Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:45 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a two-level growth
          model for a continuous outcome (three-level analysis)
          with a between-level  categorical latent variable
  DATA:	FILE = ex10.8.dat;
  VARIABLE:	NAMES ARE y1-y4 x w dummy clus;
  	USEVARIABLES = y1-w;
  	CLASSES = cb(2);
  	WITHIN = x;
  	BETWEEN = cb w;
  	CLUSTER = clus;
  ANALYSIS:	TYPE IS TWOLEVEL MIXTURE RANDOM;
  	PROCESSORS = 2;
  MODEL:
  	%WITHIN%
  	%OVERALL%
  	iw sw | y1@0 y2@1 y3@2 y4@3;
  	y1-y4 (1);
  	iw ON x;
  	sw ON x iw;
  	%cb#1%
  	sw ON iw;
  	%cb#2%
  	sw ON iw;
  	%BETWEEN%
  	%OVERALL%
  	ib sb | y1@0 y2@1 y3@2 y4@3;
  	y1-y4@0;
  	ib sb ON w;
  	cb ON w;
  	%cb#1%
  	[ib sb];
  	%cb#2%
  	[ib sb];
  OUTPUT:	TECH1 TECH8;




INPUT READING TERMINATED NORMALLY



this is an example of a two-level growth
model for a continuous outcome (three-level analysis)
with a between-level  categorical latent variable

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

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
   CB

Variables with special functions

  Cluster variable      CLUS

  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
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Cholesky                                                       OFF

Input data file(s)
  ex10.8.dat
Input data format  FREE


SUMMARY OF DATA

     Number of clusters                        100



RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES


1 perturbed starting value run(s) did not converge.
Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:

          -13129.015  107446           12
          -13129.015  76974            16
          -13129.018  903420           5
          -13129.037  462953           7



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


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       18

Loglikelihood

          H0 Value                      -13129.015
          H0 Scaling Correction Factor      0.9738
            for MLR

Information Criteria

          Akaike (AIC)                   26294.030
          Bayesian (BIC)                 26394.846
          Sample-Size Adjusted BIC       26337.659
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1       1022.89483          0.51145
       2        977.10517          0.48855


CLASSIFICATION QUALITY

     Entropy                         0.990


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1             1020          0.51000
       2              980          0.49000


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

           1        2

    1   1.000    0.000
    2   0.003    0.997


MODEL RESULTS

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

Within Level

Latent Class 1

 IW       |
    Y1                 1.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 1.000      0.000    999.000    999.000
    Y4                 1.000      0.000    999.000    999.000

 SW       |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 SW         ON
    IW                 0.484      0.032     15.179      0.000

 IW         ON
    X                  0.996      0.027     36.215      0.000

 SW         ON
    X                  0.233      0.032      7.277      0.000

 Residual Variances
    Y1                 0.495      0.010     50.339      0.000
    Y2                 0.495      0.010     50.339      0.000
    Y3                 0.495      0.010     50.339      0.000
    Y4                 0.495      0.010     50.339      0.000
    IW                 0.983      0.043     22.637      0.000
    SW                 0.548      0.020     27.975      0.000

Latent Class 2

 IW       |
    Y1                 1.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 1.000      0.000    999.000    999.000
    Y4                 1.000      0.000    999.000    999.000

 SW       |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 SW         ON
    IW                -0.052      0.026     -1.995      0.046

 IW         ON
    X                  0.996      0.027     36.215      0.000

 SW         ON
    X                  0.233      0.032      7.277      0.000

 Residual Variances
    Y1                 0.495      0.010     50.339      0.000
    Y2                 0.495      0.010     50.339      0.000
    Y3                 0.495      0.010     50.339      0.000
    Y4                 0.495      0.010     50.339      0.000
    IW                 0.983      0.043     22.637      0.000
    SW                 0.548      0.020     27.975      0.000

Between Level

Latent Class 1

 IB       |
    Y1                 1.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 1.000      0.000    999.000    999.000
    Y4                 1.000      0.000    999.000    999.000

 SB       |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 IB         ON
    W                  0.602      0.081      7.469      0.000

 SB         ON
    W                  0.271      0.055      4.895      0.000

 SB       WITH
    IB                -0.008      0.031     -0.273      0.785

 Intercepts
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000
    IB                 0.051      0.111      0.462      0.644
    SB                -0.057      0.067     -0.858      0.391

 Residual Variances
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000
    IB                 0.470      0.062      7.597      0.000
    SB                 0.185      0.035      5.280      0.000

Latent Class 2

 IB       |
    Y1                 1.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 1.000      0.000    999.000    999.000
    Y4                 1.000      0.000    999.000    999.000

 SB       |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 IB         ON
    W                  0.602      0.081      7.469      0.000

 SB         ON
    W                  0.271      0.055      4.895      0.000

 SB       WITH
    IB                -0.008      0.031     -0.273      0.785

 Intercepts
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000
    IB                 1.663      0.107     15.499      0.000
    SB                 1.406      0.075     18.715      0.000

 Residual Variances
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000
    IB                 0.470      0.062      7.597      0.000
    SB                 0.185      0.035      5.280      0.000

Categorical Latent Variables

Within Level

Between Level

 CB#1       ON
    W                  1.189      0.292      4.070      0.000

 Intercepts
    CB#1              -0.047      0.228     -0.207      0.836


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 CB#2     ON
    W                 -1.189      0.292     -4.070      0.000

 Intercepts
    CB#2               0.047      0.228      0.207      0.836


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.175E-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            CB#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             1
 Y3                 0             0             1
 Y4                 0             0             0             1
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


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


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 3             0             0             0             0
 CB#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                 2             0
 SW                 4             0
 CB#1               0             0
 IB                 0             0
 SB                 0             0
 X                  0             0
 W                  0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 5
 SW                 0             6
 CB#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            CB#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             1
 Y3                 0             0             1
 Y4                 0             0             0             1
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


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


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 7             0             0             0             0
 CB#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                 2             0
 SW                 4             0
 CB#1               0             0
 IB                 0             0
 SB                 0             0
 X                  0             0
 W                  0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 5
 SW                 0             6
 CB#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            CB#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            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             8             9


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#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
 CB#1               0             0
 IB                 0            10
 SB                 0            11
 X                  0             0
 W                  0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 IB                 0             0             0            12
 SB                 0             0             0            13            14
 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            CB#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            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0            15            16


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#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
 CB#1               0             0
 IB                 0            10
 SB                 0            11
 X                  0             0
 W                  0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 IB                 0             0             0            12
 SB                 0             0             0            13            14
 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 (WITHIN)


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


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


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


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1                 17             0


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


           GAMMA(C)
              X             W
              ________      ________
 CB#1               0            18
 CB#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            CB#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             1.754
 Y2             0.000         3.744
 Y3             0.000         0.000         7.161
 Y4             0.000         0.000         0.000        12.284
 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            CB#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            CB#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
 CB#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
 CB#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            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.050
 SW             0.000         0.050
 CB#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              0.518
 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            CB#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             1.754
 Y2             0.000         3.744
 Y3             0.000         0.000         7.161
 Y4             0.000         0.000         0.000        12.284
 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            CB#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            CB#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
 CB#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
 CB#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            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.050
 SW             0.000         0.050
 CB#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              0.518
 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            CB#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            CB#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            CB#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
 CB#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
 CB#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            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.050
 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         0.495


     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            CB#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            CB#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            CB#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
 CB#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
 CB#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            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.050
 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         0.495


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


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


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


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


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


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


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


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20385975D+05    0.0000000    0.0000000   1000.000  1000.000    EM
     2 -0.13725531D+05 6660.4442686    0.3267170   1000.000  1000.000    EM
     3 -0.13625276D+05  100.2542501    0.0073042   1000.000  1000.000    EM
     4 -0.13531948D+05   93.3287319    0.0068497   1000.000  1000.000    EM
     5 -0.13421975D+05  109.9721572    0.0081269   1000.000  1000.000    EM
     6 -0.13341513D+05   80.4621234    0.0059948   1000.000  1000.000    EM
     7 -0.13309957D+05   31.5562552    0.0023653   1000.000  1000.000    EM
     8 -0.13302675D+05    7.2821959    0.0005471   1000.000  1000.000    EM
     9 -0.13301987D+05    0.6882228    0.0000517   1000.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28906866D+05    0.0000000    0.0000000    462.851  1537.149    EM
     2 -0.16490412D+05 ************    0.4295330    305.942  1694.058    EM
     3 -0.15721993D+05  768.4190228    0.0465979     83.006  1916.994    EM
     4 -0.15388276D+05  333.7169122    0.0212261    285.565  1714.435    EM
     5 -0.15067496D+05  320.7806194    0.0208458    599.559  1400.441    EM
     6 -0.14808044D+05  259.4516344    0.0172193    683.551  1316.449    EM
     7 -0.14527442D+05  280.6021622    0.0189493    764.517  1235.483    EM
     8 -0.14175886D+05  351.5555849    0.0241994    871.770  1128.230    EM
     9 -0.13742360D+05  433.5257005    0.0305819    993.707  1006.293    EM
    10 -0.13331373D+05  410.9871615    0.0299066   1014.373   985.627    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45605327D+05    0.0000000    0.0000000      0.000  2000.000    EM
     2 -0.15373048D+05 ************    0.6629111      0.000  2000.000    EM
     3 -0.15011592D+05  361.4559528    0.0235123      0.000  2000.000    EM
     4 -0.14733375D+05  278.2173903    0.0185335      0.000  2000.000    EM
     5 -0.14410318D+05  323.0572148    0.0219269      0.000  2000.000    EM
     6 -0.13983343D+05  426.9744506    0.0296298      0.000  2000.000    EM
     7 -0.13544301D+05  439.0423675    0.0313975      0.000  2000.000    EM
     8 -0.13335462D+05  208.8392783    0.0154190      0.000  2000.000    EM
     9 -0.13305105D+05   30.3572409    0.0022764      0.000  2000.000    EM
    10 -0.13302133D+05    2.9716085    0.0002233      0.000  2000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29556163D+05    0.0000000    0.0000000      0.000  2000.000    EM
     2 -0.15150909D+05 ************    0.4873858      0.000  2000.000    EM
     3 -0.14728929D+05  421.9803846    0.0278518      0.000  2000.000    EM
     4 -0.14481192D+05  247.7369903    0.0168198      0.000  2000.000    EM
     5 -0.14219153D+05  262.0389276    0.0180951      0.000  2000.000    EM
     6 -0.13921758D+05  297.3949198    0.0209151      0.000  2000.000    EM
     7 -0.13610703D+05  311.0549129    0.0223431      0.000  2000.000    EM
     8 -0.13383686D+05  227.0172968    0.0166793      0.000  2000.000    EM
     9 -0.13311072D+05   72.6131875    0.0054255      0.000  2000.000    EM
    10 -0.13302578D+05    8.4945622    0.0006382      0.000  2000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30707568D+05    0.0000000    0.0000000   1355.980   644.020    EM
     2 -0.17206537D+05 ************    0.4396646   1271.010   728.990    EM
     3 -0.16258574D+05  947.9631142    0.0550932   1231.252   768.748    EM
     4 -0.15579942D+05  678.6314777    0.0417399   1134.015   865.985    EM
     5 -0.15155400D+05  424.5425259    0.0272493   1077.216   922.784    EM
     6 -0.14890018D+05  265.3819598    0.0175107   1060.613   939.387    EM
     7 -0.14585214D+05  304.8031570    0.0204703   1042.669   957.331    EM
     8 -0.14189328D+05  395.8864622    0.0271430   1032.890   967.110    EM
     9 -0.13726932D+05  462.3957623    0.0325876   1036.447   963.553    EM
    10 -0.13372457D+05  354.4750783    0.0258233   1053.685   946.315    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.88160025D+05    0.0000000    0.0000000   1562.082   437.918    EM
     2 -0.15623899D+05 ************    0.8227780   1723.490   276.510    EM
     3 -0.14609708D+05 1014.1908576    0.0649128   1477.424   522.576    EM
     4 -0.13813385D+05  796.3227834    0.0545064    934.741  1065.259    EM
     5 -0.13292571D+05  520.8146922    0.0377036    937.025  1062.975    EM
     6 -0.13147236D+05  145.3350805    0.0109336    969.903  1030.097    EM
     7 -0.13129918D+05   17.3175470    0.0013172    976.037  1023.963    EM
     8 -0.13129051D+05    0.8671241    0.0000660    976.785  1023.215    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.39377482D+05    0.0000000    0.0000000   2000.000     0.000    EM
     2 -0.16452258D+05 ************    0.5821912   1996.640     3.360    EM
     3 -0.15960535D+05  491.7239219    0.0298879   1981.827    18.173    EM
     4 -0.15762909D+05  197.6255292    0.0123821   1979.998    20.002    EM
     5 -0.15666166D+05   96.7429450    0.0061374   1979.919    20.081    EM
     6 -0.15571331D+05   94.8345954    0.0060535   1970.449    29.551    EM
     7 -0.15462111D+05  109.2201035    0.0070142   1940.973    59.027    EM
     8 -0.15336157D+05  125.9543690    0.0081460   1919.704    80.296    EM
     9 -0.15194865D+05  141.2922428    0.0092130   1844.908   155.092    EM
    10 -0.15032260D+05  162.6044970    0.0107013   1747.534   252.466    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44049657D+05    0.0000000    0.0000000    830.475  1169.525    EM
     2 -0.16865135D+05 ************    0.6171336   1034.257   965.743    EM
     3 -0.16040639D+05  824.4959692    0.0488876   1310.081   689.919    EM
     4 -0.15616395D+05  424.2440930    0.0264481   1492.886   507.114    EM
     5 -0.15341092D+05  275.3027450    0.0176291   1497.160   502.840    EM
     6 -0.15043119D+05  297.9733918    0.0194232   1662.506   337.494    EM
     7 -0.14605274D+05  437.8445784    0.0291060   1687.100   312.900    EM
     8 -0.14081160D+05  524.1144296    0.0358853   1680.073   319.927    EM
     9 -0.13551902D+05  529.2580642    0.0375863   1671.302   328.698    EM
    10 -0.13301487D+05  250.4151818    0.0184782   1608.894   391.106    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21633936D+05    0.0000000    0.0000000    297.273  1702.727    EM
     2 -0.15740583D+05 5893.3530560    0.2724124    308.069  1691.931    EM
     3 -0.15577716D+05  162.8674903    0.0103470    327.926  1672.074    EM
     4 -0.15440061D+05  137.6545918    0.0088366    327.206  1672.794    EM
     5 -0.15297021D+05  143.0402296    0.0092642    326.860  1673.140    EM
     6 -0.15140383D+05  156.6378555    0.0102398    362.512  1637.488    EM
     7 -0.14954456D+05  185.9264025    0.0122802    490.475  1509.525    EM
     8 -0.14740107D+05  214.3490732    0.0143335    674.788  1325.212    EM
     9 -0.14497689D+05  242.4187586    0.0164462    804.667  1195.333    EM
    10 -0.14212596D+05  285.0922641    0.0196647    889.462  1110.538    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48199680D+05    0.0000000    0.0000000   1337.710   662.290    EM
     2 -0.16763196D+05 ************    0.6522135   1031.457   968.543    EM
     3 -0.15874743D+05  888.4535846    0.0530002   1219.550   780.450    EM
     4 -0.15620009D+05  254.7333158    0.0160465   1096.800   903.200    EM
     5 -0.15470043D+05  149.9658067    0.0096009   1055.787   944.213    EM
     6 -0.15338200D+05  131.8431973    0.0085225   1058.030   941.970    EM
     7 -0.15203411D+05  134.7890352    0.0087878   1061.024   938.976    EM
     8 -0.15071057D+05  132.3545800    0.0087056   1070.548   929.452    EM
     9 -0.14940406D+05  130.6506875    0.0086690   1073.751   926.249    EM
    10 -0.14801501D+05  138.9045881    0.0092972   1070.801   929.199    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33063045D+05    0.0000000    0.0000000   1019.938   980.062    EM
     2 -0.17473922D+05 ************    0.4714969    872.989  1127.011    EM
     3 -0.16579414D+05  894.5084461    0.0511911    879.528  1120.472    EM
     4 -0.16200514D+05  378.9000994    0.0228536    855.306  1144.694    EM
     5 -0.15760354D+05  440.1592982    0.0271695   1188.883   811.117    EM
     6 -0.15154606D+05  605.7485195    0.0384350   1344.017   655.983    EM
     7 -0.14885588D+05  269.0173659    0.0177515   1356.553   643.447    EM
     8 -0.14668618D+05  216.9708053    0.0145759   1359.432   640.568    EM
     9 -0.14397671D+05  270.9465025    0.0184712   1365.103   634.897    EM
    10 -0.14040601D+05  357.0703694    0.0248006   1374.026   625.974    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.88160025D+05    0.0000000    0.0000000   1562.082   437.918    EM
     2 -0.15623899D+05 ************    0.8227780   1723.490   276.510    EM
     3 -0.14609708D+05 1014.1908576    0.0649128   1477.424   522.576    EM
     4 -0.13813385D+05  796.3227834    0.0545064    934.741  1065.259    EM
     5 -0.13292571D+05  520.8146922    0.0377036    937.025  1062.975    EM
     6 -0.13147236D+05  145.3350805    0.0109336    969.903  1030.097    EM
     7 -0.13129918D+05   17.3175470    0.0013172    976.037  1023.963    EM
     8 -0.13129051D+05    0.8671241    0.0000660    976.785  1023.215    EM
     9 -0.13129018D+05    0.0333344    0.0000025    976.998  1023.002    EM
    10 -0.13129018D+05   -0.0004108    0.0000000    977.023  1022.977    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44049657D+05    0.0000000    0.0000000    830.475  1169.525    EM
     2 -0.16865135D+05 ************    0.6171336   1034.257   965.743    EM
     3 -0.16040639D+05  824.4959692    0.0488876   1310.081   689.919    EM
     4 -0.15616395D+05  424.2440930    0.0264481   1492.886   507.114    EM
     5 -0.15341092D+05  275.3027450    0.0176291   1497.160   502.840    EM
     6 -0.15043119D+05  297.9733918    0.0194232   1662.506   337.494    EM
     7 -0.14605274D+05  437.8445784    0.0291060   1687.100   312.900    EM
     8 -0.14081160D+05  524.1144296    0.0358853   1680.073   319.927    EM
     9 -0.13551902D+05  529.2580642    0.0375863   1671.302   328.698    EM
    10 -0.13301487D+05  250.4151818    0.0184782   1608.894   391.106    EM
    11 -0.13232536D+05   68.9504191    0.0051837   1377.946   622.054    EM
    12 -0.13178414D+05   54.1226908    0.0040901   1140.067   859.933    EM
    13 -0.13138544D+05   39.8701737    0.0030254   1039.924   960.076    EM
    14 -0.13129547D+05    8.9961999    0.0006847   1025.575   974.425    EM
    15 -0.13129059D+05    0.4880210    0.0000372   1023.809   976.191    EM
    16 -0.13129039D+05    0.0206476    0.0000016   1023.444   976.556    EM
    17 -0.13129037D+05    0.0011378    0.0000001   1023.394   976.606    EM
    18 -0.13129037D+05    0.0000620    0.0000000   1023.390   976.610    EM


     Beginning Time:  22:45:25
        Ending Time:  22:45:52
       Elapsed Time:  00:00:27



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