Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:16 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
              ________      ________
 1             -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     1.6071     0.0000     0.5067     0.0115 1.000 1.000

 F          ON
  W                   0.800     0.8149     0.0000     0.2019     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     0.3370     0.0068 1.000 1.000
  U5$1               -1.000    -1.3748     0.0000     0.6347     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     0.3577     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     1.6071     0.0000     0.5067     0.0115 1.000 1.000

 F          ON
  W                   0.800     0.8149     0.0000     0.2019     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     0.1739     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     0.2247     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     0.3577     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     1.6071     0.0000     0.5067     0.0115 1.000 1.000

 F          ON
  W                   0.800     0.8149     0.0000     0.2019     0.0002 1.000 1.000

 Thresholds
  U1$1                1.000     0.9195     0.0000     0.1607     0.0065 1.000 1.000
  U2$1                1.000     1.0068     0.0000     0.1553     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     0.3577     0.0190 1.000 0.000

Categorical Latent Variables

Within Level

 C#1        ON
  X                   1.000     0.8969     0.0000     0.2189     0.0106 1.000 1.000

 C#2        ON
  X                   2.000     1.8822     0.0000     0.4138     0.0139 1.000 1.000

 Intercepts
  C#1                 0.000    -0.2816     0.0000     0.3094     0.0793 1.000 0.000
  C#2                 0.000    -0.1151     0.0000     0.3801     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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


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


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


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


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


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
 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
              ________      ________      ________      ________      ________
 1                  4             5             6             7             8


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


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


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


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


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


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


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


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


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


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


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


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


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


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


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


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


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


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


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


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


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


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


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


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


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


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


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


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


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


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.38948672D+04    0.0000000    0.0000000    238.912   357.676    EM
                                                    403.412
     2 -0.38903634D+04    4.5037231    0.0011563    246.413   324.181    FS
                                                    429.406
     3 -0.38890293D+04    1.3341230    0.0003429    244.626   327.132    EM
                                                    428.242
     4 -0.38887112D+04    0.3181447    0.0000818    243.281   328.947    EM
                                                    427.772
     5 -0.38885737D+04    0.1374626    0.0000353    242.131   330.474    EM
                                                    427.395
     6 -0.38884991D+04    0.0746056    0.0000192    241.071   331.892    EM
                                                    427.037
     7 -0.38884515D+04    0.0476308    0.0000122    240.062   333.241    EM
                                                    426.696
     8 -0.38884172D+04    0.0342440    0.0000088    239.089   334.535    EM
                                                    426.377
     9 -0.38883904D+04    0.0267807    0.0000069    238.143   335.778    EM
                                                    426.079
    10 -0.38883683D+04    0.0221961    0.0000057    237.222   336.975    EM
                                                    425.802
    11 -0.38883491D+04    0.0191418    0.0000049    236.324   338.129    EM
                                                    425.546
    12 -0.38883321D+04    0.0169646    0.0000044    235.447   339.243    EM
                                                    425.310
    13 -0.38883168D+04    0.0153214    0.0000039    234.590   340.320    EM
                                                    425.091
    14 -0.38883028D+04    0.0140223    0.0000036    233.752   341.360    EM
                                                    424.889
    15 -0.38882898D+04    0.0129548    0.0000033    232.932   342.365    EM
                                                    424.703
    16 -0.38882778D+04    0.0120497    0.0000031    232.131   343.339    EM
                                                    424.531
    17 -0.38882665D+04    0.0112629    0.0000029    231.346   344.281    EM
                                                    424.373
    18 -0.38882560D+04    0.0105654    0.0000027    230.580   345.193    EM
                                                    424.227
    19 -0.38882460D+04    0.0099377    0.0000026    229.829   346.077    EM
                                                    424.093
    20 -0.38882367D+04    0.0093662    0.0000024    229.095   346.934    EM
                                                    423.971
    21 -0.38882278D+04    0.0088412    0.0000023    228.377   347.765    EM
                                                    423.858
    22 -0.38882195D+04    0.0083555    0.0000021    227.675   348.570    EM
                                                    423.754
    23 -0.38882116D+04    0.0079039    0.0000020    226.989   349.351    EM
                                                    423.660
    24 -0.38882041D+04    0.0074822    0.0000019    226.317   350.109    EM
                                                    423.573
    25 -0.38881970D+04    0.0070871    0.0000018    225.661   350.845    EM
                                                    423.494
    26 -0.38881903D+04    0.0067161    0.0000017    225.020   351.559    EM
                                                    423.421
    27 -0.38881839D+04    0.0063670    0.0000016    224.393   352.252    EM
                                                    423.355
    28 -0.38881779D+04    0.0060379    0.0000016    223.780   352.925    EM
                                                    423.295
    29 -0.38881721D+04    0.0057273    0.0000015    223.182   353.579    EM
                                                    423.239
    30 -0.38881667D+04    0.0054338    0.0000014    222.597   354.213    EM
                                                    423.189
    31 -0.38881616D+04    0.0051563    0.0000013    222.027   354.830    EM
                                                    423.143
    32 -0.38881567D+04    0.0048936    0.0000013    221.469   355.429    EM
                                                    423.101
    33 -0.38881520D+04    0.0046449    0.0000012    220.925   356.011    EM
                                                    423.063
    34 -0.38881476D+04    0.0044092    0.0000011    220.394   356.577    EM
                                                    423.029
    35 -0.38881434D+04    0.0041859    0.0000011    219.876   357.126    EM
                                                    422.997
    36 -0.38881394D+04    0.0039741    0.0000010    219.370   357.661    EM
                                                    422.969
    37 -0.38881357D+04    0.0037732    0.0000010    218.877   358.180    EM
                                                    422.943
    38 -0.38881321D+04    0.0035826    0.0000009    218.396   358.685    EM
                                                    422.920
    39 -0.38881287D+04    0.0034018    0.0000009    217.926   359.175    EM
                                                    422.899
    40 -0.38881255D+04    0.0032301    0.0000008    217.468   359.652    EM
                                                    422.879
    41 -0.38881224D+04    0.0030672    0.0000008    217.022   360.116    EM
                                                    422.862
    42 -0.38881195D+04    0.0029125    0.0000007    216.586   360.567    EM
                                                    422.847
    43 -0.38881167D+04    0.0027657    0.0000007    216.162   361.006    EM
                                                    422.833
    44 -0.38881141D+04    0.0026262    0.0000007    215.748   361.432    EM
                                                    422.820
    45 -0.38881116D+04    0.0024938    0.0000006    215.344   361.847    EM
                                                    422.809
    46 -0.38881092D+04    0.0023681    0.0000006    214.951   362.251    EM
                                                    422.799
    47 -0.38881070D+04    0.0022487    0.0000006    214.567   362.643    EM
                                                    422.790
    48 -0.38881048D+04    0.0021353    0.0000005    214.194   363.024    EM
                                                    422.782
    49 -0.38881028D+04    0.0020276    0.0000005    213.830   363.396    EM
                                                    422.775
    50 -0.38881009D+04    0.0019254    0.0000005    213.475   363.757    EM
                                                    422.769
    51 -0.38880991D+04    0.0018282    0.0000005    213.129   364.108    EM
                                                    422.763
    52 -0.38880973D+04    0.0017360    0.0000004    212.792   364.449    EM
                                                    422.759
    53 -0.38880957D+04    0.0016484    0.0000004    212.464   364.782    EM
                                                    422.755
    54 -0.38880941D+04    0.0015652    0.0000004    212.144   365.105    EM
                                                    422.751
    55 -0.38880926D+04    0.0014862    0.0000004    211.832   365.420    EM
                                                    422.748
    56 -0.38880912D+04    0.0014112    0.0000004    211.528   365.726    EM
                                                    422.746
    57 -0.38880899D+04    0.0013400    0.0000003    211.233   366.023    EM
                                                    422.744
    58 -0.38880886D+04    0.0012723    0.0000003    210.945   366.313    EM
                                                    422.742
    59 -0.38880874D+04    0.0012081    0.0000003    210.664   366.595    EM
                                                    422.741
    60 -0.38880734D+04    0.0139971    0.0000036    204.136   373.117    QN
                                                    422.748
    61 -0.38880699D+04    0.0035026    0.0000009    204.083   373.226    EM
                                                    422.691
    62 -0.38880688D+04    0.0010455    0.0000003    204.006   373.316    EM
                                                    422.677
    63 -0.38880683D+04    0.0005616    0.0000001    203.919   373.400    EM
                                                    422.681


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:  17:16:31
        Ending Time:  17:16:32
       Elapsed Time:  00:00:01



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