM
    53 -0.32220854D+04    0.0074354    0.0000023    250.000   250.000    EM
    54 -0.32220785D+04    0.0069440    0.0000022    250.000   250.000    EM
    55 -0.32220720D+04    0.0064875    0.0000020    250.000   250.000    EM
    56 -0.32220659D+04    0.0060631    0.0000019    250.000   250.000    EM
    57 -0.32220603D+04    0.0056683    0.0000018    250.000   250.000    EM
    58 -0.32220550D+04    0.0053008    0.0000016    250.000   250.000    EM
    59 -0.32220500D+04    0.0049585    0.0000015    250.000   250.000    EM
    60 -0.32220500D+04    0.0000083    0.0000000    221.181   278.819    QN
    61 -0.32220453D+04    0.0046424    0.0000014    221.181   278.819    EM
    62 -0.32220410D+04    0.0043524    0.0000014    221.181   278.819    EM
    63 -0.32220369D+04    0.0040750    0.0000013    221.181   278.819    EM
    64 -0.32220331D+04    0.0038161    0.0000012    221.181   278.819    EM
    65 -0.32220295D+04    0.0035744    0.0000011    221.181   278.819    EM
    66 -0.32220262D+04    0.0033487    0.0000010    221.181   278.819    EM
    67 -0.32220230D+04    0.0031378    0.0000010    221.181   278.819    EM
    68 -0.32220201D+04    0.0029408    0.0000009    221.181   278.819    EM
    69 -0.32220173D+04    0.0027565    0.0000009    221.181   278.819    EM
    70 -0.32220148D+04    0.0025843    0.0000008    221.181   278.819    EM
    71 -0.32220123D+04    0.0024231    0.0000008    221.181   278.819    EM
    72 -0.32220101D+04    0.0022724    0.0000007    221.181   278.819    EM
    73 -0.32220079D+04    0.0021313    0.0000007    221.181   278.819    EM
    74 -0.32220059D+04    0.0019992    0.0000006    221.181   278.819    EM
    75 -0.32220041D+04    0.0018756    0.0000006    221.181   278.819    EM
    76 -0.32220023D+04    0.0017598    0.0000005    221.181   278.819    EM
    77 -0.32220006D+04    0.0016514    0.0000005    221.181   278.819    EM
    78 -0.32219991D+04    0.0015498    0.0000005    221.181   278.819    EM
    79 -0.32219976D+04    0.0014546    0.0000005    221.181   278.819    EM
    80 -0.32219963D+04    0.0013655    0.0000004    221.181   278.819    EM
    81 -0.32219950D+04    0.0012819    0.0000004    221.181   278.819    EM
    82 -0.32219938D+04    0.0012036    0.0000004    221.181   278.819    EM
    83 -0.32219927D+04    0.0011301    0.0000004    221.181   278.819    EM
    84 -0.32219916D+04    0.0010613    0.0000003    221.181   278.819    EM
    85 -0.32219906D+04    0.0009968    0.0000003    221.181   278.819    EM
    86 -0.32219897D+04    0.0009362    0.0000003    221.181   278.819    EM
    87 -0.32219888D+04    0.0008795    0.0000003    221.181   278.819    EM
    88 -0.32219880D+04    0.0008262    0.0000003    221.181   278.819    EM
    89 -0.32219872D+04    0.0007763    0.0000002    221.181   278.819    EM
    90 -0.32219865D+04    0.0007296    0.0000002    221.181   278.819    EM
    91 -0.32219858D+04    0.0006855    0.0000002    221.181   278.819    EM
    92 -0.32219851D+04    0.0006443    0.0000002    221.181   278.819    EM
    93 -0.32219845D+04    0.0006056    0.0000002    221.181   278.819    EM
    94 -0.32219840D+04    0.0005693    0.0000002    221.181   278.819    EM
    95 -0.32219834D+04    0.0005352    0.0000002    221.181   278.819    EM
    96 -0.32219829D+04    0.0005033    0.0000002    221.181   278.819    EM
    97 -0.32219824D+04    0.0004733    0.0000001    221.181   278.819    EM


     Beginning Time:  17:53:18
        Ending Time:  17:54:56
       Elapsed Time:  00:01:38



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