Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  11:15 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a GMM for a
  	categorical outcome using automatic
  	starting values and random starts
  DATA:	FILE IS ex8.4.dat;
  VARIABLE:	NAMES ARE u1-u4 x c;
  	USEV = u1-u4 x;
  	CLASSES = c (2);
  	CATEGORICAL = u1-u4;
  ANALYSIS:	TYPE = MIXTURE;
  	ALGORITHM = INTEGRATION;
  MODEL:	
  	%OVERALL%
  	i s | u1@0 u2@1 u3@2 u4@3;
  	i s ON x;
  	c ON x;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



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

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

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

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

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
Link                                                         LOGIT
Cholesky                                                        ON

Input data file(s)
  ex8.4.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.226          226.000
      Category 2    0.064           64.000
      Category 3    0.066           66.000
      Category 4    0.080           80.000
      Category 5    0.564          564.000
    U2
      Category 1    0.195          195.000
      Category 2    0.063           63.000
      Category 3    0.040           40.000
      Category 4    0.062           62.000
      Category 5    0.640          640.000
    U3
      Category 1    0.184          184.000
      Category 2    0.037           37.000
      Category 3    0.039           39.000
      Category 4    0.054           54.000
      Category 5    0.686          686.000
    U4
      Category 1    0.179          179.000
      Category 2    0.036           36.000
      Category 3    0.033           33.000
      Category 4    0.038           38.000
      Category 5    0.714          714.000



UNIVARIATE SAMPLE STATISTICS


     UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS

         Variable/         Mean/     Skewness/   Minimum/ % with                Percentiles
        Sample Size      Variance    Kurtosis    Maximum  Min/Max      20%/60%    40%/80%    Median

     X                     0.003      -0.066      -3.206    0.10%      -0.825     -0.272     -0.007
            1000.000       1.015      -0.160       3.025    0.10%       0.275      0.867

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:

           -3463.892  608496           4
           -3463.892  27071            15
           -3474.772  76974            16
           -3475.800  415931           10



THE BEST LOGLIKELIHOOD VALUE HAS BEEN REPLICATED.  RERUN WITH AT LEAST TWICE THE
RANDOM STARTS TO CHECK THAT THE BEST LOGLIKELIHOOD IS STILL OBTAINED AND REPLICATED.


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       14

Loglikelihood

          H0 Value                       -3463.892
          H0 Scaling Correction Factor      1.0464
            for MLR

Information Criteria

          Akaike (AIC)                    6955.784
          Bayesian (BIC)                  7024.492
          Sample-Size Adjusted BIC        6980.028
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        502.68106          0.50268
       2        497.31894          0.49732


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

    Latent
   Classes

       1        502.68106          0.50268
       2        497.31894          0.49732


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

Class Counts and Proportions

    Latent
   Classes

       1              521          0.52100
       2              479          0.47900


CLASSIFICATION QUALITY

     Entropy                         0.593


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

           1        2

    1   0.871    0.129
    2   0.102    0.898


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

           1        2

    1   0.903    0.097
    2   0.135    0.865


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

              1        2

    1      2.228    0.000
    2     -1.856    0.000


MODEL RESULTS

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

Latent Class 1

 I        |
    U1                 1.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 1.000      0.000    999.000    999.000
    U4                 1.000      0.000    999.000    999.000

 S        |
    U1                 0.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 2.000      0.000    999.000    999.000
    U4                 3.000      0.000    999.000    999.000

 I          ON
    X                  0.127      0.165      0.766      0.444

 S          ON
    X                  0.424      0.084      5.075      0.000

 S        WITH
    I                  0.259      0.121      2.139      0.032

 Intercepts
    I                  3.046      0.296     10.286      0.000
    S                  0.985      0.179      5.496      0.000

 Thresholds
    U1$1              -0.418      0.173     -2.423      0.015
    U1$2               0.094      0.171      0.549      0.583
    U1$3               0.526      0.173      3.041      0.002
    U1$4               1.080      0.178      6.060      0.000
    U2$1              -0.418      0.173     -2.423      0.015
    U2$2               0.094      0.171      0.549      0.583
    U2$3               0.526      0.173      3.041      0.002
    U2$4               1.080      0.178      6.060      0.000
    U3$1              -0.418      0.173     -2.423      0.015
    U3$2               0.094      0.171      0.549      0.583
    U3$3               0.526      0.173      3.041      0.002
    U3$4               1.080      0.178      6.060      0.000
    U4$1              -0.418      0.173     -2.423      0.015
    U4$2               0.094      0.171      0.549      0.583
    U4$3               0.526      0.173      3.041      0.002
    U4$4               1.080      0.178      6.060      0.000

 Residual Variances
    I                  0.248      0.319      0.777      0.437
    S                  0.431      0.123      3.502      0.000

Latent Class 2

 I        |
    U1                 1.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 1.000      0.000    999.000    999.000
    U4                 1.000      0.000    999.000    999.000

 S        |
    U1                 0.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 2.000      0.000    999.000    999.000
    U4                 3.000      0.000    999.000    999.000

 I          ON
    X                  0.127      0.165      0.766      0.444

 S          ON
    X                  0.424      0.084      5.075      0.000

 S        WITH
    I                  0.259      0.121      2.139      0.032

 Intercepts
    I                  0.000      0.000    999.000    999.000
    S                  0.503      0.099      5.094      0.000

 Thresholds
    U1$1              -0.418      0.173     -2.423      0.015
    U1$2               0.094      0.171      0.549      0.583
    U1$3               0.526      0.173      3.041      0.002
    U1$4               1.080      0.178      6.060      0.000
    U2$1              -0.418      0.173     -2.423      0.015
    U2$2               0.094      0.171      0.549      0.583
    U2$3               0.526      0.173      3.041      0.002
    U2$4               1.080      0.178      6.060      0.000
    U3$1              -0.418      0.173     -2.423      0.015
    U3$2               0.094      0.171      0.549      0.583
    U3$3               0.526      0.173      3.041      0.002
    U3$4               1.080      0.178      6.060      0.000
    U4$1              -0.418      0.173     -2.423      0.015
    U4$2               0.094      0.171      0.549      0.583
    U4$3               0.526      0.173      3.041      0.002
    U4$4               1.080      0.178      6.060      0.000

 Residual Variances
    I                  0.248      0.319      0.777      0.437
    S                  0.431      0.123      3.502      0.000

Categorical Latent Variables

 C#1        ON
    X                  1.213      0.303      4.005      0.000

 Intercepts
    C#1                0.007      0.207      0.036      0.971


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.267E-03
       (ratio of smallest to largest eigenvalue)


RESULTS IN PROBABILITY SCALE

                    Estimate

Latent Class 1

 U1
    Category 1         0.032
    Category 2         0.020
    Category 3         0.026
    Category 4         0.049
    Category 5         0.873
 U2
    Category 1         0.017
    Category 2         0.011
    Category 3         0.013
    Category 4         0.025
    Category 5         0.934
 U3
    Category 1         0.014
    Category 2         0.008
    Category 3         0.009
    Category 4         0.017
    Category 5         0.952
 U4
    Category 1         0.015
    Category 2         0.007
    Category 3         0.008
    Category 4         0.013
    Category 5         0.958

Latent Class 2

 U1
    Category 1         0.417
    Category 2         0.120
    Category 3         0.099
    Category 4         0.111
    Category 5         0.254
 U2
    Category 1         0.375
    Category 2         0.097
    Category 3         0.084
    Category 4         0.103
    Category 5         0.341
 U3
    Category 1         0.356
    Category 2         0.076
    Category 3         0.066
    Category 4         0.085
    Category 5         0.417
 U4
    Category 1         0.348
    Category 2         0.061
    Category 3         0.053
    Category 4         0.069
    Category 5         0.470


LATENT CLASS INDICATOR ODDS RATIOS FOR THE LATENT CLASSES

                                                95% C.I.
                    Estimate       S.E.  Lower 2.5% Upper 2.5%

Latent Class 1 Compared to Latent Class 2

 U1
    Category > 1      21.030      6.228     11.770     37.577
    Category > 2      21.030      6.228     11.770     37.577
    Category > 3      21.030      6.228     11.770     37.577
    Category > 4      21.030      6.228     11.770     37.577
 U2
    Category > 1      34.066      7.943     21.570     53.803
    Category > 2      34.066      7.943     21.570     53.803
    Category > 3      34.066      7.943     21.570     53.803
    Category > 4      34.066      7.943     21.570     53.803
 U3
    Category > 1      55.184     20.041     27.082    112.445
    Category > 2      55.184     20.041     27.082    112.445
    Category > 3      55.184     20.041     27.082    112.445
    Category > 4      55.184     20.041     27.082    112.445
 U4
    Category > 1      89.392     50.588     29.484    271.026
    Category > 2      89.392     50.588     29.484    271.026
    Category > 3      89.392     50.588     29.484    271.026
    Category > 4      89.392     50.588     29.484    271.026


LOGISTIC REGRESSION ODDS RATIO RESULTS

                                                95% C.I.
                    Estimate       S.E.  Lower 2.5% Upper 2.5%

Categorical Latent Variables

 C#1      ON
    X                  3.364      1.019      1.858      6.091


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

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

Parameterization using Reference Class 1

 C#2      ON
    X                 -1.213      0.303     -4.005      0.000

 Intercepts
    C#2               -0.007      0.207     -0.036      0.971


ODDS RATIO FOR THE ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

                                                95% C.I.
                    Estimate       S.E.  Lower 2.5% Upper 2.5%

Parameterization using Reference Class 1

 C#2      ON
    X                  0.297      0.090      0.164      0.538


BRANT WALD TEST FOR PROPORTIONAL ODDS

                                   Degrees of
                      Chi-Square     Freedom   P-Value

  U1
    Overall test           3.811         3      0.283
    X                      3.811         3      0.283

  U2
    Overall test           5.009         3      0.171
    X                      5.009         3      0.171

  U3
    Overall test           8.235         3      0.041
    X                      8.235         3      0.041

  U4
    Overall test           7.495         3      0.058
    X                      7.495         3      0.058


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0
 X                  0             0             0


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 X                  0             0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
                    1             2             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             3
 S                  0             0             4
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  5
 S                  6             7
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0
 X                  0             0             0


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 X                  0             0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
                    0             8             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             3
 S                  0             0             4
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  5
 S                  6             7
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U1$3          U1$4          U2$1
              ________      ________      ________      ________      ________
                    9            10            11            12             9


           TAU(U) FOR LATENT CLASS 1
              U2$2          U2$3          U2$4          U3$1          U3$2
              ________      ________      ________      ________      ________
                   10            11            12             9            10


           TAU(U) FOR LATENT CLASS 1
              U3$3          U3$4          U4$1          U4$2          U4$3
              ________      ________      ________      ________      ________
                   11            12             9            10            11


           TAU(U) FOR LATENT CLASS 1
              U4$4
              ________
                   12


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U1$3          U1$4          U2$1
              ________      ________      ________      ________      ________
                    9            10            11            12             9


           TAU(U) FOR LATENT CLASS 2
              U2$2          U2$3          U2$4          U3$1          U3$2
              ________      ________      ________      ________      ________
                   10            11            12             9            10


           TAU(U) FOR LATENT CLASS 2
              U3$3          U3$4          U4$1          U4$2          U4$3
              ________      ________      ________      ________      ________
                   11            12             9            10            11


           TAU(U) FOR LATENT CLASS 2
              U4$4
              ________
                   12


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
                   13             0


           GAMMA(C)
              I             S             X
              ________      ________      ________
 C#1                0             0            14
 C#2                0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 U1             1.000         0.000         0.000
 U2             1.000         1.000         0.000
 U3             1.000         2.000         0.000
 U4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
                0.000         0.000         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              0.050
 S              0.000         0.050
 X              0.000         0.000         0.508


     STARTING VALUES FOR LATENT CLASS 2


           NU
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 U1             1.000         0.000         0.000
 U2             1.000         1.000         0.000
 U3             1.000         2.000         0.000
 U4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
                0.000         0.000         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              0.050
 S              0.000         0.050
 X              0.000         0.000         0.508


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U1$3          U1$4          U2$1
              ________      ________      ________      ________      ________
               -1.415        -1.127        -0.901        -0.632        -1.415


           TAU(U) FOR LATENT CLASS 1
              U2$2          U2$3          U2$4          U3$1          U3$2
              ________      ________      ________      ________      ________
               -1.127        -0.901        -0.632        -1.415        -1.127


           TAU(U) FOR LATENT CLASS 1
              U3$3          U3$4          U4$1          U4$2          U4$3
              ________      ________      ________      ________      ________
               -0.901        -0.632        -1.415        -1.127        -0.901


           TAU(U) FOR LATENT CLASS 1
              U4$4
              ________
               -0.632


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U1$3          U1$4          U2$1
              ________      ________      ________      ________      ________
               -1.415        -1.127        -0.901        -0.632        -1.415


           TAU(U) FOR LATENT CLASS 2
              U2$2          U2$3          U2$4          U3$1          U3$2
              ________      ________      ________      ________      ________
               -1.127        -0.901        -0.632        -1.415        -1.127


           TAU(U) FOR LATENT CLASS 2
              U3$3          U3$4          U4$1          U4$2          U4$3
              ________      ________      ________      ________      ________
               -0.901        -0.632        -1.415        -1.127        -0.901


           TAU(U) FOR LATENT CLASS 2
              U4$4
              ________
               -0.632


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.41258190D+04    0.0000000    0.0000000  EM
              2 -0.37050350D+04  420.7840420    0.1019880  FS
              3 -0.35715598D+04  133.4751755    0.0360253  EM
              4 -0.35215594D+04   50.0004273    0.0139996  EM
              5 -0.34987121D+04   22.8472682    0.0064878  EM
              6 -0.34877155D+04   10.9965721    0.0031430  EM
              7 -0.34822563D+04    5.4592495    0.0015653  EM
              8 -0.34794616D+04    2.7946819    0.0008025  EM
              9 -0.34779879D+04    1.4736884    0.0004235  EM
             10 -0.34771896D+04    0.7983662    0.0002295  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.57099254D+04    0.0000000    0.0000000  EM
              2 -0.47583652D+04  951.5602443    0.1666502  FS
              3 -0.39748976D+04  783.4675709    0.1646506  FS
              4 -0.36033820D+04  371.5155938    0.0934655  FS
              5 -0.35045399D+04   98.8421106    0.0274304  FS
              6 -0.34798734D+04   24.6664990    0.0070384  FS
              7 -0.34776893D+04    2.1840606    0.0006276  EM
              8 -0.34768153D+04    0.8740035    0.0002513  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.61346887D+04    0.0000000    0.0000000  EM
              2 -0.54998170D+04  634.8716911    0.1034888  FS
              3 -0.48096618D+04  690.1552386    0.1254869  FS
              4 -0.37484786D+04 1061.1831602    0.2206357  EM
              5 -0.36563188D+04   92.1598082    0.0245859  EM
              6 -0.35984989D+04   57.8198854    0.0158137  EM
              7 -0.35566126D+04   41.8863441    0.0116399  EM
              8 -0.35270875D+04   29.5250344    0.0083014  EM
              9 -0.35071600D+04   19.9275618    0.0056499  EM
             10 -0.34942584D+04   12.9015682    0.0036786  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.50230056D+04    0.0000000    0.0000000  EM
              2 -0.46493060D+04  373.6995879    0.0743976  FS
              3 -0.37534395D+04  895.8665347    0.1926882  EM
              4 -0.36154173D+04  138.0222089    0.0367722  EM
              5 -0.35707855D+04   44.6317849    0.0123449  EM
              6 -0.35404496D+04   30.3359375    0.0084956  EM
              7 -0.35188210D+04   21.6286027    0.0061090  EM
              8 -0.35037427D+04   15.0782526    0.0042850  EM
              9 -0.34935611D+04   10.1815943    0.0029059  EM
             10 -0.34868766D+04    6.6845417    0.0019134  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.52775343D+04    0.0000000    0.0000000  EM
              2 -0.46539867D+04  623.5476092    0.1181513  FS
              3 -0.41200421D+04  533.9446011    0.1147284  FS
              4 -0.37568623D+04  363.1797435    0.0881495  FS
              5 -0.35531629D+04  203.6994100    0.0542206  FS
              6 -0.34804237D+04   72.7392589    0.0204717  FS
              7 -0.34648972D+04   15.5264933    0.0044611  FS
              8 -0.34640806D+04    0.8165527    0.0002357  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.59296310D+04    0.0000000    0.0000000  EM
              2 -0.56252620D+04  304.3690775    0.0513302  FS
              3 -0.52003380D+04  424.9239190    0.0755385  FS
              4 -0.48272076D+04  373.1304417    0.0717512  FS
              5 -0.45576118D+04  269.5958174    0.0558492  FS
              6 -0.43573557D+04  200.2561001    0.0439388  FS
              7 -0.41733221D+04  184.0336214    0.0422352  FS
              8 -0.40098101D+04  163.5119962    0.0391803  FS
              9 -0.38449445D+04  164.8655210    0.0411155  FS
             10 -0.36904974D+04  154.4471329    0.0401689  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.45795623D+04    0.0000000    0.0000000  EM
              2 -0.43467254D+04  232.8369187    0.0508426  FS
              3 -0.38952831D+04  451.4422137    0.1038580  FS
              4 -0.36226577D+04  272.6254463    0.0699886  EM
              5 -0.35728592D+04   49.7985188    0.0137464  FS
              6 -0.35091194D+04   63.7398160    0.0178400  EM
              7 -0.34930243D+04   16.0950635    0.0045866  EM
              8 -0.34868340D+04    6.1902857    0.0017722  EM
              9 -0.34831021D+04    3.7318975    0.0010703  EM
             10 -0.34807082D+04    2.3939193    0.0006873  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.59542628D+04    0.0000000    0.0000000  EM
              2 -0.53698565D+04  584.4063316    0.0981492  FS
              3 -0.49411707D+04  428.6858308    0.0798319  FS
              4 -0.46145989D+04  326.5718257    0.0660920  FS
              5 -0.43263300D+04  288.2688636    0.0624689  FS
              6 -0.40814159D+04  244.9141215    0.0566101  FS
              7 -0.38598054D+04  221.6104392    0.0542974  FS
              8 -0.36744911D+04  185.3143245    0.0480113  FS
              9 -0.35454849D+04  129.0062330    0.0351086  FS
             10 -0.34857737D+04   59.7111706    0.0168415  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.98638122D+04    0.0000000    0.0000000  EM
              2 -0.89720770D+04  891.7352498    0.0904047  FS
              3 -0.80938844D+04  878.1925658    0.0978806  FS
              4 -0.72453056D+04  848.5788483    0.1048420  FS
              5 -0.64386233D+04  806.6822836    0.1113386  FS
              6 -0.56938746D+04  744.7486825    0.1156689  FS
              7 -0.50264580D+04  667.4165405    0.1172166  FS
              8 -0.44274824D+04  598.9756650    0.1191646  FS
              9 -0.39617000D+04  465.7824132    0.1052025  FS
             10 -0.36703463D+04  291.3536300    0.0735426  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.56259613D+04    0.0000000    0.0000000  EM
              2 -0.50856097D+04  540.3515645    0.0960461  FS
              3 -0.47162045D+04  369.4052128    0.0726374  FS
              4 -0.44466503D+04  269.5542133    0.0571549  FS
              5 -0.41985739D+04  248.0763736    0.0557895  FS
              6 -0.39780302D+04  220.5436707    0.0525282  FS
              7 -0.37784567D+04  199.5735137    0.0501689  FS
              8 -0.36172517D+04  161.2050309    0.0426643  FS
              9 -0.35166770D+04  100.5746879    0.0278042  FS
             10 -0.34792279D+04   37.4490620    0.0106490  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.44554073D+04    0.0000000    0.0000000  EM
              2 -0.40363846D+04  419.0226324    0.0940481  FS
              3 -0.38774356D+04  158.9490160    0.0393791  FS
              4 -0.37102250D+04  167.2106163    0.0431240  FS
              5 -0.36448405D+04   65.3844609    0.0176228  FS
              6 -0.35279278D+04  116.9127340    0.0320762  FS
              7 -0.34846094D+04   43.3183572    0.0122787  FS
              8 -0.34808925D+04    3.7169713    0.0010667  FS
              9 -0.34775848D+04    3.3076676    0.0009502  EM
             10 -0.34767747D+04    0.8100667    0.0002329  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.75929810D+04    0.0000000    0.0000000  EM
              2 -0.68193214D+04  773.6595926    0.1018914  FS
              3 -0.61700912D+04  649.2302204    0.0952045  FS
              4 -0.55838489D+04  586.2423228    0.0950136  FS
              5 -0.50434489D+04  540.4000536    0.0967791  FS
              6 -0.45983136D+04  445.1352612    0.0882601  FS
              7 -0.42338887D+04  364.4248932    0.0792519  FS
              8 -0.39550669D+04  278.8218366    0.0658548  FS
              9 -0.37458109D+04  209.2559471    0.0529083  FS
             10 -0.35894885D+04  156.3224194    0.0417326  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.44943832D+04    0.0000000    0.0000000  EM
              2 -0.39783377D+04  516.0455972    0.1148201  FS
              3 -0.38290603D+04  149.2773962    0.0375226  EM
              4 -0.37205738D+04  108.4864301    0.0283324  EM
              5 -0.36395508D+04   81.0230684    0.0217770  EM
              6 -0.35820864D+04   57.4643212    0.0157889  EM
              7 -0.35435676D+04   38.5188375    0.0107532  EM
              8 -0.35188565D+04   24.7110557    0.0069735  EM
              9 -0.35034611D+04   15.3954026    0.0043751  EM
             10 -0.34940116D+04    9.4495855    0.0026972  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.75358343D+04    0.0000000    0.0000000  EM
              2 -0.68353888D+04  700.4454825    0.0929486  FS
              3 -0.61756597D+04  659.7291476    0.0965167  FS
              4 -0.56734170D+04  502.2427206    0.0813262  FS
              5 -0.50604077D+04  613.0092552    0.1080494  FS
              6 -0.46470094D+04  413.3983567    0.0816927  FS
              7 -0.43494784D+04  297.5309971    0.0640263  FS
              8 -0.40561789D+04  293.2994459    0.0674332  FS
              9 -0.38636804D+04  192.4985535    0.0474581  FS
             10 -0.36711663D+04  192.5140784    0.0498266  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.72909873D+04    0.0000000    0.0000000  EM
              2 -0.65235877D+04  767.3996409    0.1052532  FS
              3 -0.58531388D+04  670.4489036    0.1027730  FS
              4 -0.53050746D+04  548.0641425    0.0936359  FS
              5 -0.49178762D+04  387.1984292    0.0729864  FS
              6 -0.46367391D+04  281.1370663    0.0571664  FS
              7 -0.43906505D+04  246.0886710    0.0530737  FS
              8 -0.41547407D+04  235.9097479    0.0537300  FS
              9 -0.39428551D+04  211.8856377    0.0509985  FS
             10 -0.37481639D+04  194.6912165    0.0493782  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.66118201D+04    0.0000000    0.0000000  EM
              2 -0.41486941D+04 2463.1260019    0.3725337  EM
              3 -0.41221542D+04   26.5399075    0.0063972  FS
              4 -0.35685888D+04  553.5654551    0.1342903  EM
              5 -0.35100161D+04   58.5726509    0.0164134  EM
              6 -0.34893301D+04   20.6859986    0.0058934  EM
              7 -0.34803082D+04    9.0219060    0.0025856  EM
              8 -0.34757752D+04    4.5329800    0.0013025  EM
              9 -0.34731852D+04    2.5899900    0.0007452  EM
             10 -0.34715461D+04    1.6391531    0.0004719  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.56959181D+04    0.0000000    0.0000000  EM
              2 -0.51000881D+04  595.8299307    0.1046065  FS
              3 -0.46181957D+04  481.8924155    0.0944871  FS
              4 -0.42028226D+04  415.3730607    0.0899427  FS
              5 -0.38113075D+04  391.5151016    0.0931553  FS
              6 -0.36105645D+04  200.7430722    0.0526704  EM
              7 -0.35249343D+04   85.6302038    0.0237166  FS
              8 -0.34875536D+04   37.3806743    0.0106046  FS
              9 -0.34784926D+04    9.0609640    0.0025981  FS
             10 -0.34757673D+04    2.7253535    0.0007835  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.66611165D+04    0.0000000    0.0000000  EM
              2 -0.60485211D+04  612.5953912    0.0919659  FS
              3 -0.54200609D+04  628.4601495    0.1039031  FS
              4 -0.47936163D+04  626.4446495    0.1155789  FS
              5 -0.42810392D+04  512.5771040    0.1069291  FS
              6 -0.39541881D+04  326.8510998    0.0763485  FS
              7 -0.36854465D+04  268.7415844    0.0679638  FS
              8 -0.35273669D+04  158.0795679    0.0428929  EM
              9 -0.34812869D+04   46.0800114    0.0130636  FS
             10 -0.34783302D+04    2.9567695    0.0008493  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.61776478D+04    0.0000000    0.0000000  EM
              2 -0.56192589D+04  558.3888505    0.0903886  FS
              3 -0.52487108D+04  370.5481467    0.0659425  FS
              4 -0.48216106D+04  427.1001288    0.0813724  FS
              5 -0.43721464D+04  449.4641936    0.0932187  FS
              6 -0.40657783D+04  306.3681550    0.0700727  FS
              7 -0.38105862D+04  255.1920888    0.0627659  FS
              8 -0.36101010D+04  200.4852143    0.0526127  FS
              9 -0.35048788D+04  105.2221657    0.0291466  FS
             10 -0.34771869D+04   27.6918719    0.0079009  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.50407946D+04    0.0000000    0.0000000  EM
              2 -0.46572206D+04  383.5739643    0.0760939  FS
              3 -0.39215332D+04  735.6874058    0.1579671  EM
              4 -0.37504728D+04  171.0604032    0.0436208  EM
              5 -0.36540450D+04   96.4277943    0.0257108  EM
              6 -0.35928625D+04   61.1825179    0.0167438  EM
              7 -0.35531141D+04   39.7483703    0.0110631  EM
              8 -0.35270536D+04   26.0604967    0.0073346  EM
              9 -0.35099165D+04   17.1370903    0.0048588  EM
             10 -0.34986247D+04   11.2917834    0.0032171  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.76460404D+04    0.0000000    0.0000000  EM
              2 -0.69687285D+04  677.3119919    0.0885834  FS
              3 -0.63905376D+04  578.1908633    0.0829693  FS
              4 -0.58836509D+04  506.8867017    0.0793183  FS
              5 -0.54687496D+04  414.9012543    0.0705177  FS
              6 -0.50870650D+04  381.6846715    0.0697938  FS
              7 -0.47720098D+04  315.0551911    0.0619326  FS
              8 -0.44953563D+04  276.6534297    0.0579742  FS
              9 -0.42694438D+04  225.9125914    0.0502547  FS
             10 -0.41165547D+04  152.8890640    0.0358101  FS


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4




   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.52775343D+04    0.0000000    0.0000000  EM
              2 -0.46539867D+04  623.5476092    0.1181513  FS
              3 -0.41200421D+04  533.9446011    0.1147284  FS
              4 -0.37568623D+04  363.1797435    0.0881495  FS
              5 -0.35531629D+04  203.6994100    0.0542206  FS
              6 -0.34804237D+04   72.7392589    0.0204717  FS
              7 -0.34648972D+04   15.5264933    0.0044611  FS
              8 -0.34640806D+04    0.8165527    0.0002357  FS
              9 -0.34639021D+04    0.1784805    0.0000515  FS
             10 -0.34638917D+04    0.0104073    0.0000030  FS
             11 -0.34638920D+04   -0.0002248   -0.0000001  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15




   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.66118201D+04    0.0000000    0.0000000  EM
              2 -0.41486941D+04 2463.1260019    0.3725337  EM
              3 -0.41221542D+04   26.5399075    0.0063972  FS
              4 -0.35685888D+04  553.5654551    0.1342903  EM
              5 -0.35100161D+04   58.5726509    0.0164134  EM
              6 -0.34893301D+04   20.6859986    0.0058934  EM
              7 -0.34803082D+04    9.0219060    0.0025856  EM
              8 -0.34757752D+04    4.5329800    0.0013025  EM
              9 -0.34731852D+04    2.5899900    0.0007452  EM
             10 -0.34715461D+04    1.6391531    0.0004719  EM
             11 -0.34704244D+04    1.1216945    0.0003231  EM
             12 -0.34696090D+04    0.8153863    0.0002350  EM
             13 -0.34689873D+04    0.6217199    0.0001792  EM
             14 -0.34684946D+04    0.4926547    0.0001420  EM
             15 -0.34680918D+04    0.4028666    0.0001162  EM
             16 -0.34677536D+04    0.3381320    0.0000975  EM
             17 -0.34674636D+04    0.2900251    0.0000836  EM
             18 -0.34672103D+04    0.2533215    0.0000731  EM
             19 -0.34669856D+04    0.2246513    0.0000648  EM
             20 -0.34667839D+04    0.2017668    0.0000582  EM
             21 -0.34666007D+04    0.1831262    0.0000528  EM
             22 -0.34664331D+04    0.1676468    0.0000484  EM
             23 -0.34662785D+04    0.1545541    0.0000446  EM
             24 -0.34661353D+04    0.1432858    0.0000413  EM
             25 -0.34660018D+04    0.1334288    0.0000385  EM
             26 -0.34658771D+04    0.1246771    0.0000360  EM
             27 -0.34657603D+04    0.1168023    0.0000337  EM
             28 -0.34656507D+04    0.1096333    0.0000316  EM
             29 -0.34655477D+04    0.1030417    0.0000297  EM
             30 -0.34654507D+04    0.0969307    0.0000280  EM
             31 -0.34653595D+04    0.0912276    0.0000263  EM
             32 -0.34652736D+04    0.0858774    0.0000248  EM
             33 -0.34651928D+04    0.0808388    0.0000233  EM
             34 -0.34651167D+04    0.0760803    0.0000220  EM
             35 -0.34650451D+04    0.0715782    0.0000207  EM
             36 -0.34649778D+04    0.0673144    0.0000194  EM
             37 -0.34649145D+04    0.0632746    0.0000183  EM
             38 -0.34648551D+04    0.0594475    0.0000172  EM
             39 -0.34647993D+04    0.0558238    0.0000161  EM
             40 -0.34647469D+04    0.0523959    0.0000151  EM
             41 -0.34646977D+04    0.0491565    0.0000142  EM
             42 -0.34646516D+04    0.0460991    0.0000133  EM
             43 -0.34646084D+04    0.0432176    0.0000125  EM
             44 -0.34645679D+04    0.0405055    0.0000117  EM
             45 -0.34645299D+04    0.0379566    0.0000110  EM
             46 -0.34644944D+04    0.0355645    0.0000103  EM
             47 -0.34644611D+04    0.0333226    0.0000096  EM
             48 -0.34640855D+04    0.3755214    0.0001084  FS
             49 -0.34638951D+04    0.1904353    0.0000550  FS
             50 -0.34638917D+04    0.0033984    0.0000010  FS
             51 -0.34638921D+04   -0.0003774   -0.0000001  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16




   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.56959181D+04    0.0000000    0.0000000  EM
              2 -0.51000881D+04  595.8299307    0.1046065  FS
              3 -0.46181957D+04  481.8924155    0.0944871  FS
              4 -0.42028226D+04  415.3730607    0.0899427  FS
              5 -0.38113075D+04  391.5151016    0.0931553  FS
              6 -0.36105645D+04  200.7430722    0.0526704  EM
              7 -0.35249343D+04   85.6302038    0.0237166  FS
              8 -0.34875536D+04   37.3806743    0.0106046  FS
              9 -0.34784926D+04    9.0609640    0.0025981  FS
             10 -0.34757673D+04    2.7253535    0.0007835  FS
             11 -0.34749251D+04    0.8421310    0.0002423  FS
             12 -0.34747987D+04    0.1264658    0.0000364  EM
             13 -0.34747843D+04    0.0143770    0.0000041  EM
             14 -0.34747788D+04    0.0055000    0.0000016  EM
             15 -0.34747759D+04    0.0029494    0.0000008  EM
             16 -0.34747741D+04    0.0017184    0.0000005  EM
             17 -0.34747731D+04    0.0010406    0.0000003  EM
             18 -0.34747725D+04    0.0006452    0.0000002  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10




   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.44554073D+04    0.0000000    0.0000000  EM
              2 -0.40363846D+04  419.0226324    0.0940481  FS
              3 -0.38774356D+04  158.9490160    0.0393791  FS
              4 -0.37102250D+04  167.2106163    0.0431240  FS
              5 -0.36448405D+04   65.3844609    0.0176228  FS
              6 -0.35279278D+04  116.9127340    0.0320762  FS
              7 -0.34846094D+04   43.3183572    0.0122787  FS
              8 -0.34808925D+04    3.7169713    0.0010667  FS
              9 -0.34775848D+04    3.3076676    0.0009502  EM
             10 -0.34767747D+04    0.8100667    0.0002329  EM
             11 -0.34764652D+04    0.3095626    0.0000890  EM
             12 -0.34763122D+04    0.1529590    0.0000440  EM
             13 -0.34762207D+04    0.0914899    0.0000263  EM
             14 -0.34761592D+04    0.0614922    0.0000177  EM
             15 -0.34761151D+04    0.0441506    0.0000127  EM
             16 -0.34760821D+04    0.0329908    0.0000095  EM
             17 -0.34760567D+04    0.0253398    0.0000073  EM
             18 -0.34760369D+04    0.0198848    0.0000057  EM
             19 -0.34760210D+04    0.0158896    0.0000046  EM
             20 -0.34760081D+04    0.0129037    0.0000037  EM
             21 -0.34759974D+04    0.0106351    0.0000031  EM
             22 -0.34759885D+04    0.0088876    0.0000026  EM
             23 -0.34759810D+04    0.0075254    0.0000022  EM
             24 -0.34759746D+04    0.0064523    0.0000019  EM
             25 -0.34759690D+04    0.0055991    0.0000016  EM
             26 -0.34759641D+04    0.0049148    0.0000014  EM
             27 -0.34759597D+04    0.0043616    0.0000013  EM
             28 -0.34759558D+04    0.0039113    0.0000011  EM
             29 -0.34759522D+04    0.0035420    0.0000010  EM
             30 -0.34759490D+04    0.0032370    0.0000009  EM
             31 -0.34759460D+04    0.0029836    0.0000009  EM
             32 -0.34759432D+04    0.0027714    0.0000008  EM
             33 -0.34759407D+04    0.0025927    0.0000007  EM
             34 -0.34759382D+04    0.0024410    0.0000007  EM
             35 -0.34759359D+04    0.0023114    0.0000007  EM
             36 -0.34759337D+04    0.0021998    0.0000006  EM
             37 -0.34759316D+04    0.0021031    0.0000006  EM
             38 -0.34759296D+04    0.0020185    0.0000006  EM
             39 -0.34759276D+04    0.0019441    0.0000006  EM
             40 -0.34759258D+04    0.0018780    0.0000005  EM
             41 -0.34759239D+04    0.0018189    0.0000005  EM
             42 -0.34759222D+04    0.0017658    0.0000005  EM
             43 -0.34759205D+04    0.0017175    0.0000005  EM
             44 -0.34759188D+04    0.0016734    0.0000005  EM
             45 -0.34759172D+04    0.0016328    0.0000005  EM
             46 -0.34759156D+04    0.0015952    0.0000005  EM
             47 -0.34759140D+04    0.0015602    0.0000004  EM
             48 -0.34759125D+04    0.0015275    0.0000004  EM
             49 -0.34759110D+04    0.0014967    0.0000004  EM
             50 -0.34759095D+04    0.0014675    0.0000004  EM
             51 -0.34759081D+04    0.0014399    0.0000004  EM
             52 -0.34759067D+04    0.0014135    0.0000004  EM
             53 -0.34759053D+04    0.0013883    0.0000004  EM
             54 -0.34759039D+04    0.0013642    0.0000004  EM
             55 -0.34759026D+04    0.0013410    0.0000004  EM
             56 -0.34759012D+04    0.0013186    0.0000004  EM
             57 -0.34758999D+04    0.0012971    0.0000004  EM
             58 -0.34758987D+04    0.0012762    0.0000004  EM
             59 -0.34758974D+04    0.0012560    0.0000004  EM
             60 -0.34758962D+04    0.0012365    0.0000004  EM
             61 -0.34758950D+04    0.0012175    0.0000004  EM
             62 -0.34758938D+04    0.0011991    0.0000003  EM
             63 -0.34758926D+04    0.0011812    0.0000003  EM
             64 -0.34758914D+04    0.0011637    0.0000003  EM
             65 -0.34758903D+04    0.0011468    0.0000003  EM
             66 -0.34758891D+04    0.0011302    0.0000003  EM
             67 -0.34758880D+04    0.0011141    0.0000003  EM
             68 -0.34758869D+04    0.0010984    0.0000003  EM
             69 -0.34758858D+04    0.0010831    0.0000003  EM
             70 -0.34758163D+04    0.0695652    0.0000200  QN
             71 -0.34758080D+04    0.0083112    0.0000024  EM
             72 -0.34758047D+04    0.0032513    0.0000009  EM
             73 -0.34758028D+04    0.0019278    0.0000006  EM
             74 -0.34758014D+04    0.0013368    0.0000004  EM
             75 -0.34758004D+04    0.0010449    0.0000003  EM
             76 -0.34757995D+04    0.0008881    0.0000003  EM


     Beginning Time:  23:15:40
        Ending Time:  23:16:49
       Elapsed Time:  00:01:09



MUTHEN & MUTHEN
3463 Stoner Ave.
Los Angeles, CA  90066

Tel: (310) 391-9971
Fax: (310) 391-8971
Web: www.StatModel.com
Support: Support@StatModel.com

Copyright (c) 1998-2022 Muthen & Muthen

Back to examples