Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  10:20 PM

INPUT INSTRUCTIONS

  title:
  	monte carlo for two-level LCA with categorical
  	latent class indicators

  montecarlo:
  	names are u1-u6 x w;
  	nobservations = 1000;
  	ncsizes = 3;
  	csizes = 40 (5) 50 (10) 20 (15);
  	generate = u1-u6(1);
  	categorical = u1-u6;
  	genclasses = c(3);
  	classes = c(3);
  	within = x;
  	between = w;
  	seed = 3454367;
  	nrep = 1;
  	save = ex10.6.dat;

  analysis:
  	type = twolevel mixture;

  model population:

  	%within%

  	%overall%

  	x*1;
  	[x*0];

  	[c#1*0 c#2*0];

  	c#1 on x*1;
  	c#2 on x*2;
  	

  	%between%

  	%overall%

  	[w@0]; w@1;

  	f by c#1@1 c#2*1.5;

  	f on w*.8;

  	f*.5;

  	u1-u6@0;

  	%c#1%

  	[u1$1-u6$1*-1];

  	%c#2%

  	[u1$1-u3$1*-1 u4$1-u6$1*1];

  	%c#3%

  	[u1$1-u6$1*1];


  model:

  	%within%

  	%overall%


  	[c#1*0 c#2*0];

  	c#1 on x*1;
  	c#2 on x*2;
  	

  	%between%

  	%overall%


  	f by c#1@1 c#2*1.5;

  	f on w*.8;

  	f*.5;

  	u1-u6@0;

  	%c#1%

  	[u1$1-u6$1*-1];

  	%c#2%

  	[u1$1-u3$1*-1 u4$1-u6$1*1];

  	%c#3%

  	[u1$1-u6$1*1];



  output:
  	tech8 tech9;	
  	



INPUT READING TERMINATED NORMALLY




monte carlo for two-level LCA with categorical
latent class indicators

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                              3454367

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

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4          U5          U6

Observed independent variables
   X           W

Continuous latent variables
   F

Categorical latent variables
   C

Variables with special functions

  Within variables
   X

  Between variables
   W


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
Link                                                         LOGIT
Cholesky                                                        ON


SUMMARY OF DATA FOR THE FIRST REPLICATION

     Cluster information

       Size (s)    Number of clusters of Size s

          5            40
         10            50
         15            20


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              X             W
              ________      ________
               -0.018        -0.026


           Covariances
              X             W
              ________      ________
 X              0.935
 W              0.025         0.841


           Correlations
              X             W
              ________      ________
 X              1.000
 W              0.028         1.000




MODEL FIT INFORMATION

Number of Free Parameters                       25

Loglikelihood

    H0 Value

        Mean                             -3888.068
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -3888.068      -3888.068
           0.980       0.000        -3888.068      -3888.068
           0.950       0.000        -3888.068      -3888.068
           0.900       0.000        -3888.068      -3888.068
           0.800       0.000        -3888.068      -3888.068
           0.700       0.000        -3888.068      -3888.068
           0.500       0.000        -3888.068      -3888.068
           0.300       0.000        -3888.068      -3888.068
           0.200       0.000        -3888.068      -3888.068
           0.100       0.000        -3888.068      -3888.068
           0.050       0.000        -3888.068      -3888.068
           0.020       0.000        -3888.068      -3888.068
           0.010       0.000        -3888.068      -3888.068

Information Criteria

    Akaike (AIC)

        Mean                              7826.137
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         7826.137       7826.137
           0.980       0.000         7826.137       7826.137
           0.950       0.000         7826.137       7826.137
           0.900       0.000         7826.137       7826.137
           0.800       0.000         7826.137       7826.137
           0.700       0.000         7826.137       7826.137
           0.500       0.000         7826.137       7826.137
           0.300       0.000         7826.137       7826.137
           0.200       0.000         7826.137       7826.137
           0.100       0.000         7826.137       7826.137
           0.050       0.000         7826.137       7826.137
           0.020       0.000         7826.137       7826.137
           0.010       0.000         7826.137       7826.137

    Bayesian (BIC)

        Mean                              7948.830
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         7948.830       7948.830
           0.980       0.000         7948.830       7948.830
           0.950       0.000         7948.830       7948.830
           0.900       0.000         7948.830       7948.830
           0.800       0.000         7948.830       7948.830
           0.700       0.000         7948.830       7948.830
           0.500       0.000         7948.830       7948.830
           0.300       0.000         7948.830       7948.830
           0.200       0.000         7948.830       7948.830
           0.100       0.000         7948.830       7948.830
           0.050       0.000         7948.830       7948.830
           0.020       0.000         7948.830       7948.830
           0.010       0.000         7948.830       7948.830

    Sample-Size Adjusted BIC (n* = (n + 2) / 24)

        Mean                              7869.429
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         7869.429       7869.429
           0.980       0.000         7869.429       7869.429
           0.950       0.000         7869.429       7869.429
           0.900       0.000         7869.429       7869.429
           0.800       0.000         7869.429       7869.429
           0.700       0.000         7869.429       7869.429
           0.500       0.000         7869.429       7869.429
           0.300       0.000         7869.429       7869.429
           0.200       0.000         7869.429       7869.429
           0.100       0.000         7869.429       7869.429
           0.050       0.000         7869.429       7869.429
           0.020       0.000         7869.429       7869.429
           0.010       0.000         7869.429       7869.429



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

    Latent
   Classes

       1        203.91944          0.20392
       2        373.40004          0.37340
       3        422.68052          0.42268


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

Class Counts and Proportions

    Latent
   Classes

       1              192          0.19200
       2              373          0.37300
       3              435          0.43500


CLASSIFICATION QUALITY

     Entropy                         0.545


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

           1        2        3

    1   0.723    0.195    0.083
    2   0.108    0.784    0.108
    3   0.057    0.100    0.842


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

           1        2        3

    1   0.680    0.197    0.123
    2   0.100    0.783    0.117
    3   0.038    0.096    0.867


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

              1        2        3

    1      1.714    0.475    0.000
    2     -0.153    1.903    0.000
    3     -3.140   -2.205    0.000


MODEL RESULTS

                              ESTIMATES              S. E.     M. S. E.  95%  % Sig
                 Population   Average   Std. Dev.   Average             Cover Coeff

Within Level

Between Level

Latent Class 1

 F        BY
  C#1                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  C#2                 1.500     1.6074     0.0000     0.5079     0.0115 1.000 1.000

 F          ON
  W                   0.800     0.8149     0.0000     0.2024     0.0002 1.000 1.000

 Thresholds
  U1$1               -1.000    -0.9352     0.0000     0.2184     0.0042 1.000 1.000
  U2$1               -1.000    -0.9782     0.0000     0.2985     0.0005 1.000 1.000
  U3$1               -1.000    -1.0304     0.0000     0.2669     0.0009 1.000 1.000
  U4$1               -1.000    -0.9176     0.0000     0.3369     0.0068 1.000 1.000
  U5$1               -1.000    -1.3748     0.0000     0.6346     0.1405 1.000 1.000
  U6$1               -1.000    -1.0265     0.0000     0.3131     0.0007 1.000 1.000

 Variances
  U1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Residual Variances
  F                   0.500     0.6378     0.0000     0.3585     0.0190 1.000 0.000

Latent Class 2

 F        BY
  C#1                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  C#2                 1.500     1.6074     0.0000     0.5079     0.0115 1.000 1.000

 F          ON
  W                   0.800     0.8149     0.0000     0.2024     0.0002 1.000 1.000

 Thresholds
  U1$1               -1.000    -0.9877     0.0000     0.1638     0.0002 1.000 1.000
  U2$1               -1.000    -1.0792     0.0000     0.2212     0.0063 1.000 1.000
  U3$1               -1.000    -0.8860     0.0000     0.1740     0.0130 1.000 1.000
  U4$1                1.000     0.8917     0.0000     0.2207     0.0117 1.000 1.000
  U5$1                1.000     1.0444     0.0000     0.2399     0.0020 1.000 1.000
  U6$1                1.000     0.5943     0.0000     0.2246     0.1646 1.000 1.000

 Variances
  U1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Residual Variances
  F                   0.500     0.6378     0.0000     0.3585     0.0190 1.000 0.000

Latent Class 3

 F        BY
  C#1                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  C#2                 1.500     1.6074     0.0000     0.5079     0.0115 1.000 1.000

 F          ON
  W                   0.800     0.8149     0.0000     0.2024     0.0002 1.000 1.000

 Thresholds
  U1$1                1.000     0.9195     0.0000     0.1608     0.0065 1.000 1.000
  U2$1                1.000     1.0068     0.0000     0.1554     0.0000 1.000 1.000
  U3$1                1.000     0.7859     0.0000     0.1494     0.0458 1.000 1.000
  U4$1                1.000     0.8487     0.0000     0.1295     0.0229 1.000 1.000
  U5$1                1.000     1.0695     0.0000     0.1458     0.0048 1.000 1.000
  U6$1                1.000     0.9719     0.0000     0.1229     0.0008 1.000 1.000

 Variances
  U1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Residual Variances
  F                   0.500     0.6378     0.0000     0.3585     0.0190 1.000 0.000

Categorical Latent Variables

Within Level

 C#1        ON
  X                   1.000     0.8972     0.0000     0.2192     0.0106 1.000 1.000

 C#2        ON
  X                   2.000     1.8832     0.0000     0.4138     0.0136 1.000 1.000

 Intercepts
  C#1                 0.000    -0.2817     0.0000     0.3092     0.0794 1.000 0.000
  C#2                 0.000    -0.1148     0.0000     0.3802     0.0132 1.000 0.000

Between Level


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.957E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
                    0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             0             0             0
 F                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
                    0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             0             0             0
 F                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
                    0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             0             0             0
 F                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
                    0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             1             0             0
 F                  0             0             0             0             2
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             3
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
                    0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             1             0             0
 F                  0             0             0             0             2
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             3
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
                    0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             1             0             0
 F                  0             0             0             0             2
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             3
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
                    0


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
                    0


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
                    0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                    4             5             6             7             8


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
                    9


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                   10            11            12            13            14


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
                   15


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                   16            17            18            19            20


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
                   21


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
                   22            23             0


           GAMMA(C)
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0            24             0
 C#2                0             0             0            25             0
 C#3                0             0             0             0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             1.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             1.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             1.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.500         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.800
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.500


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.500         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.800
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.500


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.500         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.800
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.500


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
                0.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
                0.000


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
                0.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
               -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
               -1.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
               -1.000        -1.000        -1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
                1.000


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
                1.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         1.000         0.000
 C#2            0.000         0.000         0.000         2.000         0.000
 C#3            0.000         0.000         0.000         0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000
 W              0.000         0.000         0.000         0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000
 W              0.000         0.000         0.000         0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000
 W              0.000         0.000         0.000         0.000         0.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.500         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.800
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.500         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.800
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.500         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.800
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
                0.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
                0.000


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
                0.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
               -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
               -1.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
               -1.000        -1.000        -1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
                1.000


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
                1.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         1.000         0.000
 C#2            0.000         0.000         0.000         2.000         0.000
 C#3            0.000         0.000         0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.38948672D+04    0.0000000    0.0000000  EM
              2 -0.38903634D+04    4.5037231    0.0011563  FS
              3 -0.38890293D+04    1.3341230    0.0003429  EM
              4 -0.38887112D+04    0.3181447    0.0000818  EM
              5 -0.38885737D+04    0.1374626    0.0000353  EM
              6 -0.38884991D+04    0.0746056    0.0000192  EM
              7 -0.38884515D+04    0.0476308    0.0000122  EM
              8 -0.38884172D+04    0.0342440    0.0000088  EM
              9 -0.38883904D+04    0.0267807    0.0000069  EM
             10 -0.38883683D+04    0.0221961    0.0000057  EM
             11 -0.38883491D+04    0.0191418    0.0000049  EM
             12 -0.38883321D+04    0.0169646    0.0000044  EM
             13 -0.38883168D+04    0.0153214    0.0000039  EM
             14 -0.38883028D+04    0.0140223    0.0000036  EM
             15 -0.38882898D+04    0.0129548    0.0000033  EM
             16 -0.38882778D+04    0.0120497    0.0000031  EM
             17 -0.38882665D+04    0.0112629    0.0000029  EM
             18 -0.38882560D+04    0.0105654    0.0000027  EM
             19 -0.38882460D+04    0.0099377    0.0000026  EM
             20 -0.38882367D+04    0.0093662    0.0000024  EM
             21 -0.38882278D+04    0.0088412    0.0000023  EM
             22 -0.38882195D+04    0.0083555    0.0000021  EM
             23 -0.38882116D+04    0.0079039    0.0000020  EM
             24 -0.38882041D+04    0.0074822    0.0000019  EM
             25 -0.38881970D+04    0.0070871    0.0000018  EM
             26 -0.38881903D+04    0.0067161    0.0000017  EM
             27 -0.38881839D+04    0.0063670    0.0000016  EM
             28 -0.38881779D+04    0.0060379    0.0000016  EM
             29 -0.38881721D+04    0.0057273    0.0000015  EM
             30 -0.38881667D+04    0.0054338    0.0000014  EM
             31 -0.38881616D+04    0.0051563    0.0000013  EM
             32 -0.38881567D+04    0.0048936    0.0000013  EM
             33 -0.38881520D+04    0.0046449    0.0000012  EM
             34 -0.38881476D+04    0.0044092    0.0000011  EM
             35 -0.38881434D+04    0.0041859    0.0000011  EM
             36 -0.38881394D+04    0.0039741    0.0000010  EM
             37 -0.38881357D+04    0.0037732    0.0000010  EM
             38 -0.38881321D+04    0.0035826    0.0000009  EM
             39 -0.38881287D+04    0.0034018    0.0000009  EM
             40 -0.38881255D+04    0.0032301    0.0000008  EM
             41 -0.38881224D+04    0.0030672    0.0000008  EM
             42 -0.38881195D+04    0.0029125    0.0000007  EM
             43 -0.38881167D+04    0.0027657    0.0000007  EM
             44 -0.38881141D+04    0.0026262    0.0000007  EM
             45 -0.38881116D+04    0.0024938    0.0000006  EM
             46 -0.38881092D+04    0.0023681    0.0000006  EM
             47 -0.38881070D+04    0.0022487    0.0000006  EM
             48 -0.38881048D+04    0.0021353    0.0000005  EM
             49 -0.38881028D+04    0.0020276    0.0000005  EM
             50 -0.38881009D+04    0.0019254    0.0000005  EM
             51 -0.38880991D+04    0.0018282    0.0000005  EM
             52 -0.38880973D+04    0.0017360    0.0000004  EM
             53 -0.38880957D+04    0.0016484    0.0000004  EM
             54 -0.38880941D+04    0.0015652    0.0000004  EM
             55 -0.38880926D+04    0.0014862    0.0000004  EM
             56 -0.38880912D+04    0.0014112    0.0000004  EM
             57 -0.38880899D+04    0.0013400    0.0000003  EM
             58 -0.38880886D+04    0.0012723    0.0000003  EM
             59 -0.38880874D+04    0.0012081    0.0000003  EM
             60 -0.38880734D+04    0.0139971    0.0000036  QN
             61 -0.38880699D+04    0.0035026    0.0000009  EM
             62 -0.38880688D+04    0.0010455    0.0000003  EM
             63 -0.38880683D+04    0.0005616    0.0000001  EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    U1
    U2
    U3
    U4
    U5
    U6
    X
    W
    C
    CLUSTER

  Save file
    ex10.6.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  22:20:22
        Ending Time:  22:20:24
       Elapsed Time:  00:00:02



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