Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:41 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a LCA with a second-order factor (twin analysis)	
  DATA:	FILE IS ex7.18.dat;
  VARIABLE:	NAMES ARE u11-u13 u21-u23;
  	CLASSES = c1(2) c2(2);
  	CATEGORICAL = u11-u23;
  ANALYSIS:	TYPE = MIXTURE;
  	ALGORITHM = INTEGRATION;
  MODEL:
  	%OVERALL%
  	f BY;
  	f@1;
  	c1 c2 ON f*1 (1);
  MODEL c1:
  	%c1#1%
  	[u11$1-u13$1*-1];
  	%c1#2%
  	[u11$1-u13$1*1];
  MODEL c2:
  	%c2#1%
  	[u21$1-u23$1*-1];
  	%c2#2%
  	[u21$1-u23$1*1];
  OUTPUT:	TECH1 TECH8;



*** WARNING in MODEL command
  All variables are uncorrelated with all other variables within class.
  Check that this is what is intended.
   1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS



this is an example of a LCA with a second-order factor (twin analysis)

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        5000

Number of dependent variables                                    6
Number of independent variables                                  0
Number of continuous latent variables                            1
Number of categorical latent variables                           2

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U11         U12         U13         U21         U22         U23

Continuous latent variables
   F

Categorical latent variables
   C1          C2


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

Input data file(s)
  ex7.18.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U11
      Category 1    0.499     2495.000
      Category 2    0.501     2505.000
    U12
      Category 1    0.503     2516.000
      Category 2    0.497     2484.000
    U13
      Category 1    0.505     2525.000
      Category 2    0.495     2475.000
    U21
      Category 1    0.487     2437.000
      Category 2    0.513     2563.000
    U22
      Category 1    0.502     2508.000
      Category 2    0.498     2492.000
    U23
      Category 1    0.488     2440.000
      Category 2    0.512     2560.000


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:

          -20142.956  76974            16
          -20142.956  608496           4
          -20142.956  unperturbed      0
          -20142.956  93468            3



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                       15

Loglikelihood

          H0 Value                      -20142.956
          H0 Scaling Correction Factor      1.0035
            for MLR

Information Criteria

          Akaike (AIC)                   40315.911
          Bayesian (BIC)                 40413.669
          Sample-Size Adjusted BIC       40366.004
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                             42.946
          Degrees of Freedom                    48
          P-Value                           0.6795

          Likelihood Ratio Chi-Square

          Value                             43.600
          Degrees of Freedom                    48
          P-Value                           0.6535



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   C1  C2

  Latent Class Variable Patterns

         C1        C2
      Class     Class

         1         1
         1         2
         2         1
         2         2


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

  Latent Class
    Pattern

    1  1       1290.97710          0.25820
    1  2       1144.50281          0.22890
    2  1       1004.92097          0.20098
    2  2       1559.59912          0.31192


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

  Latent Class
    Variable    Class

    C1             1      2435.47998          0.48710
                   2      2564.52002          0.51290
    C2             1      2295.89795          0.45918
                   2      2704.10181          0.54082


LATENT TRANSITION PROBABILITIES BASED ON THE ESTIMATED MODEL

  C1 Classes (Rows) by C2 Classes (Columns)

            1        2

   1     0.530    0.470
   2     0.392    0.608


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

  Latent Class
    Pattern

    1  1       1290.88859          0.25818
    1  2       1144.82693          0.22897
    2  1       1005.20138          0.20104
    2  2       1559.08309          0.31182


FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES

  Latent Class
    Variable    Class

    C1             1      2435.71558          0.48714
                   2      2564.28442          0.51286
    C2             1      2296.08984          0.45922
                   2      2703.90991          0.54078


CLASSIFICATION QUALITY

     Entropy                         0.407


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

    1  1             1289          0.25780
    1  2             1219          0.24380
    2  1             1150          0.23000
    2  2             1342          0.26840


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

  Latent Class Variable Patterns

  Latent Class         C1        C2
   Pattern No.      Class     Class

         1             1         1
         2             1         2
         3             2         1
         4             2         2

           1        2        3        4

    1   0.701    0.136    0.121    0.041
    2   0.140    0.639    0.025    0.196
    3   0.158    0.032    0.599    0.211
    4   0.026    0.115    0.097    0.763


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
FOR EACH LATENT CLASS VARIABLE

  Latent Class
    Variable    Class

    C1             1            2508          0.50160
                   2            2492          0.49840
    C2             1            2439          0.48780
                   2            2561          0.51220


MODEL RESULTS

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

Latent Class Pattern 1 1

 Thresholds
    U11$1              1.012      0.104      9.691      0.000
    U12$1              1.080      0.110      9.780      0.000
    U13$1              1.054      0.108      9.745      0.000
    U21$1              0.992      0.103      9.620      0.000
    U22$1              1.287      0.139      9.277      0.000
    U23$1              0.976      0.102      9.556      0.000

 Variances
    F                  1.000      0.000    999.000    999.000

Latent Class Pattern 1 2

 Thresholds
    U11$1              1.012      0.104      9.691      0.000
    U12$1              1.080      0.110      9.780      0.000
    U13$1              1.054      0.108      9.745      0.000
    U21$1             -0.935      0.092    -10.162      0.000
    U22$1             -1.035      0.106     -9.808      0.000
    U23$1             -0.917      0.090    -10.208      0.000

 Variances
    F                  1.000      0.000    999.000    999.000

Latent Class Pattern 2 1

 Thresholds
    U11$1             -0.963      0.100     -9.646      0.000
    U12$1             -0.984      0.103     -9.542      0.000
    U13$1             -0.943      0.098     -9.645      0.000
    U21$1              0.992      0.103      9.620      0.000
    U22$1              1.287      0.139      9.277      0.000
    U23$1              0.976      0.102      9.556      0.000

 Variances
    F                  1.000      0.000    999.000    999.000

Latent Class Pattern 2 2

 Thresholds
    U11$1             -0.963      0.100     -9.646      0.000
    U12$1             -0.984      0.103     -9.542      0.000
    U13$1             -0.943      0.098     -9.645      0.000
    U21$1             -0.935      0.092    -10.162      0.000
    U22$1             -1.035      0.106     -9.808      0.000
    U23$1             -0.917      0.090    -10.208      0.000

 Variances
    F                  1.000      0.000    999.000    999.000

Categorical Latent Variables

 C1#1       ON
    F                  0.860      0.124      6.948      0.000

 C2#1       ON
    F                  0.860      0.124      6.948      0.000

 Intercepts
    C1#1              -0.060      0.155     -0.385      0.701
    C2#1              -0.190      0.153     -1.238      0.216


RESULTS IN PROBABILITY SCALE

Latent Class Pattern 1 1

 U11
    Category 1         0.733      0.020     35.922      0.000
    Category 2         0.267      0.020     13.058      0.000
 U12
    Category 1         0.747      0.021     35.720      0.000
    Category 2         0.253      0.021     12.124      0.000
 U13
    Category 1         0.741      0.021     35.776      0.000
    Category 2         0.259      0.021     12.473      0.000
 U21
    Category 1         0.730      0.020     35.849      0.000
    Category 2         0.270      0.020     13.293      0.000
 U22
    Category 1         0.784      0.024     33.315      0.000
    Category 2         0.216      0.024      9.202      0.000
 U23
    Category 1         0.726      0.020     35.774      0.000
    Category 2         0.274      0.020     13.480      0.000

Latent Class Pattern 1 2

 U11
    Category 1         0.733      0.020     35.922      0.000
    Category 2         0.267      0.020     13.058      0.000
 U12
    Category 1         0.747      0.021     35.720      0.000
    Category 2         0.253      0.021     12.124      0.000
 U13
    Category 1         0.741      0.021     35.776      0.000
    Category 2         0.259      0.021     12.473      0.000
 U21
    Category 1         0.282      0.019     15.125      0.000
    Category 2         0.718      0.019     38.546      0.000
 U22
    Category 1         0.262      0.020     12.846      0.000
    Category 2         0.738      0.020     36.155      0.000
 U23
    Category 1         0.286      0.018     15.587      0.000
    Category 2         0.714      0.018     38.985      0.000

Latent Class Pattern 2 1

 U11
    Category 1         0.276      0.020     13.847      0.000
    Category 2         0.724      0.020     36.258      0.000
 U12
    Category 1         0.272      0.020     13.315      0.000
    Category 2         0.728      0.020     35.633      0.000
 U13
    Category 1         0.280      0.020     14.219      0.000
    Category 2         0.720      0.020     36.496      0.000
 U21
    Category 1         0.730      0.020     35.849      0.000
    Category 2         0.270      0.020     13.293      0.000
 U22
    Category 1         0.784      0.024     33.315      0.000
    Category 2         0.216      0.024      9.202      0.000
 U23
    Category 1         0.726      0.020     35.774      0.000
    Category 2         0.274      0.020     13.480      0.000

Latent Class Pattern 2 2

 U11
    Category 1         0.276      0.020     13.847      0.000
    Category 2         0.724      0.020     36.258      0.000
 U12
    Category 1         0.272      0.020     13.315      0.000
    Category 2         0.728      0.020     35.633      0.000
 U13
    Category 1         0.280      0.020     14.219      0.000
    Category 2         0.720      0.020     36.496      0.000
 U21
    Category 1         0.282      0.019     15.125      0.000
    Category 2         0.718      0.019     38.546      0.000
 U22
    Category 1         0.262      0.020     12.846      0.000
    Category 2         0.738      0.020     36.155      0.000
 U23
    Category 1         0.286      0.018     15.587      0.000
    Category 2         0.714      0.018     38.985      0.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class Pattern 1 1 Compared to Latent Class Pattern 1 2

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       0.146      0.017      8.563      0.000
 U22
    Category > 1       0.098      0.014      6.846      0.000
 U23
    Category > 1       0.151      0.017      8.663      0.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 2 1

 U11
    Category > 1       0.139      0.017      8.214      0.000
 U12
    Category > 1       0.127      0.016      7.953      0.000
 U13
    Category > 1       0.136      0.017      8.222      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 2 2

 U11
    Category > 1       0.139      0.017      8.214      0.000
 U12
    Category > 1       0.127      0.016      7.953      0.000
 U13
    Category > 1       0.136      0.017      8.222      0.000
 U21
    Category > 1       0.146      0.017      8.563      0.000
 U22
    Category > 1       0.098      0.014      6.846      0.000
 U23
    Category > 1       0.151      0.017      8.663      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 2 1

 U11
    Category > 1       0.139      0.017      8.214      0.000
 U12
    Category > 1       0.127      0.016      7.953      0.000
 U13
    Category > 1       0.136      0.017      8.222      0.000
 U21
    Category > 1       6.873      0.803      8.563      0.000
 U22
    Category > 1      10.190      1.488      6.846      0.000
 U23
    Category > 1       6.638      0.766      8.663      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 2 2

 U11
    Category > 1       0.139      0.017      8.214      0.000
 U12
    Category > 1       0.127      0.016      7.953      0.000
 U13
    Category > 1       0.136      0.017      8.222      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 2 1 Compared to Latent Class Pattern 2 2

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       0.146      0.017      8.563      0.000
 U22
    Category > 1       0.098      0.014      6.846      0.000
 U23
    Category > 1       0.151      0.017      8.663      0.000


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C1#1     ON
    F                  2.364

 C2#1     ON
    F                  2.364


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.222E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 1


           NU
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U23
              ________
 1                  0


           LAMBDA
              F
              ________
 U11                0
 U12                0
 U13                0
 U21                0
 U22                0
 U23                0


           THETA
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U21                0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0


           THETA
              U23
              ________
 U23                0


           ALPHA
              F
              ________
 1                  0


           BETA
              F
              ________
 F                  0


           PSI
              F
              ________
 F                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 2


           NU
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U23
              ________
 1                  0


           LAMBDA
              F
              ________
 U11                0
 U12                0
 U13                0
 U21                0
 U22                0
 U23                0


           THETA
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U21                0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0


           THETA
              U23
              ________
 U23                0


           ALPHA
              F
              ________
 1                  0


           BETA
              F
              ________
 F                  0


           PSI
              F
              ________
 F                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 1


           NU
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U23
              ________
 1                  0


           LAMBDA
              F
              ________
 U11                0
 U12                0
 U13                0
 U21                0
 U22                0
 U23                0


           THETA
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U21                0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0


           THETA
              U23
              ________
 U23                0


           ALPHA
              F
              ________
 1                  0


           BETA
              F
              ________
 F                  0


           PSI
              F
              ________
 F                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 2


           NU
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U23
              ________
 1                  0


           LAMBDA
              F
              ________
 U11                0
 U12                0
 U13                0
 U21                0
 U22                0
 U23                0


           THETA
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U21                0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0


           THETA
              U23
              ________
 U23                0


           ALPHA
              F
              ________
 1                  0


           BETA
              F
              ________
 F                  0


           PSI
              F
              ________
 F                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U21$1         U22$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U23$1
              ________
 1                  6


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U21$1         U22$1
              ________      ________      ________      ________      ________
 1                  1             2             3             7             8


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U23$1
              ________
 1                  9


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U21$1         U22$1
              ________      ________      ________      ________      ________
 1                 10            11            12             4             5


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U23$1
              ________
 1                  6


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U21$1         U22$1
              ________      ________      ________      ________      ________
 1                 10            11            12             7             8


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U23$1
              ________
 1                  9


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C2#1          C2#2
              ________      ________      ________      ________
 1                 13             0            14             0


           GAMMA(C)
              F
              ________
 C1#1              15
 C1#2               0
 C2#1              15
 C2#2               0


     STARTING VALUES FOR LATENT CLASS PATTERN 1 1


           NU
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U23
              ________
 1              0.000


           LAMBDA
              F
              ________
 U11            0.000
 U12            0.000
 U13            0.000
 U21            0.000
 U22            0.000
 U23            0.000


           THETA
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U21            0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         1.000
 U23            0.000         0.000         0.000         0.000         0.000


           THETA
              U23
              ________
 U23            1.000


           ALPHA
              F
              ________
 1              0.000


           BETA
              F
              ________
 F              0.000


           PSI
              F
              ________
 F              1.000


     STARTING VALUES FOR LATENT CLASS PATTERN 1 2


           NU
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U23
              ________
 1              0.000


           LAMBDA
              F
              ________
 U11            0.000
 U12            0.000
 U13            0.000
 U21            0.000
 U22            0.000
 U23            0.000


           THETA
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U21            0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         1.000
 U23            0.000         0.000         0.000         0.000         0.000


           THETA
              U23
              ________
 U23            1.000


           ALPHA
              F
              ________
 1              0.000


           BETA
              F
              ________
 F              0.000


           PSI
              F
              ________
 F              1.000


     STARTING VALUES FOR LATENT CLASS PATTERN 2 1


           NU
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U23
              ________
 1              0.000


           LAMBDA
              F
              ________
 U11            0.000
 U12            0.000
 U13            0.000
 U21            0.000
 U22            0.000
 U23            0.000


           THETA
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U21            0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         1.000
 U23            0.000         0.000         0.000         0.000         0.000


           THETA
              U23
              ________
 U23            1.000


           ALPHA
              F
              ________
 1              0.000


           BETA
              F
              ________
 F              0.000


           PSI
              F
              ________
 F              1.000


     STARTING VALUES FOR LATENT CLASS PATTERN 2 2


           NU
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U23
              ________
 1              0.000


           LAMBDA
              F
              ________
 U11            0.000
 U12            0.000
 U13            0.000
 U21            0.000
 U22            0.000
 U23            0.000


           THETA
              U11           U12           U13           U21           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U21            0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         1.000
 U23            0.000         0.000         0.000         0.000         0.000


           THETA
              U23
              ________
 U23            1.000


           ALPHA
              F
              ________
 1              0.000


           BETA
              F
              ________
 F              0.000


           PSI
              F
              ________
 F              1.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U21$1         U22$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U23$1
              ________
 1             -1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U21$1         U22$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U23$1
              ________
 1              1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U21$1         U22$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U23$1
              ________
 1             -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U21$1         U22$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U23$1
              ________
 1              1.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C2#1          C2#2
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           GAMMA(C)
              F
              ________
 C1#1           1.000
 C1#2           0.000
 C2#1           1.000
 C2#2           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 -0.20150468D+05    0.0000000    0.0000000   1474.415  1019.698    EM
                                                   1065.829  1440.057
     2 -0.20145955D+05    4.5126575    0.0002239   1473.299  1020.358    EM
                                                   1068.881  1437.461
     3 -0.20145216D+05    0.7391764    0.0000367   1474.051  1020.868    EM
                                                   1071.714  1433.367


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22783002D+05    0.0000000    0.0000000   2850.396   572.764    EM
                                                   1059.934   516.906
     2 -0.20695841D+05 2087.1614681    0.0916105   2629.483   654.280    EM
                                                   1102.876   613.360
     3 -0.20588802D+05  107.0388973    0.0051720   2586.195   688.577    EM
                                                   1081.577   643.651
     4 -0.20534199D+05   54.6023412    0.0026520   2562.100   716.341    EM
                                                   1060.172   661.387
     5 -0.20511501D+05   22.6986149    0.0011054   2547.712   735.184    EM
                                                   1044.850   672.254
     6 -0.20503198D+05    8.3029933    0.0004048   2538.486   747.522    EM
                                                   1034.497   679.496
     7 -0.20499669D+05    3.5286879    0.0001721   2531.519   756.169    EM
                                                   1027.045   685.268
     8 -0.20497331D+05    2.3377212    0.0001140   2525.426   762.881    EM
                                                   1021.013   690.679
     9 -0.20494796D+05    2.5350866    0.0001237   2519.559   768.510    EM
                                                   1015.627   696.304
    10 -0.20491020D+05    3.7758610    0.0001842   2513.448   773.373    EM
                                                   1010.659   702.520


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28933722D+05    0.0000000    0.0000000   1219.300   226.464    EM
                                                    787.340  2766.896
     2 -0.21007654D+05 7926.0672306    0.2739387   1696.184   204.447    EM
                                                    845.063  2254.307
     3 -0.20779745D+05  227.9091587    0.0108489   1808.435   202.305    EM
                                                    853.568  2135.692
     4 -0.20651023D+05  128.7221269    0.0061946   1830.978   204.284    EM
                                                    852.871  2111.867
     5 -0.20521671D+05  129.3519093    0.0062637   1836.078   210.266    EM
                                                    856.198  2097.458
     6 -0.20406907D+05  114.7643282    0.0055923   1830.899   221.206    EM
                                                    868.602  2079.293
     7 -0.20328947D+05   77.9599554    0.0038203   1817.681   236.726    EM
                                                    890.516  2055.077
     8 -0.20286960D+05   41.9864593    0.0020654   1799.575   254.559    EM
                                                    918.683  2027.183
     9 -0.20265752D+05   21.2087960    0.0010454   1780.011   272.394    EM
                                                    948.637  1998.959
    10 -0.20253311D+05   12.4406510    0.0006139   1760.520   289.803    EM
                                                    978.145  1971.532


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26403003D+05    0.0000000    0.0000000   1374.085  1880.695    EM
                                                    734.463  1010.756
     2 -0.20647715D+05 5755.2877132    0.2179785   1367.317  1876.153    EM
                                                    736.041  1020.490
     3 -0.20550255D+05   97.4600526    0.0047201   1383.660  1861.920    EM
                                                    740.548  1013.873
     4 -0.20490766D+05   59.4883712    0.0028948   1397.506  1845.432    EM
                                                    745.791  1011.271
     5 -0.20450836D+05   39.9302499    0.0019487   1407.587  1826.678    EM
                                                    751.799  1013.936
     6 -0.20410295D+05   40.5407994    0.0019824   1413.347  1803.743    EM
                                                    759.909  1023.001
     7 -0.20356665D+05   53.6301950    0.0026276   1414.285  1775.238    EM
                                                    771.532  1038.944
     8 -0.20290894D+05   65.7716679    0.0032310   1411.018  1742.703    EM
                                                    786.614  1059.664
     9 -0.20229180D+05   61.7131705    0.0030414   1406.061  1710.887    EM
                                                    802.923  1080.129
    10 -0.20188680D+05   40.5001503    0.0020021   1402.109  1684.027    EM
                                                    817.893  1095.971


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24592891D+05    0.0000000    0.0000000   2261.072  1476.631    EM
                                                    726.535   535.762
     2 -0.20819069D+05 3773.8225001    0.1534518   2362.142  1592.723    EM
                                                    613.281   431.855
     3 -0.20652304D+05  166.7644053    0.0080102   2346.916  1604.021    EM
                                                    608.109   440.954
     4 -0.20507338D+05  144.9665302    0.0070194   2310.032  1604.478    EM
                                                    619.541   465.949
     5 -0.20382758D+05  124.5797357    0.0060749   2262.120  1591.593    EM
                                                    644.690   501.596
     6 -0.20290258D+05   92.5002586    0.0045382   2213.325  1570.893    EM
                                                    675.932   539.850
     7 -0.20234205D+05   56.0530743    0.0027626   2171.684  1551.541    EM
                                                    703.859   572.916
     8 -0.20207325D+05   26.8796456    0.0013284   2139.389  1538.180    EM
                                                    724.277   598.154
     9 -0.20196025D+05   11.2997764    0.0005592   2114.039  1530.308    EM
                                                    738.324   617.329
    10 -0.20190671D+05    5.3542321    0.0002651   2092.540  1525.833    EM
                                                    748.555   633.071


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23033394D+05    0.0000000    0.0000000   1657.263   504.181    EM
                                                   2186.749   651.808
     2 -0.20427016D+05 2606.3787246    0.1131565   1608.731   570.139    EM
                                                   2117.104   704.026
     3 -0.20298753D+05  128.2624306    0.0062791   1586.988   595.590    EM
                                                   2095.847   721.576
     4 -0.20261069D+05   37.6842810    0.0018565   1570.672   607.854    EM
                                                   2088.906   732.567
     5 -0.20250373D+05   10.6963888    0.0005279   1560.034   611.043    EM
                                                   2091.280   737.642
     6 -0.20246517D+05    3.8560328    0.0001904   1552.780   609.639    EM
                                                   2098.215   739.366
     7 -0.20244066D+05    2.4502515    0.0001210   1547.191   606.270    EM
                                                   2107.004   739.535
     8 -0.20241786D+05    2.2804717    0.0001126   1542.389   602.217    EM
                                                   2116.313   739.082
     9 -0.20239416D+05    2.3695360    0.0001171   1538.004   598.065    EM
                                                   2125.498   738.432
    10 -0.20236900D+05    2.5160688    0.0001243   1533.921   594.088    EM
                                                   2134.227   737.765


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26787471D+05    0.0000000    0.0000000    916.461  1078.887    EM
                                                    835.764  2168.888
     2 -0.20491820D+05 6295.6509450    0.2350222    800.806  1098.880    EM
                                                    820.053  2280.261
     3 -0.20343301D+05  148.5188606    0.0072477    765.496  1097.797    EM
                                                    858.158  2278.550
     4 -0.20295041D+05   48.2598782    0.0023723    742.296  1103.130    EM
                                                    894.499  2260.075
     5 -0.20270118D+05   24.9232344    0.0012280    724.048  1109.400    EM
                                                    925.600  2240.953
     6 -0.20254043D+05   16.0746820    0.0007930    709.493  1115.475    EM
                                                    952.079  2222.953
     7 -0.20242062D+05   11.9807096    0.0005915    698.102  1121.189    EM
                                                    975.002  2205.707
     8 -0.20232341D+05    9.7215496    0.0004803    689.453  1126.651    EM
                                                    995.141  2188.755
     9 -0.20224066D+05    8.2744602    0.0004090    683.194  1132.043    EM
                                                   1012.993  2171.770
    10 -0.20216826D+05    7.2400657    0.0003580    679.030  1137.548    EM
                                                   1028.881  2154.541


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32298481D+05    0.0000000    0.0000000   1816.527  1022.948    EM
                                                    667.047  1493.477
     2 -0.20979016D+05 ************    0.3504643   1586.841   819.805    EM
                                                    836.992  1756.361
     3 -0.20533796D+05  445.2201399    0.0212222   1480.370   764.753    EM
                                                    909.462  1845.415
     4 -0.20408734D+05  125.0623799    0.0060906   1427.874   769.130    EM
                                                    945.223  1857.773
     5 -0.20341113D+05   67.6210038    0.0033133   1392.439   797.523    EM
                                                    970.468  1839.569
     6 -0.20294067D+05   47.0459047    0.0023128   1362.907   833.061    EM
                                                    991.790  1812.242
     7 -0.20262250D+05   31.8167547    0.0015678   1337.685   867.524    EM
                                                   1009.403  1785.388
     8 -0.20242018D+05   20.2316642    0.0009985   1316.763   897.827    EM
                                                   1023.086  1762.324
     9 -0.20229129D+05   12.8888014    0.0006367   1299.768   923.654    EM
                                                   1033.245  1743.332
    10 -0.20220397D+05    8.7325476    0.0004317   1286.026   945.702    EM
                                                   1040.583  1727.689


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28105530D+05    0.0000000    0.0000000   2849.236   784.983    EM
                                                    752.847   612.934
     2 -0.20358482D+05 7747.0478431    0.2756414   2716.221  1066.914    EM
                                                    715.325   501.541
     3 -0.20265654D+05   92.8282624    0.0045597   2727.654  1062.830    EM
                                                    716.988   492.528
     4 -0.20251722D+05   13.9317014    0.0006875   2745.246  1053.828    EM
                                                    717.751   483.175
     5 -0.20244614D+05    7.1079474    0.0003510   2759.567  1043.600    EM
                                                    721.013   475.821
     6 -0.20239926D+05    4.6882872    0.0002316   2770.348  1032.484    EM
                                                    726.698   470.470
     7 -0.20236416D+05    3.5096074    0.0001734   2778.227  1020.764    EM
                                                    734.300   466.709
     8 -0.20233575D+05    2.8406418    0.0001404   2783.777  1008.716    EM
                                                    743.322   464.186
     9 -0.20231142D+05    2.4332174    0.0001203   2787.418   996.574    EM
                                                    753.365   462.642
    10 -0.20228964D+05    2.1787575    0.0001077   2789.446   984.521    EM
                                                    764.129   461.903


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34920487D+05    0.0000000    0.0000000   1415.928   814.494    EM
                                                   1160.963  1608.615
     2 -0.20332185D+05 ************    0.4177577   1207.079   797.385    EM
                                                   1356.212  1639.325
     3 -0.20229938D+05  102.2471512    0.0050288   1188.988   790.726    EM
                                                   1368.667  1651.619
     4 -0.20214808D+05   15.1304300    0.0007479   1188.069   793.753    EM
                                                   1371.807  1646.371
     5 -0.20208173D+05    6.6352070    0.0003282   1191.406   799.703    EM
                                                   1372.302  1636.589
     6 -0.20204111D+05    4.0610907    0.0002010   1196.093   806.253    EM
                                                   1371.795  1625.858
     7 -0.20201217D+05    2.8949497    0.0001433   1201.451   812.730    EM
                                                   1370.741  1615.078
     8 -0.20198923D+05    2.2935231    0.0001135   1207.269   818.913    EM
                                                   1369.322  1604.496
     9 -0.20196959D+05    1.9641647    0.0000972   1213.448   824.726    EM
                                                   1367.641  1594.185
    10 -0.20195179D+05    1.7803265    0.0000881   1219.924   830.145    EM
                                                   1365.766  1584.165


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28588803D+05    0.0000000    0.0000000   3017.105  1158.589    EM
                                                     79.498   744.808
     2 -0.20454177D+05 8134.6258910    0.2845389   2843.288  1247.969    EM
                                                     94.917   813.826
     3 -0.20317687D+05  136.4908133    0.0066730   2731.542  1295.129    EM
                                                    105.241   868.087
     4 -0.20282727D+05   34.9596506    0.0017207   2669.390  1327.104    EM
                                                    113.414   890.091
     5 -0.20270177D+05   12.5501516    0.0006188   2631.870  1351.754    EM
                                                    121.189   895.186
     6 -0.20262896D+05    7.2807471    0.0003592   2604.523  1372.489    EM
                                                    129.518   893.470
     7 -0.20257087D+05    5.8085380    0.0002867   2581.171  1390.415    EM
                                                    138.783   889.630
     8 -0.20251784D+05    5.3032729    0.0002618   2559.412  1406.036    EM
                                                    149.061   885.490
     9 -0.20246687D+05    5.0967678    0.0002517   2538.334  1419.626    EM
                                                    160.359   881.681
    10 -0.20241695D+05    4.9927188    0.0002466   2517.608  1431.359    EM
                                                    172.635   878.398


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24396035D+05    0.0000000    0.0000000   1873.142   335.586    EM
                                                    469.870  2321.402
     2 -0.20565398D+05 3830.6362769    0.1570188   2114.468   319.030    EM
                                                    531.071  2035.431
     3 -0.20472769D+05   92.6293713    0.0045041   2211.191   309.419    EM
                                                    546.033  1933.357
     4 -0.20437543D+05   35.2259550    0.0017206   2240.466   308.734    EM
                                                    552.804  1897.996
     5 -0.20409783D+05   27.7601069    0.0013583   2241.709   314.275    EM
                                                    563.618  1880.398
     6 -0.20382892D+05   26.8905545    0.0013175   2231.088   324.441    EM
                                                    578.660  1865.811
     7 -0.20356533D+05   26.3594785    0.0012932   2213.929   339.554    EM
                                                    597.192  1849.324
     8 -0.20330922D+05   25.6110853    0.0012581   2193.153   356.716    EM
                                                    620.043  1830.088
     9 -0.20307346D+05   23.5754030    0.0011596   2169.390   375.974    EM
                                                    647.119  1807.517
    10 -0.20286811D+05   20.5359464    0.0010113   2143.677   396.916    EM
                                                    676.956  1782.452


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21429533D+05    0.0000000    0.0000000   2286.519   967.210    EM
                                                    525.736  1220.535
     2 -0.20569327D+05  860.2050763    0.0401411   2334.945  1360.735    EM
                                                    551.671   752.649
     3 -0.20499281D+05   70.0463645    0.0034054   2356.901  1348.701    EM
                                                    551.620   742.778
     4 -0.20446662D+05   52.6192772    0.0025669   2351.050  1329.618    EM
                                                    567.935   751.397
     5 -0.20383712D+05   62.9501005    0.0030787   2331.546  1306.574    EM
                                                    595.921   765.960
     6 -0.20316814D+05   66.8977939    0.0032819   2304.479  1282.423    EM
                                                    631.318   781.781
     7 -0.20261620D+05   55.1940595    0.0027167   2277.707  1260.500    EM
                                                    666.719   795.075
     8 -0.20227091D+05   34.5291585    0.0017042   2256.475  1242.583    EM
                                                    696.294   804.648
     9 -0.20208789D+05   18.3017242    0.0009048   2240.864  1228.587    EM
                                                    718.916   811.634
    10 -0.20198370D+05   10.4193565    0.0005156   2228.550  1217.645    EM
                                                    736.235   817.571


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.38884902D+05    0.0000000    0.0000000   2626.678  1514.242    EM
                                                    465.113   393.968
     2 -0.20432682D+05 ************    0.4745343   2775.623  1439.560    EM
                                                    465.300   319.517
     3 -0.20301240D+05  131.4411139    0.0064329   2743.797  1414.011    EM
                                                    514.320   327.872
     4 -0.20267335D+05   33.9048913    0.0016701   2712.957  1396.558    EM
                                                    554.663   335.822
     5 -0.20253587D+05   13.7485416    0.0006784   2692.594  1383.116    EM
                                                    584.447   339.843
     6 -0.20247158D+05    6.4288188    0.0003174   2679.717  1372.545    EM
                                                    606.394   341.344
     7 -0.20243335D+05    3.8233453    0.0001888   2671.074  1363.835    EM
                                                    623.469   341.622
     8 -0.20240448D+05    2.8870981    0.0001426   2664.500  1356.265    EM
                                                    637.752   341.482
     9 -0.20237946D+05    2.5021174    0.0001236   2658.735  1349.414    EM
                                                    650.489   341.361
    10 -0.20235644D+05    2.3012735    0.0001137   2653.082  1343.064    EM
                                                    662.372   341.482


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.40479423D+05    0.0000000    0.0000000   1543.097  1449.217    EM
                                                    982.646  1025.040
     2 -0.20377314D+05 ************    0.4966007   1549.474  1443.535    EM
                                                    974.877  1032.115
     3 -0.20303732D+05   73.5816305    0.0036110   1551.111  1440.455    EM
                                                    972.056  1036.377
     4 -0.20286143D+05   17.5892039    0.0008663   1552.759  1440.387    EM
                                                    969.204  1037.649
     5 -0.20280342D+05    5.8007632    0.0002859   1554.690  1441.887    EM
                                                    966.031  1037.392
     6 -0.20276949D+05    3.3930765    0.0001673   1556.479  1443.809    EM
                                                    962.959  1036.753
     7 -0.20273985D+05    2.9638334    0.0001462   1557.814  1445.534    EM
                                                    960.298  1036.353
     8 -0.20271063D+05    2.9223816    0.0001441   1558.526  1446.762    EM
                                                    958.218  1036.493
     9 -0.20268131D+05    2.9317930    0.0001446   1558.531  1447.354    EM
                                                    956.802  1037.313
    10 -0.20265215D+05    2.9153975    0.0001438   1557.799  1447.257    EM
                                                    956.077  1038.867


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34899302D+05    0.0000000    0.0000000   1705.426  2294.920    EM
                                                    120.426   879.228
     2 -0.20308688D+05 ************    0.4180775   1491.517  2516.420    EM
                                                    147.913   844.149
     3 -0.20247873D+05   60.8157938    0.0029946   1459.871  2526.953    EM
                                                    156.694   856.483
     4 -0.20238573D+05    9.2996377    0.0004593   1450.011  2528.183    EM
                                                    162.446   859.361
     5 -0.20233917D+05    4.6555529    0.0002300   1443.711  2526.751    EM
                                                    168.069   861.469
     6 -0.20230527D+05    3.3900440    0.0001675   1438.410  2523.018    EM
                                                    173.863   864.709
     7 -0.20227604D+05    2.9232194    0.0001445   1433.741  2517.128    EM
                                                    179.912   869.219
     8 -0.20224894D+05    2.7098024    0.0001340   1429.671  2509.245    EM
                                                    186.235   874.849
     9 -0.20222303D+05    2.5910327    0.0001281   1426.208  2499.539    EM
                                                    192.831   881.422
    10 -0.20219790D+05    2.5136583    0.0001243   1423.357  2488.173    EM
                                                    199.691   888.779


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24456231D+05    0.0000000    0.0000000   1725.086  1221.495    EM
                                                   1000.888  1052.531
     2 -0.20658157D+05 3798.0745013    0.1553009   1738.242  1208.886    EM
                                                   1002.732  1050.140
     3 -0.20467302D+05  190.8550743    0.0092387   1727.347  1202.183    EM
                                                   1005.153  1065.317
     4 -0.20331121D+05  136.1811879    0.0066536   1713.568  1200.459    EM
                                                   1005.920  1080.053
     5 -0.20243260D+05   87.8609152    0.0043215   1700.582  1201.311    EM
                                                   1005.878  1092.229
     6 -0.20197497D+05   45.7623368    0.0022606   1689.616  1202.163    EM
                                                   1005.854  1102.367
     7 -0.20177152D+05   20.3452574    0.0010073   1680.259  1202.173    EM
                                                   1005.980  1111.588
     8 -0.20167570D+05    9.5825372    0.0004749   1671.690  1201.539    EM
                                                   1006.162  1120.609
     9 -0.20161918D+05    5.6512518    0.0002802   1663.375  1200.602    EM
                                                   1006.338  1129.685
    10 -0.20157963D+05    3.9553431    0.0001962   1655.098  1199.571    EM
                                                   1006.496  1138.834


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34352785D+05    0.0000000    0.0000000    563.332  2335.586    EM
                                                     31.723  2069.359
     2 -0.21005967D+05 ************    0.3885221    592.957  2285.593    EM
                                                    130.788  1990.662
     3 -0.20623824D+05  382.1432968    0.0181921    659.544  2264.984    EM
                                                    136.843  1938.629
     4 -0.20418074D+05  205.7500002    0.0099763    711.330  2213.386    EM
                                                    153.086  1922.198
     5 -0.20294105D+05  123.9690485    0.0060715    746.937  2164.313    EM
                                                    173.642  1915.107
     6 -0.20233304D+05   60.8011661    0.0029960    767.446  2129.564    EM
                                                    192.713  1910.276
     7 -0.20208688D+05   24.6156556    0.0012166    779.253  2106.022    EM
                                                    208.261  1906.464
     8 -0.20198858D+05    9.8298970    0.0004864    787.190  2088.566    EM
                                                    220.879  1903.366
     9 -0.20193993D+05    4.8655880    0.0002409    793.638  2073.895    EM
                                                    231.746  1900.721
    10 -0.20190785D+05    3.2078064    0.0001588    799.605  2060.315    EM
                                                    241.741  1898.340


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32164610D+05    0.0000000    0.0000000   2495.580   295.431    EM
                                                   1106.580  1102.410
     2 -0.20630650D+05 ************    0.3585916   2434.273   331.062    EM
                                                   1275.710   958.955
     3 -0.20442193D+05  188.4570611    0.0091348   2412.803   350.650    EM
                                                   1306.459   930.088
     4 -0.20371558D+05   70.6349905    0.0034554   2377.583   374.305    EM
                                                   1343.115   904.997
     5 -0.20331821D+05   39.7365072    0.0019506   2340.732   399.852    EM
                                                   1378.566   880.850
     6 -0.20305958D+05   25.8631609    0.0012721   2305.003   425.976    EM
                                                   1410.293   858.727
     7 -0.20287511D+05   18.4470682    0.0009085   2270.928   452.079    EM
                                                   1437.779   839.214
     8 -0.20273268D+05   14.2432542    0.0007021   2238.557   477.812    EM
                                                   1461.276   822.355
     9 -0.20261609D+05   11.6586519    0.0005751   2207.842   502.929    EM
                                                   1481.263   807.967
    10 -0.20251735D+05    9.8742006    0.0004873   2178.710   527.255    EM
                                                   1498.217   795.818


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.41624918D+05    0.0000000    0.0000000   2131.584  2441.517    EM
                                                    119.008   307.891
     2 -0.20730783D+05 ************    0.5019622   1978.337  2518.326    EM
                                                    136.609   366.729
     3 -0.20477114D+05  253.6686128    0.0122363   1956.971  2461.445    EM
                                                    159.119   422.466
     4 -0.20342224D+05  134.8904220    0.0065874   1940.028  2389.557    EM
                                                    188.658   481.757
     5 -0.20268790D+05   73.4334825    0.0036099   1923.855  2326.155    EM
                                                    217.902   532.088
     6 -0.20233073D+05   35.7176888    0.0017622   1912.455  2277.737    EM
                                                    241.837   567.971
     7 -0.20216710D+05   16.3623506    0.0008087   1906.642  2242.242    EM
                                                    259.679   591.437
     8 -0.20208832D+05    7.8779303    0.0003897   1905.086  2215.442    EM
                                                    272.868   606.604
     9 -0.20204400D+05    4.4326962    0.0002193   1906.184  2193.818    EM
                                                    283.125   616.873
    10 -0.20201427D+05    2.9727399    0.0001471   1908.757  2175.084    EM
                                                    291.719   624.440


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28592347D+05    0.0000000    0.0000000   3353.783   476.092    EM
                                                    419.601   750.524
     2 -0.20790584D+05 7801.7625277    0.2728619   2795.411   625.317    EM
                                                    480.608  1098.664
     3 -0.20511308D+05  279.2762009    0.0134328   2649.312   651.107    EM
                                                    502.752  1196.829
     4 -0.20395093D+05  116.2148294    0.0056659   2586.936   675.570    EM
                                                    522.435  1215.059
     5 -0.20326702D+05   68.3915282    0.0033533   2542.397   705.737    EM
                                                    542.809  1209.056
     6 -0.20282334D+05   44.3677122    0.0021827   2502.026   738.634    EM
                                                    563.242  1196.099
     7 -0.20253425D+05   28.9089168    0.0014253   2463.744   770.812    EM
                                                    583.330  1182.114
     8 -0.20234677D+05   18.7477893    0.0009257   2427.410   800.435    EM
                                                    602.908  1169.248
     9 -0.20221972D+05   12.7049002    0.0006279   2392.723   827.192    EM
                                                    621.952  1158.134
    10 -0.20212644D+05    9.3283096    0.0004613   2359.372   851.413    EM
                                                    640.422  1148.793


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20150468D+05    0.0000000    0.0000000   1474.415  1019.698    EM
                                                   1065.829  1440.057
     2 -0.20145955D+05    4.5126575    0.0002239   1473.299  1020.358    EM
                                                   1068.881  1437.461
     3 -0.20145216D+05    0.7391764    0.0000367   1474.051  1020.868    EM
                                                   1071.714  1433.367
     4 -0.20144748D+05    0.4683941    0.0000233   1475.119  1021.280    EM
                                                   1074.418  1429.183
     5 -0.20144433D+05    0.3146529    0.0000156   1476.271  1021.616    EM
                                                   1077.007  1425.106
     6 -0.20143011D+05    1.4224744    0.0000706   1560.750  1003.067    FS
                                                   1151.512  1284.670
     7 -0.20142956D+05    0.0550399    0.0000027   1559.005  1005.329    FS
                                                   1144.080  1291.585
     8 -0.20142956D+05    0.0001216    0.0000000   1559.187  1005.113    FS
                                                   1144.916  1290.783


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24456231D+05    0.0000000    0.0000000   1725.086  1221.495    EM
                                                   1000.888  1052.531
     2 -0.20658157D+05 3798.0745013    0.1553009   1738.242  1208.886    EM
                                                   1002.732  1050.140
     3 -0.20467302D+05  190.8550743    0.0092387   1727.347  1202.183    EM
                                                   1005.153  1065.317
     4 -0.20331121D+05  136.1811879    0.0066536   1713.568  1200.459    EM
                                                   1005.920  1080.053
     5 -0.20243260D+05   87.8609152    0.0043215   1700.582  1201.311    EM
                                                   1005.878  1092.229
     6 -0.20197497D+05   45.7623368    0.0022606   1689.616  1202.163    EM
                                                   1005.854  1102.367
     7 -0.20177152D+05   20.3452574    0.0010073   1680.259  1202.173    EM
                                                   1005.980  1111.588
     8 -0.20167570D+05    9.5825372    0.0004749   1671.690  1201.539    EM
                                                   1006.162  1120.609
     9 -0.20161918D+05    5.6512518    0.0002802   1663.375  1200.602    EM
                                                   1006.338  1129.685
    10 -0.20157963D+05    3.9553431    0.0001962   1655.098  1199.571    EM
                                                   1006.496  1138.834
    11 -0.20155032D+05    2.9305562    0.0001454   1646.822  1198.539    EM
                                                   1006.640  1147.998
    12 -0.20152856D+05    2.1758731    0.0001080   1638.578  1197.534    EM
                                                   1006.776  1157.111
    13 -0.20151258D+05    1.5988919    0.0000793   1630.412  1196.559    EM
                                                   1006.909  1166.120
    14 -0.20150090D+05    1.1675496    0.0000579   1622.365  1195.609    EM
                                                   1007.038  1174.988
    15 -0.20149234D+05    0.8556526    0.0000425   1614.466  1194.678    EM
                                                   1007.162  1183.694
    16 -0.20148598D+05    0.6366259    0.0000316   1606.734  1193.760    EM
                                                   1007.280  1192.226
    17 -0.20148112D+05    0.4860069    0.0000241   1599.177  1192.854    EM
                                                   1007.390  1200.579
    18 -0.20147728D+05    0.3835948    0.0000190   1591.801  1191.957    EM
                                                   1007.490  1208.752
    19 -0.20147414D+05    0.3140279    0.0000156   1584.604  1191.068    EM
                                                   1007.579  1216.748
    20 -0.20147148D+05    0.2663038    0.0000132   1577.586  1190.187    EM
                                                   1007.658  1224.569
    21 -0.20146915D+05    0.2328775    0.0000116   1570.743  1189.315    EM
                                                   1007.725  1232.218
    22 -0.20146706D+05    0.2087331    0.0000104   1564.070  1188.450    EM
                                                   1007.781  1239.699
    23 -0.20146516D+05    0.1906085    0.0000095   1557.565  1187.594    EM
                                                   1007.826  1247.015
    24 -0.20146339D+05    0.1764121    0.0000088   1551.221  1186.747    EM
                                                   1007.861  1254.171
    25 -0.20146174D+05    0.1648150    0.0000082   1545.035  1185.909    EM
                                                   1007.887  1261.170
    26 -0.20146019D+05    0.1549753    0.0000077   1539.002  1185.081    EM
                                                   1007.903  1268.014
    27 -0.20145873D+05    0.1463598    0.0000073   1533.118  1184.263    EM
                                                   1007.911  1274.708
    28 -0.20145734D+05    0.1386288    0.0000069   1527.379  1183.456    EM
                                                   1007.911  1281.254
    29 -0.20145603D+05    0.1315639    0.0000065   1521.781  1182.660    EM
                                                   1007.904  1287.655
    30 -0.20145478D+05    0.1250229    0.0000062   1516.320  1181.875    EM
                                                   1007.890  1293.914
    31 -0.20145359D+05    0.1189115    0.0000059   1510.993  1181.102    EM
                                                   1007.871  1300.035
    32 -0.20145246D+05    0.1131653    0.0000056   1505.795  1180.340    EM
                                                   1007.846  1306.019
    33 -0.20145138D+05    0.1077393    0.0000053   1500.724  1179.590    EM
                                                   1007.817  1311.869
    34 -0.20145035D+05    0.1026007    0.0000051   1495.776  1178.852    EM
                                                   1007.783  1317.589
    35 -0.20144938D+05    0.0977247    0.0000049   1490.947  1178.127    EM
                                                   1007.746  1323.180
    36 -0.20144845D+05    0.0930918    0.0000046   1486.236  1177.414    EM
                                                   1007.705  1328.646
    37 -0.20144756D+05    0.0886860    0.0000044   1481.638  1176.713    EM
                                                   1007.661  1333.988
    38 -0.20144671D+05    0.0844935    0.0000042   1477.150  1176.025    EM
                                                   1007.615  1339.210
    39 -0.20144591D+05    0.0805026    0.0000040   1472.771  1175.349    EM
                                                   1007.566  1344.314
    40 -0.20144514D+05    0.0767025    0.0000038   1468.497  1174.685    EM
                                                   1007.516  1349.303
    41 -0.20144441D+05    0.0730834    0.0000036   1464.325  1174.034    EM
                                                   1007.464  1354.178
    42 -0.20144372D+05    0.0696365    0.0000035   1460.253  1173.395    EM
                                                   1007.410  1358.942
    43 -0.20144305D+05    0.0663531    0.0000033   1456.278  1172.768    EM
                                                   1007.356  1363.598
    44 -0.20144242D+05    0.0632256    0.0000031   1452.398  1172.154    EM
                                                   1007.301  1368.147
    45 -0.20144182D+05    0.0602462    0.0000030   1448.611  1171.551    EM
                                                   1007.245  1372.593
    46 -0.20144124D+05    0.0574081    0.0000028   1444.914  1170.961    EM
                                                   1007.189  1376.936
    47 -0.20144070D+05    0.0547044    0.0000027   1441.305  1170.382    EM
                                                   1007.132  1381.181
    48 -0.20144017D+05    0.0521288    0.0000026   1437.782  1169.816    EM
                                                   1007.076  1385.327
    49 -0.20142981D+05    1.0360840    0.0000514   1291.485  1146.340    FS
                                                   1008.789  1553.386
    50 -0.20142956D+05    0.0257702    0.0000013   1290.993  1144.625    FS
                                                   1005.737  1558.646
    51 -0.20142956D+05    0.0000520    0.0000000   1290.889  1144.827    FS
                                                   1005.201  1559.083


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26403003D+05    0.0000000    0.0000000   1374.085  1880.695    EM
                                                    734.463  1010.756
     2 -0.20647715D+05 5755.2877132    0.2179785   1367.317  1876.153    EM
                                                    736.041  1020.490
     3 -0.20550255D+05   97.4600526    0.0047201   1383.660  1861.920    EM
                                                    740.548  1013.873
     4 -0.20490766D+05   59.4883712    0.0028948   1397.506  1845.432    EM
                                                    745.791  1011.271
     5 -0.20450836D+05   39.9302499    0.0019487   1407.587  1826.678    EM
                                                    751.799  1013.936
     6 -0.20410295D+05   40.5407994    0.0019824   1413.347  1803.743    EM
                                                    759.909  1023.001
     7 -0.20356665D+05   53.6301950    0.0026276   1414.285  1775.238    EM
                                                    771.532  1038.944
     8 -0.20290894D+05   65.7716679    0.0032310   1411.018  1742.703    EM
                                                    786.614  1059.664
     9 -0.20229180D+05   61.7131705    0.0030414   1406.061  1710.887    EM
                                                    802.923  1080.129
    10 -0.20188680D+05   40.5001503    0.0020021   1402.109  1684.027    EM
                                                    817.893  1095.971
    11 -0.20170091D+05   18.5892229    0.0009208   1400.115  1662.861    EM
                                                    830.632  1106.392
    12 -0.20163555D+05    6.5358739    0.0003240   1399.672  1645.881    EM
                                                    841.572  1112.875
    13 -0.20161461D+05    2.0944787    0.0001039   1400.116  1631.421    EM
                                                    851.388  1117.074
    14 -0.20160663D+05    0.7972529    0.0000395   1400.983  1618.387    EM
                                                    860.554  1120.076
    15 -0.20160212D+05    0.4509476    0.0000224   1402.017  1606.190    EM
                                                    869.329  1122.464
    16 -0.20159860D+05    0.3520430    0.0000175   1403.093  1594.536    EM
                                                    877.841  1124.529
    17 -0.20159546D+05    0.3146388    0.0000156   1404.153  1583.284    EM
                                                    886.154  1126.409
    18 -0.20159252D+05    0.2933697    0.0000146   1405.170  1572.365    EM
                                                    894.296  1128.169
    19 -0.20158975D+05    0.2772072    0.0000138   1406.135  1561.744    EM
                                                    902.280  1129.841
    20 -0.20158712D+05    0.2632554    0.0000131   1407.044  1551.401    EM
                                                    910.115  1131.440
    21 -0.20158461D+05    0.2506027    0.0000124   1407.895  1541.325    EM
                                                    917.804  1132.976
    22 -0.20158222D+05    0.2388769    0.0000118   1408.692  1531.507    EM
                                                    925.349  1134.452
    23 -0.20157995D+05    0.2278858    0.0000113   1409.435  1521.939    EM
                                                    932.753  1135.873
    24 -0.20157777D+05    0.2175144    0.0000108   1410.127  1512.615    EM
                                                    940.016  1137.242
    25 -0.20157569D+05    0.2076876    0.0000103   1410.770  1503.530    EM
                                                    947.141  1138.560
    26 -0.20157371D+05    0.1983533    0.0000098   1411.366  1494.676    EM
                                                    954.127  1139.830
    27 -0.20157182D+05    0.1894738    0.0000094   1411.918  1486.049    EM
                                                    960.978  1141.054
    28 -0.20157001D+05    0.1810199    0.0000090   1412.429  1477.643    EM
                                                    967.694  1142.234
    29 -0.20156828D+05    0.1729684    0.0000086   1412.899  1469.452    EM
                                                    974.277  1143.372
    30 -0.20156662D+05    0.1652995    0.0000082   1413.332  1461.470    EM
                                                    980.728  1144.470
    31 -0.20156504D+05    0.1579960    0.0000078   1413.730  1453.693    EM
                                                    987.048  1145.529
    32 -0.20156353D+05    0.1510427    0.0000075   1414.094  1446.115    EM
                                                    993.240  1146.551
    33 -0.20156209D+05    0.1444253    0.0000072   1414.427  1438.731    EM
                                                    999.305  1147.538
    34 -0.20156071D+05    0.1381306    0.0000069   1414.730  1431.535    EM
                                                   1005.244  1148.491
    35 -0.20155939D+05    0.1321463    0.0000066   1415.006  1424.524    EM
                                                   1011.059  1149.411
    36 -0.20155812D+05    0.1264608    0.0000063   1415.256  1417.691    EM
                                                   1016.752  1150.301
    37 -0.20155691D+05    0.1210628    0.0000060   1415.481  1411.033    EM
                                                   1022.324  1151.162
    38 -0.20155575D+05    0.1159419    0.0000058   1415.684  1404.544    EM
                                                   1027.777  1151.995
    39 -0.20155464D+05    0.1110880    0.0000055   1415.866  1398.220    EM
                                                   1033.113  1152.801
    40 -0.20155357D+05    0.1064916    0.0000053   1416.029  1392.056    EM
                                                   1038.333  1153.582
    41 -0.20155255D+05    0.1021435    0.0000051   1416.174  1386.049    EM
                                                   1043.439  1154.339
    42 -0.20155157D+05    0.0980350    0.0000049   1416.302  1380.193    EM
                                                   1048.433  1155.073
    43 -0.20155063D+05    0.0941581    0.0000047   1416.414  1374.485    EM
                                                   1053.316  1155.785
    44 -0.20154973D+05    0.0905049    0.0000045   1416.513  1368.920    EM
                                                   1058.090  1156.477
    45 -0.20154886D+05    0.0870681    0.0000043   1416.599  1363.495    EM
                                                   1062.757  1157.149
    46 -0.20154802D+05    0.0838407    0.0000042   1416.674  1358.205    EM
                                                   1067.318  1157.803
    47 -0.20154721D+05    0.0808162    0.0000040   1416.738  1353.047    EM
                                                   1071.775  1158.440
    48 -0.20154643D+05    0.0779885    0.0000039   1416.794  1348.016    EM
                                                   1076.130  1159.060
    49 -0.20154568D+05    0.0753517    0.0000037   1416.841  1343.110    EM
                                                   1080.384  1159.665
    50 -0.20154495D+05    0.0729006    0.0000036   1416.881  1338.325    EM
                                                   1084.538  1160.256
    51 -0.20154424D+05    0.0706300    0.0000035   1416.915  1333.656    EM
                                                   1088.595  1160.834
    52 -0.20154356D+05    0.0685354    0.0000034   1416.944  1329.102    EM
                                                   1092.555  1161.399
    53 -0.20154289D+05    0.0666124    0.0000033   1416.969  1324.657    EM
                                                   1096.421  1161.953
    54 -0.20154224D+05    0.0648571    0.0000032   1416.992  1320.319    EM
                                                   1100.193  1162.496
    55 -0.20154161D+05    0.0632659    0.0000031   1417.012  1316.085    EM
                                                   1103.874  1163.030
    56 -0.20154099D+05    0.0618354    0.0000031   1417.031  1311.951    EM
                                                   1107.464  1163.554
    57 -0.20154038D+05    0.0605626    0.0000030   1417.050  1307.914    EM
                                                   1110.965  1164.071
    58 -0.20153979D+05    0.0594449    0.0000029   1417.069  1303.972    EM
                                                   1114.378  1164.581
    59 -0.20153920D+05    0.0584799    0.0000029   1417.090  1300.120    EM
                                                   1117.705  1165.085
    60 -0.20153863D+05    0.0576653    0.0000029   1417.113  1296.357    EM
                                                   1120.946  1165.584
    61 -0.20153806D+05    0.0569994    0.0000028   1417.140  1292.679    EM
                                                   1124.103  1166.078
    62 -0.20153749D+05    0.0564805    0.0000028   1417.171  1289.083    EM
                                                   1127.178  1166.569
    63 -0.20153693D+05    0.0561072    0.0000028   1417.206  1285.567    EM
                                                   1130.170  1167.057
    64 -0.20143772D+05    9.9213691    0.0004923   1538.669  1134.622    QN
                                                   1020.825  1305.885
    65 -0.20143641D+05    0.1312274    0.0000065   1538.478  1131.519    EM
                                                   1023.728  1306.275
    66 -0.20143591D+05    0.0499544    0.0000025   1538.977  1128.468    EM
                                                   1026.539  1306.016
    67 -0.20143550D+05    0.0403290    0.0000020   1539.542  1125.487    EM
                                                   1029.286  1305.686
    68 -0.20143516D+05    0.0344462    0.0000017   1540.098  1122.576    EM
                                                   1031.972  1305.353
    69 -0.20143485D+05    0.0303896    0.0000015   1540.639  1119.736    EM
                                                   1034.601  1305.024
    70 -0.20143458D+05    0.0274571    0.0000014   1541.163  1116.964    EM
                                                   1037.172  1304.701
    71 -0.20143433D+05    0.0252334    0.0000013   1541.671  1114.259    EM
                                                   1039.685  1304.384
    72 -0.20143409D+05    0.0234656    0.0000012   1542.164  1111.620    EM
                                                   1042.143  1304.072
    73 -0.20143387D+05    0.0219982    0.0000011   1542.642  1109.046    EM
                                                   1044.546  1303.766
    74 -0.20143367D+05    0.0207349    0.0000010   1543.105  1106.534    EM
                                                   1046.895  1303.466
    75 -0.20143347D+05    0.0196153    0.0000010   1543.555  1104.084    EM
                                                   1049.190  1303.172
    76 -0.20143328D+05    0.0186010    0.0000009   1543.991  1101.693    EM
                                                   1051.433  1302.883
    77 -0.20142957D+05    0.3717047    0.0000185   1559.677  1007.586    QN
                                                   1143.798  1288.939
    78 -0.20142956D+05    0.0005486    0.0000000   1559.633  1007.516    EM
                                                   1143.802  1289.049


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24592891D+05    0.0000000    0.0000000   2261.072  1476.631    EM
                                                    726.535   535.762
     2 -0.20819069D+05 3773.8225001    0.1534518   2362.142  1592.723    EM
                                                    613.281   431.855
     3 -0.20652304D+05  166.7644053    0.0080102   2346.916  1604.021    EM
                                                    608.109   440.954
     4 -0.20507338D+05  144.9665302    0.0070194   2310.032  1604.478    EM
                                                    619.541   465.949
     5 -0.20382758D+05  124.5797357    0.0060749   2262.120  1591.593    EM
                                                    644.690   501.596
     6 -0.20290258D+05   92.5002586    0.0045382   2213.325  1570.893    EM
                                                    675.932   539.850
     7 -0.20234205D+05   56.0530743    0.0027626   2171.684  1551.541    EM
                                                    703.859   572.916
     8 -0.20207325D+05   26.8796456    0.0013284   2139.389  1538.180    EM
                                                    724.277   598.154
     9 -0.20196025D+05   11.2997764    0.0005592   2114.039  1530.308    EM
                                                    738.324   617.329
    10 -0.20190671D+05    5.3542321    0.0002651   2092.540  1525.833    EM
                                                    748.555   633.071
    11 -0.20187277D+05    3.3938398    0.0001681   2072.864  1523.079    EM
                                                    756.862   647.196
    12 -0.20184631D+05    2.6462485    0.0001311   2053.995  1521.054    EM
                                                    764.289   660.663
    13 -0.20182394D+05    2.2369272    0.0001108   2035.505  1519.236    EM
                                                    771.344   673.915
    14 -0.20180449D+05    1.9453492    0.0000964   2017.246  1517.368    EM
                                                    778.253   687.133
    15 -0.20178730D+05    1.7188237    0.0000852   1999.190  1515.324    EM
                                                    785.107   700.379
    16 -0.20177190D+05    1.5404217    0.0000763   1981.353  1513.054    EM
                                                    791.933   713.661
    17 -0.20175790D+05    1.3998401    0.0000694   1963.763  1510.541    EM
                                                    798.728   726.968
    18 -0.20174501D+05    1.2884720    0.0000639   1946.449  1507.790    EM
                                                    805.478   740.283
    19 -0.20173302D+05    1.1991077    0.0000594   1929.438  1504.813    EM
                                                    812.164   753.585
    20 -0.20172176D+05    1.1260659    0.0000558   1912.748  1501.627    EM
                                                    818.767   766.858
    21 -0.20171111D+05    1.0651031    0.0000528   1896.395  1498.251    EM
                                                    825.269   780.085
    22 -0.20170098D+05    1.0131592    0.0000502   1880.391  1494.702    EM
                                                    831.654   793.252
    23 -0.20169130D+05    0.9680622    0.0000480   1864.743  1490.997    EM
                                                    837.911   806.348
    24 -0.20168201D+05    0.9282673    0.0000460   1849.457  1487.150    EM
                                                    844.029   819.364
    25 -0.20167309D+05    0.8926582    0.0000443   1834.534  1483.176    EM
                                                    849.999   832.291
    26 -0.20166448D+05    0.8604076    0.0000427   1819.977  1479.087    EM
                                                    855.814   845.122
    27 -0.20165617D+05    0.8308852    0.0000412   1805.783  1474.893    EM
                                                    861.472   857.852
    28 -0.20164814D+05    0.8035993    0.0000398   1791.952  1470.605    EM
                                                    866.967   870.476
    29 -0.20164036D+05    0.7781596    0.0000386   1778.481  1466.231    EM
                                                    872.297   882.990
    30 -0.20163281D+05    0.7542533    0.0000374   1765.366  1461.781    EM
                                                    877.462   895.391
    31 -0.20162550D+05    0.7316285    0.0000363   1752.603  1457.261    EM
                                                    882.461   907.675
    32 -0.20161840D+05    0.7100823    0.0000352   1740.187  1452.680    EM
                                                    887.294   919.839
    33 -0.20161150D+05    0.6894514    0.0000342   1728.113  1448.043    EM
                                                    891.962   931.882
    34 -0.20160481D+05    0.6696043    0.0000332   1716.377  1443.358    EM
                                                    896.465   943.800
    35 -0.20159830D+05    0.6504354    0.0000323   1704.972  1438.630    EM
                                                    900.805   955.592
    36 -0.20159198D+05    0.6318595    0.0000313   1693.893  1433.866    EM
                                                    904.985   967.256
    37 -0.20158585D+05    0.6138077    0.0000304   1683.133  1429.072    EM
                                                    909.005   978.789
    38 -0.20157988D+05    0.5962239    0.0000296   1672.688  1424.253    EM
                                                    912.869   990.191
    39 -0.20157409D+05    0.5790623    0.0000287   1662.549  1419.414    EM
                                                    916.579  1001.458
    40 -0.20156847D+05    0.5622848    0.0000279   1652.711  1414.562    EM
                                                    920.137  1012.591
    41 -0.20156301D+05    0.5458601    0.0000271   1643.166  1409.700    EM
                                                    923.548  1023.586
    42 -0.20155771D+05    0.5297620    0.0000263   1633.910  1404.834    EM
                                                    926.813  1034.443
    43 -0.20155257D+05    0.5139685    0.0000255   1624.933  1399.969    EM
                                                    929.937  1045.161
    44 -0.20154759D+05    0.4984614    0.0000247   1616.231  1395.110    EM
                                                    932.923  1055.737
    45 -0.20154276D+05    0.4832257    0.0000240   1607.794  1390.260    EM
                                                    935.774  1066.171
    46 -0.20153808D+05    0.4682491    0.0000232   1599.618  1385.425    EM
                                                    938.495  1076.462
    47 -0.20153354D+05    0.4535219    0.0000225   1591.694  1380.608    EM
                                                    941.090  1086.608
    48 -0.20152915D+05    0.4390367    0.0000218   1584.016  1375.814    EM
                                                    943.561  1096.609
    49 -0.20152490D+05    0.4247880    0.0000211   1576.576  1371.047    EM
                                                    945.914  1106.464
    50 -0.20145211D+05    7.2788924    0.0003612   1315.734  1123.515    FS
                                                   1013.067  1547.684
    51 -0.20142963D+05    2.2486288    0.0001116   1283.468  1146.692    FS
                                                   1006.061  1563.779
    52 -0.20142956D+05    0.0070668    0.0000004   1291.409  1144.426    FS
                                                   1005.197  1558.968
    53 -0.20142956D+05    0.0000348    0.0000000   1290.810  1144.883    FS
                                                   1005.127  1559.180


     Beginning Time:  14:41:40
        Ending Time:  14:41:41
       Elapsed Time:  00:00:01



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) 1998-2014 Muthen & Muthen

Back to examples