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

INPUT INSTRUCTIONS

  TITLE:	this is an example of a two-level GMM for
  	a continuous outcome (three-level analysis)
  DATA:	FILE IS ex10.9.dat;
  VARIABLE:	NAMES ARE y1-y4 x w class clus;
  	USEVARIABLES = y1-y4 x w;
  	CLASSES = c (2);
  	WITHIN = x;
  	BETWEEN = w;
  	CLUSTER = clus;
  ANALYSIS:	TYPE = TWOLEVEL MIXTURE;
  	STARTS = 0;
  MODEL:	
  	%WITHIN%
  	%OVERALL%
  	iw sw | y1@0 y2@1 y3@2 y4@3;
  	iw sw ON x;
  	c ON x;
  	%BETWEEN%
  	%OVERALL%
  	ib sb | y1@0 y2@1 y3@2 y4@3;
  	y1-y4@0;
  	ib sb ON w;
  	sb@0;
  	c#1 ON w;
  	c#1*1;
  	%c#1%
  	[ib sb];
  	%c#2%
  	[ib*3 sb*1];
  OUTPUT:	TECH1 TECH8;



*** WARNING in MODEL command
  All continuous latent variable covariances involving SB on the between level
  have been fixed to 0 because the variance of SB is fixed at 0.
   1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS



this is an example of a two-level GMM for
a continuous outcome (three-level analysis)

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

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

  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
Cholesky                                                       OFF

Input data file(s)
  ex10.9.dat
Input data format  FREE


SUMMARY OF DATA

     Number of clusters                        110




THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       20

Loglikelihood

          H0 Value                       -5919.509
          H0 Scaling Correction Factor      0.9951
            for MLR

Information Criteria

          Akaike (AIC)                   11879.018
          Bayesian (BIC)                 11977.173
          Sample-Size Adjusted BIC       11913.652
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        475.75619          0.47576
       2        524.24381          0.52424


CLASSIFICATION QUALITY

     Entropy                         0.797


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   0.940    0.060
    2   0.051    0.949


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

 IW         ON
    X                  1.024      0.045     22.554      0.000

 SW         ON
    X                  0.706      0.026     26.809      0.000

 SW       WITH
    IW                -0.032      0.036     -0.899      0.369

 Residual Variances
    Y1                 0.262      0.036      7.262      0.000
    Y2                 0.286      0.019     14.879      0.000
    Y3                 0.207      0.019     11.182      0.000
    Y4                 0.313      0.041      7.652      0.000
    IW                 0.912      0.090     10.125      0.000
    SW                 0.366      0.020     18.525      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

 IW         ON
    X                  1.024      0.045     22.554      0.000

 SW         ON
    X                  0.706      0.026     26.809      0.000

 SW       WITH
    IW                -0.032      0.036     -0.899      0.369

 Residual Variances
    Y1                 0.262      0.036      7.262      0.000
    Y2                 0.286      0.019     14.879      0.000
    Y3                 0.207      0.019     11.182      0.000
    Y4                 0.313      0.041      7.652      0.000
    IW                 0.912      0.090     10.125      0.000
    SW                 0.366      0.020     18.525      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                  0.508      0.081      6.267      0.000

 SB         ON
    W                  0.285      0.019     14.745      0.000

 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                -0.004      0.100     -0.039      0.969
    SB                 0.503      0.040     12.448      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                 0.450      0.112      4.013      0.000
    SB                 0.000      0.000    999.000    999.000

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                  0.508      0.081      6.267      0.000

 SB         ON
    W                  0.285      0.019     14.745      0.000

 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                 3.064      0.089     34.466      0.000
    SB                 0.996      0.036     27.300      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                 0.450      0.112      4.013      0.000
    SB                 0.000      0.000    999.000    999.000

Categorical Latent Variables

Within Level

 C#1        ON
    X                  1.059      0.127      8.318      0.000

 Intercepts
    C#1                0.047      0.161      0.294      0.769

Between Level

 C#1        ON
    W                  1.035      0.205      5.056      0.000

 Residual Variances
    C#1                1.336      0.389      3.431      0.001


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

Within Level

 C#1      ON
    X                  2.885

Between Level


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.491E-04
       (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             1.871
 Y2             0.000         2.789
 Y3             0.000         0.000         4.629
 Y4             0.000         0.000         0.000         7.391
 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             0.000         0.000
 SW             0.000         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             0.050
 SW             0.000         0.050
 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              0.491
 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             1.871
 Y2             0.000         2.789
 Y3             0.000         0.000         4.629
 Y4             0.000         0.000         0.000         7.391
 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             0.000         0.000
 SW             0.000         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             0.050
 SW             0.000         0.050
 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              0.491
 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         0.000


           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         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             0.000
 SW             0.000         0.000
 C#1            0.000         0.000         1.000
 IB             0.000         0.000         0.000         0.050
 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         0.412


     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         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             0.000
 SW             0.000         0.000
 C#1            0.000         0.000         1.000
 IB             0.000         0.000         0.000         0.050
 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         0.412


     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            0.000         0.000
 C#2            0.000         0.000


TECHNICAL 8 OUTPUT


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.84246544D+04    0.0000000    0.0000000    448.925   551.075    EM
     2 -0.60276150D+04 2397.0394036    0.2845267    460.536   539.464    EM
     3 -0.60062366D+04   21.3783308    0.0035467    463.773   536.227    EM
     4 -0.59992844D+04    6.9522531    0.0011575    465.350   534.650    EM
     5 -0.59955891D+04    3.6952350    0.0006159    466.266   533.734    EM
     6 -0.59931469D+04    2.4422455    0.0004073    466.923   533.077    EM
     7 -0.59913325D+04    1.8143865    0.0003027    467.514   532.486    EM
     8 -0.59899049D+04    1.4276157    0.0002383    468.133   531.867    EM
     9 -0.59887538D+04    1.1511374    0.0001922    468.815   531.185    EM
    10 -0.59878180D+04    0.9357983    0.0001563    469.572   530.428    EM
    11 -0.59870551D+04    0.7628406    0.0001274    470.398   529.602    EM
    12 -0.59864296D+04    0.6255586    0.0001045    471.285   528.715    EM
    13 -0.59859081D+04    0.5214338    0.0000871    472.220   527.780    EM
    14 -0.59854592D+04    0.4488753    0.0000750    473.196   526.804    EM
    15 -0.59850532D+04    0.4060252    0.0000678    474.205   525.795    EM
    16 -0.59846625D+04    0.3907422    0.0000653    475.244   524.756    EM
    17 -0.59842613D+04    0.4011818    0.0000670    476.308   523.692    EM
    18 -0.59838248D+04    0.4364601    0.0000729    477.393   522.607    EM
    19 -0.59833276D+04    0.4972195    0.0000831    478.493   521.507    EM
    20 -0.59827414D+04    0.5861951    0.0000980    479.597   520.403    EM
    21 -0.59820326D+04    0.7088055    0.0001185    480.689   519.311    EM
    22 -0.59811586D+04    0.8740221    0.0001461    481.739   518.261    EM
    23 -0.59800631D+04    1.0955356    0.0001832    482.708   517.292    EM
    24 -0.59786695D+04    1.3935612    0.0002330    483.534   516.466    EM
    25 -0.59768727D+04    1.7968417    0.0003005    484.129   515.871    EM
    26 -0.59745286D+04    2.3440076    0.0003922    484.377   515.623    EM
    27 -0.59714476D+04    3.0810800    0.0005157    484.145   515.855    EM
    28 -0.59674001D+04    4.0474649    0.0006778    483.316   516.684    EM
    29 -0.59621625D+04    5.2375892    0.0008777    481.865   518.135    EM
    30 -0.59556349D+04    6.5276379    0.0010948    479.960   520.040    EM
    31 -0.59480418D+04    7.5930358    0.0012749    477.991   522.009    EM
    32 -0.59401117D+04    7.9301583    0.0013332    476.412   523.588    EM
    33 -0.59329649D+04    7.1468242    0.0012031    475.433   524.567    EM
    34 -0.59275524D+04    5.4124616    0.0009123    474.950   525.050    EM
    35 -0.59240875D+04    3.4649006    0.0005845    474.767   525.233    EM
    36 -0.59211718D+04    2.9157410    0.0004922    478.022   521.978    FS
    37 -0.59199410D+04    1.2307124    0.0002078    478.075   521.925    EM
    38 -0.59197536D+04    0.1874885    0.0000317    477.910   522.090    EM
    39 -0.59196618D+04    0.0917596    0.0000155    477.672   522.328    EM
    40 -0.59196087D+04    0.0531300    0.0000090    477.420   522.580    EM
    41 -0.59195757D+04    0.0329630    0.0000056    477.175   522.825    EM
    42 -0.59195543D+04    0.0214463    0.0000036    476.948   523.052    EM
    43 -0.59195399D+04    0.0143951    0.0000024    476.742   523.258    EM
    44 -0.59195300D+04    0.0098656    0.0000017    476.557   523.443    EM
    45 -0.59195231D+04    0.0068557    0.0000012    476.393   523.607    EM
    46 -0.59195183D+04    0.0048076    0.0000008    476.248   523.752    EM
    47 -0.59195149D+04    0.0033905    0.0000006    476.121   523.879    EM
    48 -0.59195125D+04    0.0023975    0.0000004    476.010   523.990    EM
    49 -0.59195108D+04    0.0016984    0.0000003    475.913   524.087    EM
    50 -0.59195096D+04    0.0012006    0.0000002    475.829   524.171    EM
    51 -0.59195088D+04    0.0008464    0.0000001    475.756   524.244    EM


     Beginning Time:  22:45:52
        Ending Time:  22:46:04
       Elapsed Time:  00:00:12



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