Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:02 PM

INPUT INSTRUCTIONS

  title:
  	monte carlo for two-level GMM (three-level analysis)
  	for a continuous outcome

  montecarlo:
  	names are y1-y4 x w;
  	nobservations = 1000;
  	ncsizes = 3;
  	csizes = 40 (5) 50 (10) 20 (15);
  	genclasses = c(2);
  	classes = c(2);
  	within = x;
  	between = w;
  	seed = 3454;
  	nrep = 1;
  	save = ex10.9.dat;

  analysis:
  	type = twolevel mixture;

  model population:

  	%within%

  	%overall%
  	[x@0]; x@1;

  	[c#1*0];
  	c#1 on x*1;
  	
  	y1-y4*.25;
  	iw sw | y1@0 y2@1 y3@2 y4@3;
  	iw on x*1;
  	sw on x*.7;
  	iw*1; sw*.4;


  	%between%

  	%overall%

  	[w@0]; w@1;

  	ib sb | y1@0 y2@1 y3@2 y4@3;

  	y1-y4@0;

  	ib on w*.6;
  	sb on w*.3;
  	c#1 on w*1;

  	ib*.5; sb@0; c#1*1;
  	ib with sb@0;

  	%c#1%
  	[ib*0 sb*.5];

  	%c#2%
  	[ib*3 sb*1];


  model:
  	
  	%within%

  	%overall%


  	[c#1*0];
  	c#1 on x*1;
  	
  	y1-y4*.25;
  	iw sw | y1@0 y2@1 y3@2 y4@3;
  	iw on x*1;
  	sw on x*.7;
  	iw*1; sw*.4;


  	%between%

  	%overall%


  	ib sb | y1@0 y2@1 y3@2 y4@3;

  	y1-y4@0;

  	ib on w*.6;
  	sb on w*.3;
  	c#1 on w*1;

  	ib*.5; sb@0; c#1*1;
  	ib with sb@0;

  	%c#1%
  	[ib*0 sb*.5];

  	%c#2%
  	[ib*3 sb*1];

  output:
  	tech8 tech9;	



INPUT READING TERMINATED NORMALLY




monte carlo for two-level GMM (three-level analysis)
for a continuous outcome

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                                 3454

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

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4

Observed independent variables
   X           W

Continuous latent variables
   IW          SW          IB          SB

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                            2
  Adaptive quadrature                                           ON
Cholesky                                                       OFF


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
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              1.528         2.157         2.877         3.619        -0.027


           Means
              W
              ________
 1             -0.157


           Covariances
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             3.737
 Y2             3.981         5.572
 Y3             4.632         6.746         9.248
 Y4             5.215         8.176        11.316        14.768
 X              0.520         1.122         1.721         2.359         0.982
 W              0.002         0.206         0.354         0.508        -0.007


           Covariances
              W
              ________
 W              0.822


           Correlations
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             1.000
 Y2             0.872         1.000
 Y3             0.788         0.940         1.000
 Y4             0.702         0.901         0.968         1.000
 X              0.271         0.480         0.571         0.620         1.000
 W              0.001         0.096         0.128         0.146        -0.008


           Correlations
              W
              ________
 W              1.000




MODEL FIT INFORMATION

Number of Free Parameters                       20

Loglikelihood

    H0 Value

        Mean                             -5919.508
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -5919.508      -5919.508
           0.980       0.000        -5919.508      -5919.508
           0.950       0.000        -5919.508      -5919.508
           0.900       0.000        -5919.508      -5919.508
           0.800       0.000        -5919.508      -5919.508
           0.700       0.000        -5919.508      -5919.508
           0.500       0.000        -5919.508      -5919.508
           0.300       0.000        -5919.508      -5919.508
           0.200       0.000        -5919.508      -5919.508
           0.100       0.000        -5919.508      -5919.508
           0.050       0.000        -5919.508      -5919.508
           0.020       0.000        -5919.508      -5919.508
           0.010       0.000        -5919.508      -5919.508

Information Criteria

    Akaike (AIC)

        Mean                             11879.016
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        11879.016      11879.016
           0.980       0.000        11879.016      11879.016
           0.950       0.000        11879.016      11879.016
           0.900       0.000        11879.016      11879.016
           0.800       0.000        11879.016      11879.016
           0.700       0.000        11879.016      11879.016
           0.500       0.000        11879.016      11879.016
           0.300       0.000        11879.016      11879.016
           0.200       0.000        11879.016      11879.016
           0.100       0.000        11879.016      11879.016
           0.050       0.000        11879.016      11879.016
           0.020       0.000        11879.016      11879.016
           0.010       0.000        11879.016      11879.016

    Bayesian (BIC)

        Mean                             11977.172
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        11977.172      11977.172
           0.980       0.000        11977.172      11977.172
           0.950       0.000        11977.172      11977.172
           0.900       0.000        11977.172      11977.172
           0.800       0.000        11977.172      11977.172
           0.700       0.000        11977.172      11977.172
           0.500       0.000        11977.172      11977.172
           0.300       0.000        11977.172      11977.172
           0.200       0.000        11977.172      11977.172
           0.100       0.000        11977.172      11977.172
           0.050       0.000        11977.172      11977.172
           0.020       0.000        11977.172      11977.172
           0.010       0.000        11977.172      11977.172

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

        Mean                             11913.650
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        11913.650      11913.650
           0.980       0.000        11913.650      11913.650
           0.950       0.000        11913.650      11913.650
           0.900       0.000        11913.650      11913.650
           0.800       0.000        11913.650      11913.650
           0.700       0.000        11913.650      11913.650
           0.500       0.000        11913.650      11913.650
           0.300       0.000        11913.650      11913.650
           0.200       0.000        11913.650      11913.650
           0.100       0.000        11913.650      11913.650
           0.050       0.000        11913.650      11913.650
           0.020       0.000        11913.650      11913.650
           0.010       0.000        11913.650      11913.650



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

    Latent
   Classes

       1        475.25370          0.47525
       2        524.74630          0.52475


CLASSIFICATION QUALITY

     Entropy                         0.796


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              478          0.47800
       2              522          0.52200


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

           1        2

    1   0.939    0.061
    2   0.051    0.949


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

           1        2

    1   0.944    0.056
    2   0.056    0.944


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

              1        2

    1      2.832    0.000
    2     -2.832    0.000


MODEL RESULTS

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

Latent Class 1

 IW       |
  Y1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 SW       |
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 IW         ON
  X                   1.000     1.0227     0.0000     0.0454     0.0005 1.000 1.000

 SW         ON
  X                   0.700     0.7056     0.0000     0.0263     0.0000 1.000 1.000

 SW       WITH
  IW                  0.000    -0.0322     0.0000     0.0361     0.0010 1.000 0.000

 Residual Variances
  Y1                  0.250     0.2624     0.0000     0.0361     0.0002 1.000 1.000
  Y2                  0.250     0.2864     0.0000     0.0192     0.0013 1.000 1.000
  Y3                  0.250     0.2069     0.0000     0.0185     0.0019 0.000 1.000
  Y4                  0.250     0.3134     0.0000     0.0410     0.0040 1.000 1.000
  IW                  1.000     0.9119     0.0000     0.0900     0.0078 1.000 1.000
  SW                  0.400     0.3660     0.0000     0.0198     0.0012 1.000 1.000

Latent Class 2

 IW       |
  Y1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 SW       |
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 IW         ON
  X                   1.000     1.0227     0.0000     0.0454     0.0005 1.000 1.000

 SW         ON
  X                   0.700     0.7056     0.0000     0.0263     0.0000 1.000 1.000

 SW       WITH
  IW                  0.000    -0.0322     0.0000     0.0361     0.0010 1.000 0.000

 Residual Variances
  Y1                  0.250     0.2624     0.0000     0.0361     0.0002 1.000 1.000
  Y2                  0.250     0.2864     0.0000     0.0192     0.0013 1.000 1.000
  Y3                  0.250     0.2069     0.0000     0.0185     0.0019 0.000 1.000
  Y4                  0.250     0.3134     0.0000     0.0410     0.0040 1.000 1.000
  IW                  1.000     0.9119     0.0000     0.0900     0.0078 1.000 1.000
  SW                  0.400     0.3660     0.0000     0.0198     0.0012 1.000 1.000

Between Level

Latent Class 1

 IB       |
  Y1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 SB       |
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 IB         ON
  W                   0.600     0.5102     0.0000     0.0810     0.0081 1.000 1.000

 SB         ON
  W                   0.300     0.2854     0.0000     0.0194     0.0002 1.000 1.000

 IB       WITH
  SB                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Intercepts
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  IB                  0.000    -0.0105     0.0000     0.1003     0.0001 1.000 0.000
  SB                  0.500     0.5028     0.0000     0.0404     0.0000 1.000 1.000

 Residual Variances
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  IB                  0.500     0.4496     0.0000     0.1119     0.0025 1.000 1.000
  SB                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

Latent Class 2

 IB       |
  Y1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 SB       |
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 IB         ON
  W                   0.600     0.5102     0.0000     0.0810     0.0081 1.000 1.000

 SB         ON
  W                   0.300     0.2854     0.0000     0.0194     0.0002 1.000 1.000

 IB       WITH
  SB                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Intercepts
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  IB                  3.000     3.0567     0.0000     0.0891     0.0032 1.000 1.000
  SB                  1.000     0.9952     0.0000     0.0365     0.0000 1.000 1.000

 Residual Variances
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  IB                  0.500     0.4496     0.0000     0.1119     0.0025 1.000 1.000
  SB                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

Categorical Latent Variables

Within Level

 C#1        ON
  X                   1.000     1.0550     0.0000     0.1265     0.0030 1.000 1.000

 Intercepts
  C#1                 0.000     0.0406     0.0000     0.1602     0.0016 1.000 0.000

Between Level

 C#1        ON
  W                   1.000     1.0311     0.0000     0.2045     0.0010 1.000 1.000

 Residual Variances
  C#1                 1.000     1.3182     0.0000     0.3821     0.1013 1.000 1.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.959E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  0


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1                 0             0             0             0             0
 Y2                 0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           LAMBDA
              X             W
              ________      ________
 Y1                 0             0
 Y2                 0             0
 Y3                 0             0
 Y4                 0             0
 X                  0             0
 W                  0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              X             W
              ________      ________
 IW                 5             0
 SW                 6             0
 C#1                0             0
 IB                 0             0
 SB                 0             0
 X                  0             0
 W                  0             0


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW                 7
 SW                 8             9
 C#1                0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              X             W
              ________      ________
 X                  0
 W                  0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  0


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1                 0             0             0             0             0
 Y2                 0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           LAMBDA
              X             W
              ________      ________
 Y1                 0             0
 Y2                 0             0
 Y3                 0             0
 Y4                 0             0
 X                  0             0
 W                  0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              X             W
              ________      ________
 IW                 5             0
 SW                 6             0
 C#1                0             0
 IB                 0             0
 SB                 0             0
 X                  0             0
 W                  0             0


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW                 7
 SW                 8             9
 C#1                0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              X             W
              ________      ________
 X                  0
 W                  0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  0


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1                 0             0             0             0             0
 Y2                 0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           LAMBDA
              X             W
              ________      ________
 Y1                 0             0
 Y2                 0             0
 Y3                 0             0
 Y4                 0             0
 X                  0             0
 W                  0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 0
 Y2                 0             0
 Y3                 0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0            10            11


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              X             W
              ________      ________
 IW                 0             0
 SW                 0             0
 C#1                0            12
 IB                 0            13
 SB                 0            14
 X                  0             0
 W                  0             0


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 C#1                0             0            15
 IB                 0             0             0            16
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              X             W
              ________      ________
 X                  0
 W                  0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  0


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1                 0             0             0             0             0
 Y2                 0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           LAMBDA
              X             W
              ________      ________
 Y1                 0             0
 Y2                 0             0
 Y3                 0             0
 Y4                 0             0
 X                  0             0
 W                  0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 0
 Y2                 0             0
 Y3                 0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0            17            18


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              X             W
              ________      ________
 IW                 0             0
 SW                 0             0
 C#1                0            12
 IB                 0            13
 SB                 0            14
 X                  0             0
 W                  0             0


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 C#1                0             0            15
 IB                 0             0             0            16
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              X             W
              ________      ________
 X                  0
 W                  0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 19             0


           GAMMA(C)
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             0             0             0


           GAMMA(C)
              X             W
              ________      ________
 C#1               20             0
 C#2                0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000         0.000
 Y4             1.000         3.000         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


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.250
 Y2             0.000         0.250
 Y3             0.000         0.000         0.250
 Y4             0.000         0.000         0.000         0.250
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             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


           BETA
              X             W
              ________      ________
 IW             1.000         0.000
 SW             0.700         0.000
 C#1            0.000         0.000
 IB             0.000         0.000
 SB             0.000         0.000
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             1.000
 SW             0.000         0.400
 C#1            0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             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
              X             W
              ________      ________
 X              0.500
 W              0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000         0.000
 Y4             1.000         3.000         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


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.250
 Y2             0.000         0.250
 Y3             0.000         0.000         0.250
 Y4             0.000         0.000         0.000         0.250
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             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


           BETA
              X             W
              ________      ________
 IW             1.000         0.000
 SW             0.700         0.000
 C#1            0.000         0.000
 IB             0.000         0.000
 SB             0.000         0.000
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             1.000
 SW             0.000         0.400
 C#1            0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             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
              X             W
              ________      ________
 X              0.500
 W              0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1             0.000         0.000         0.000         1.000         0.000
 Y2             0.000         0.000         0.000         1.000         1.000
 Y3             0.000         0.000         0.000         1.000         2.000
 Y4             0.000         0.000         0.000         1.000         3.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             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
              W
              ________
 W              0.000


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.500


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             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


           BETA
              X             W
              ________      ________
 IW             0.000         0.000
 SW             0.000         0.000
 C#1            0.000         1.000
 IB             0.000         0.600
 SB             0.000         0.300
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 C#1            0.000         0.000         1.000
 IB             0.000         0.000         0.000         0.500
 SB             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
              X             W
              ________      ________
 X              0.000
 W              0.000         0.500


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1             0.000         0.000         0.000         1.000         0.000
 Y2             0.000         0.000         0.000         1.000         1.000
 Y3             0.000         0.000         0.000         1.000         2.000
 Y4             0.000         0.000         0.000         1.000         3.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             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
              W
              ________
 W              0.000


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         3.000         1.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             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


           BETA
              X             W
              ________      ________
 IW             0.000         0.000
 SW             0.000         0.000
 C#1            0.000         1.000
 IB             0.000         0.600
 SB             0.000         0.300
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 C#1            0.000         0.000         1.000
 IB             0.000         0.000         0.000         0.500
 SB             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
              X             W
              ________      ________
 X              0.000
 W              0.000         0.500


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000


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


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000         0.000
 Y4             1.000         3.000         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


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.250
 Y2             0.000         0.250
 Y3             0.000         0.000         0.250
 Y4             0.000         0.000         0.000         0.250
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             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


           BETA
              X             W
              ________      ________
 IW             1.000         0.000
 SW             0.700         0.000
 C#1            0.000         0.000
 IB             0.000         0.000
 SB             0.000         0.000
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             1.000
 SW             0.000         0.400
 C#1            0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             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
              X             W
              ________      ________
 X              1.000
 W              0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000         0.000
 Y4             1.000         3.000         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


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.250
 Y2             0.000         0.250
 Y3             0.000         0.000         0.250
 Y4             0.000         0.000         0.000         0.250
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             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


           BETA
              X             W
              ________      ________
 IW             1.000         0.000
 SW             0.700         0.000
 C#1            0.000         0.000
 IB             0.000         0.000
 SB             0.000         0.000
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             1.000
 SW             0.000         0.400
 C#1            0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             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
              X             W
              ________      ________
 X              1.000
 W              0.000         0.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1             0.000         0.000         0.000         1.000         0.000
 Y2             0.000         0.000         0.000         1.000         1.000
 Y3             0.000         0.000         0.000         1.000         2.000
 Y4             0.000         0.000         0.000         1.000         3.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             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
              W
              ________
 W              0.000


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.500


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             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


           BETA
              X             W
              ________      ________
 IW             0.000         0.000
 SW             0.000         0.000
 C#1            0.000         1.000
 IB             0.000         0.600
 SB             0.000         0.300
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 C#1            0.000         0.000         1.000
 IB             0.000         0.000         0.000         0.500
 SB             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
              X             W
              ________      ________
 X              0.000
 W              0.000         1.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 Y1             0.000         0.000         0.000         1.000         0.000
 Y2             0.000         0.000         0.000         1.000         1.000
 Y3             0.000         0.000         0.000         1.000         2.000
 Y4             0.000         0.000         0.000         1.000         3.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             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
              W
              ________
 W              0.000


           ALPHA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         3.000         1.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             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


           BETA
              X             W
              ________      ________
 IW             0.000         0.000
 SW             0.000         0.000
 C#1            0.000         1.000
 IB             0.000         0.600
 SB             0.000         0.300
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 C#1            0.000         0.000         1.000
 IB             0.000         0.000         0.000         0.500
 SB             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
              X             W
              ________      ________
 X              0.000
 W              0.000         1.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              IW            SW            C#1           IB            SB
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000


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


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59292651D+04    0.0000000    0.0000000    471.418   528.582    EM
     2 -0.59210840D+04    8.1810917    0.0013798    472.765   527.235    EM
     3 -0.59203785D+04    0.7054745    0.0001191    473.536   526.464    EM
     4 -0.59200449D+04    0.3335964    0.0000563    474.035   525.965    EM
     5 -0.59198590D+04    0.1859110    0.0000314    474.369   525.631    EM
     6 -0.59197438D+04    0.1152118    0.0000195    474.599   525.401    EM
     7 -0.59196681D+04    0.0756617    0.0000128    474.761   525.239    EM
     8 -0.59196171D+04    0.0510562    0.0000086    474.879   525.121    EM
     9 -0.59195822D+04    0.0348590    0.0000059    474.966   525.034    EM
    10 -0.59195583D+04    0.0239061    0.0000040    475.033   524.967    EM
    11 -0.59195419D+04    0.0164062    0.0000028    475.084   524.916    EM
    12 -0.59195306D+04    0.0112528    0.0000019    475.125   524.875    EM
    13 -0.59195229D+04    0.0077001    0.0000013    475.157   524.843    EM
    14 -0.59195177D+04    0.0052551    0.0000009    475.182   524.818    EM
    15 -0.59195141D+04    0.0035731    0.0000006    475.203   524.797    EM
    16 -0.59195117D+04    0.0024187    0.0000004    475.220   524.780    EM
    17 -0.59195101D+04    0.0016278    0.0000003    475.234   524.766    EM
    18 -0.59195090D+04    0.0010880    0.0000002    475.245   524.755    EM
    19 -0.59195082D+04    0.0007206    0.0000001    475.254   524.746    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    Y1
    Y2
    Y3
    Y4
    X
    W
    C
    CLUSTER

  Save file
    ex10.9.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  14:02:49
        Ending Time:  14:02:53
       Elapsed Time:  00:00:04



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