Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  10:46 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a two-level GMM (three-level analysis)
          for a continuous outcome with a between-level
          categorical latent variable
  DATA:	FILE = ex10.10.dat;
  VARIABLE:	NAMES ARE y1-y4 x w dummyb dummy clus;
  	USEVARIABLES = y1-w;
  	CLASSES = cb(2) c(2);
  	WITHIN = x;
  	BETWEEN = cb w;
  	CLUSTER = clus;
  ANALYSIS:	TYPE = TWOLEVEL MIXTURE;
  	PROCESSORS = 2;
  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;
  	ib2 | y1-y4@1;
  	y1-y4@0;
  	ib sb ON w;
  	c#1 ON w;
  	sb@0; c#1;
  	ib2@0;
  	cb ON w;
  MODEL c:
  	%BETWEEN%
  	%c#1%
  	[ib sb];
  	%c#2%
  	[ib sb];
  MODEL cb:
  	%BETWEEN%
  	%cb#1%
  	[ib2@0];
  	%cb#2%
  	[ib2];
  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 (three-level analysis)
for a continuous outcome 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                            5
Number of categorical latent variables                           2

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4

Observed independent variables
   X           W

Continuous latent variables
   IW          SW          IB          SB          IB2

Categorical latent variables
   CB          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
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
Parameterization                                             LOGIT
Cholesky                                                       OFF

Input data file(s)
  ex10.10.dat
Input data format  FREE


SUMMARY OF DATA

     Number of clusters                        100




UNIVARIATE SAMPLE STATISTICS


     UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS

         Variable/         Mean/     Skewness/   Minimum/ % with                Percentiles
        Sample Size      Variance    Kurtosis    Maximum  Min/Max      20%/60%    40%/80%    Median

     Y1                    2.902      -0.149      -4.441    0.05%       1.076      2.459      2.997
            2000.000       4.794      -0.123      10.427    0.05%       3.549      4.751
     Y2                    3.659      -0.064      -5.011    0.05%       1.528      3.119      3.742
            2000.000       6.405      -0.043      12.407    0.05%       4.316      5.758
     Y3                    4.445      -0.083      -5.373    0.05%       1.736      3.721      4.579
            2000.000       9.985      -0.073      15.090    0.05%       5.237      7.109
     Y4                    5.273      -0.063      -7.860    0.05%       2.057      4.370      5.279
            2000.000      15.194      -0.056      18.775    0.05%       6.202      8.574
     X                    -0.018      -0.081      -3.329    0.05%      -0.875     -0.266     -0.006
            2000.000       1.001      -0.169       3.587    0.05%       0.254      0.854
     W                     0.004       0.167      -2.417    1.00%      -0.966     -0.322     -0.097
             100.000       1.005      -0.256       2.631    1.00%       0.234      0.975

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

Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:

          -11854.500  851945           18
          -11854.504  903420           5
          -11862.261  195873           6
          -11971.764  68985            17



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                       23

Loglikelihood

          H0 Value                      -11854.500
          H0 Scaling Correction Factor      0.9975
            for MLR

Information Criteria

          Akaike (AIC)                   23755.001
          Bayesian (BIC)                 23883.821
          Sample-Size Adjusted BIC       23810.749
            (n* = (n + 2) / 24)



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   CB  C


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

  Latent Class
    Pattern

    1  1        514.25439          0.25713
    1  2        414.51412          0.20726
    2  1        328.37008          0.16419
    2  2        742.86141          0.37143


FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES

  Latent Class
    Variable    Class

    CB             1       928.76849          0.46438
                   2      1071.23145          0.53562
    C              1       842.62445          0.42131
                   2      1157.37549          0.57869


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

    1  1              523          0.26150
    1  2              397          0.19850
    2  1              322          0.16100
    2  2              758          0.37900


FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

  Latent Class
    Variable    Class

    CB             1             920          0.46000
                   2            1080          0.54000
    C              1             845          0.42250
                   2            1155          0.57750


CLASSIFICATION QUALITY

     Entropy                         0.788


MODEL RESULTS

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

Within Level

Latent Class Pattern 1 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                  1.013      0.033     30.703      0.000

 SW         ON
    X                  0.717      0.018     39.966      0.000

 SW       WITH
    IW                -0.036      0.023     -1.589      0.112

 Residual Variances
    Y1                 0.260      0.025     10.419      0.000
    Y2                 0.262      0.012     21.023      0.000
    Y3                 0.217      0.015     14.182      0.000
    Y4                 0.306      0.034      9.067      0.000
    IW                 1.083      0.055     19.604      0.000
    SW                 0.386      0.014     27.065      0.000

Latent Class Pattern 1 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                  1.013      0.033     30.703      0.000

 SW         ON
    X                  0.717      0.018     39.966      0.000

 SW       WITH
    IW                -0.036      0.023     -1.589      0.112

 Residual Variances
    Y1                 0.260      0.025     10.419      0.000
    Y2                 0.262      0.012     21.023      0.000
    Y3                 0.217      0.015     14.182      0.000
    Y4                 0.306      0.034      9.067      0.000
    IW                 1.083      0.055     19.604      0.000
    SW                 0.386      0.014     27.065      0.000

Latent Class Pattern 2 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                  1.013      0.033     30.703      0.000

 SW         ON
    X                  0.717      0.018     39.966      0.000

 SW       WITH
    IW                -0.036      0.023     -1.589      0.112

 Residual Variances
    Y1                 0.260      0.025     10.419      0.000
    Y2                 0.262      0.012     21.023      0.000
    Y3                 0.217      0.015     14.182      0.000
    Y4                 0.306      0.034      9.067      0.000
    IW                 1.083      0.055     19.604      0.000
    SW                 0.386      0.014     27.065      0.000

Latent Class Pattern 2 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                  1.013      0.033     30.703      0.000

 SW         ON
    X                  0.717      0.018     39.966      0.000

 SW       WITH
    IW                -0.036      0.023     -1.589      0.112

 Residual Variances
    Y1                 0.260      0.025     10.419      0.000
    Y2                 0.262      0.012     21.023      0.000
    Y3                 0.217      0.015     14.182      0.000
    Y4                 0.306      0.034      9.067      0.000
    IW                 1.083      0.055     19.604      0.000
    SW                 0.386      0.014     27.065      0.000

Between Level

Latent Class Pattern 1 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

 IB2      |
    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

 IB         ON
    W                  0.619      0.108      5.718      0.000

 SB         ON
    W                  0.283      0.014     20.570      0.000

 Means
    IB2                0.000      0.000    999.000    999.000

 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                 0.039      0.180      0.215      0.830
    SB                 0.553      0.026     21.365      0.000

 Variances
    IB2                0.000      0.000    999.000    999.000

 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                 0.463      0.089      5.189      0.000
    SB                 0.000      0.000    999.000    999.000

Latent Class Pattern 1 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

 IB2      |
    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

 IB         ON
    W                  0.619      0.108      5.718      0.000

 SB         ON
    W                  0.283      0.014     20.570      0.000

 Means
    IB2                0.000      0.000    999.000    999.000

 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                 3.062      0.164     18.615      0.000
    SB                 0.979      0.024     41.079      0.000

 Variances
    IB2                0.000      0.000    999.000    999.000

 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                 0.463      0.089      5.189      0.000
    SB                 0.000      0.000    999.000    999.000

Latent Class Pattern 2 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

 IB2      |
    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

 IB         ON
    W                  0.619      0.108      5.718      0.000

 SB         ON
    W                  0.283      0.014     20.570      0.000

 Means
    IB2                2.068      0.239      8.665      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                 0.039      0.180      0.215      0.830
    SB                 0.553      0.026     21.365      0.000

 Variances
    IB2                0.000      0.000    999.000    999.000

 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                 0.463      0.089      5.189      0.000
    SB                 0.000      0.000    999.000    999.000

Latent Class Pattern 2 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

 IB2      |
    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

 IB         ON
    W                  0.619      0.108      5.718      0.000

 SB         ON
    W                  0.283      0.014     20.570      0.000

 Means
    IB2                2.068      0.239      8.665      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                 3.062      0.164     18.615      0.000
    SB                 0.979      0.024     41.079      0.000

 Variances
    IB2                0.000      0.000    999.000    999.000

 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                 0.463      0.089      5.189      0.000
    SB                 0.000      0.000    999.000    999.000

Categorical Latent Variables

Within Level

 C#1        ON
    X                  1.096      0.087     12.607      0.000

 Intercepts
    C#1               -0.478      0.117     -4.098      0.000

Between Level

 C#1        ON
    W                  1.155      0.128      8.989      0.000

 CB#1       ON
    W                  1.995      0.430      4.636      0.000

 Intercepts
    CB#1              -0.197      0.377     -0.524      0.600

 Residual Variances
    C#1                0.728      0.229      3.181      0.001


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.164E-03
       (ratio of smallest to largest eigenvalue)


C-SPECIFIC CLASSIFICATION RESULTS

Classification Quality for CB

     Entropy                         0.793

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

           1        2

    1   0.938    0.062
    2   0.061    0.939


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

           1        2

    1   0.929    0.071
    2   0.053    0.947


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

              1        2

    1      2.577    0.000
    2     -2.882    0.000

Classification Quality for C

     Entropy                         0.781

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

           1        2

    1   0.929    0.071
    2   0.050    0.950


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

           1        2

    1   0.932    0.068
    2   0.052    0.948


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

              1        2

    1      2.615    0.000
    2     -2.909    0.000


LOGISTIC REGRESSION ODDS RATIO RESULTS

                                                95% C.I.
                    Estimate       S.E.  Lower 2.5% Upper 2.5%

Categorical Latent Variables

Within Level

 C#1      ON
    X                  2.993      0.260      2.524      3.549

Between Level


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1


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


           NU
              W
              ________
                    0


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0
 W                  0             0             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            CB#1          C#1           IB
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                    0             0             0             0


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              SB            IB2           X             W
              ________      ________      ________      ________
 IW                 0             0             5             0
 SW                 0             0             6             0
 CB#1               0             0             0             0
 C#1                0             0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0
 IB2                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 7
 SW                 8             9
 CB#1               0             0             0
 C#1                0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              SB            IB2           X             W
              ________      ________      ________      ________
 SB                 0
 IB2                0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2


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


           NU
              W
              ________
                    0


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0
 W                  0             0             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            CB#1          C#1           IB
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                    0             0             0             0


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              SB            IB2           X             W
              ________      ________      ________      ________
 IW                 0             0             5             0
 SW                 0             0             6             0
 CB#1               0             0             0             0
 C#1                0             0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0
 IB2                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 7
 SW                 8             9
 CB#1               0             0             0
 C#1                0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              SB            IB2           X             W
              ________      ________      ________      ________
 SB                 0
 IB2                0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1


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


           NU
              W
              ________
                    0


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0
 W                  0             0             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            CB#1          C#1           IB
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                    0             0             0             0


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              SB            IB2           X             W
              ________      ________      ________      ________
 IW                 0             0             5             0
 SW                 0             0             6             0
 CB#1               0             0             0             0
 C#1                0             0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0
 IB2                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 7
 SW                 8             9
 CB#1               0             0             0
 C#1                0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              SB            IB2           X             W
              ________      ________      ________      ________
 SB                 0
 IB2                0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2


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


           NU
              W
              ________
                    0


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0
 W                  0             0             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            CB#1          C#1           IB
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                    0             0             0             0


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              SB            IB2           X             W
              ________      ________      ________      ________
 IW                 0             0             5             0
 SW                 0             0             6             0
 CB#1               0             0             0             0
 C#1                0             0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0
 IB2                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 7
 SW                 8             9
 CB#1               0             0             0
 C#1                0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              SB            IB2           X             W
              ________      ________      ________      ________
 SB                 0
 IB2                0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1


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


           NU
              W
              ________
                    0


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0
 W                  0             0             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          C#1           IB
              ________      ________      ________      ________      ________
                    0             0             0             0            10


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                   11             0             0             0


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              SB            IB2           X             W
              ________      ________      ________      ________
 IW                 0             0             0             0
 SW                 0             0             0             0
 CB#1               0             0             0             0
 C#1                0             0             0            12
 IB                 0             0             0            13
 SB                 0             0             0            14
 IB2                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 C#1                0             0             0            15
 IB                 0             0             0             0            16
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              SB            IB2           X             W
              ________      ________      ________      ________
 SB                 0
 IB2                0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2


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


           NU
              W
              ________
                    0


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0
 W                  0             0             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          C#1           IB
              ________      ________      ________      ________      ________
                    0             0             0             0            17


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                   18             0             0             0


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              SB            IB2           X             W
              ________      ________      ________      ________
 IW                 0             0             0             0
 SW                 0             0             0             0
 CB#1               0             0             0             0
 C#1                0             0             0            12
 IB                 0             0             0            13
 SB                 0             0             0            14
 IB2                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 C#1                0             0             0            15
 IB                 0             0             0             0            16
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              SB            IB2           X             W
              ________      ________      ________      ________
 SB                 0
 IB2                0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1


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


           NU
              W
              ________
                    0


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0
 W                  0             0             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          C#1           IB
              ________      ________      ________      ________      ________
                    0             0             0             0            10


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                   11            19             0             0


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              SB            IB2           X             W
              ________      ________      ________      ________
 IW                 0             0             0             0
 SW                 0             0             0             0
 CB#1               0             0             0             0
 C#1                0             0             0            12
 IB                 0             0             0            13
 SB                 0             0             0            14
 IB2                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 C#1                0             0             0            15
 IB                 0             0             0             0            16
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              SB            IB2           X             W
              ________      ________      ________      ________
 SB                 0
 IB2                0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2


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


           NU
              W
              ________
                    0


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0
 W                  0             0             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          C#1           IB
              ________      ________      ________      ________      ________
                    0             0             0             0            17


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                   18            19             0             0


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 C#1                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              SB            IB2           X             W
              ________      ________      ________      ________
 IW                 0             0             0             0
 SW                 0             0             0             0
 CB#1               0             0             0             0
 C#1                0             0             0            12
 IB                 0             0             0            13
 SB                 0             0             0            14
 IB2                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 C#1                0             0             0            15
 IB                 0             0             0             0            16
 SB                 0             0             0             0             0
 IB2                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              SB            IB2           X             W
              ________      ________      ________      ________
 SB                 0
 IB2                0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


           ALPHA(C)
              CB#1          CB#2          C#1           C#2
              ________      ________      ________      ________
                    0             0            21             0


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


           GAMMA(C)
              SB            IB2           X             W
              ________      ________      ________      ________
 CB#1               0             0             0             0
 CB#2               0             0             0             0
 C#1                0             0            23             0
 C#2                0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


           ALPHA(C)
              CB#1          CB#2          C#1           C#2
              ________      ________      ________      ________
                   20             0             0             0


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


           GAMMA(C)
              SB            IB2           X             W
              ________      ________      ________      ________
 CB#1               0             0             0            22
 CB#2               0             0             0             0
 C#1                0             0             0             0
 C#2                0             0             0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1


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


           NU
              W
              ________
                0.000


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1             0.000         0.000         0.000         0.000
 Y2             0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 X              0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             2.397
 Y2             0.000         3.202
 Y3             0.000         0.000         4.993
 Y4             0.000         0.000         0.000         7.597
 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          C#1           IB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                0.000         0.000         0.000         0.000


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
 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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000
 IB2            0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW             0.050
 SW             0.000         0.050
 CB#1           0.000         0.000         0.000
 C#1            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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 SB             0.000
 IB2            0.000         0.000
 X              0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2


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


           NU
              W
              ________
                0.000


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1             0.000         0.000         0.000         0.000
 Y2             0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 X              0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             2.397
 Y2             0.000         3.202
 Y3             0.000         0.000         4.993
 Y4             0.000         0.000         0.000         7.597
 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          C#1           IB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                0.000         0.000         0.000         0.000


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
 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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000
 IB2            0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW             0.050
 SW             0.000         0.050
 CB#1           0.000         0.000         0.000
 C#1            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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 SB             0.000
 IB2            0.000         0.000
 X              0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1


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


           NU
              W
              ________
                0.000


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1             0.000         0.000         0.000         0.000
 Y2             0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 X              0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             2.397
 Y2             0.000         3.202
 Y3             0.000         0.000         4.993
 Y4             0.000         0.000         0.000         7.597
 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          C#1           IB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                0.000         0.000         0.000         0.000


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
 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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000
 IB2            0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW             0.050
 SW             0.000         0.050
 CB#1           0.000         0.000         0.000
 C#1            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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 SB             0.000
 IB2            0.000         0.000
 X              0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2


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


           NU
              W
              ________
                0.000


           LAMBDA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1             0.000         0.000         0.000         0.000
 Y2             0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 X              0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             2.397
 Y2             0.000         3.202
 Y3             0.000         0.000         4.993
 Y4             0.000         0.000         0.000         7.597
 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          C#1           IB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                0.000         0.000         0.000         0.000


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
 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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000
 IB2            0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW             0.050
 SW             0.000         0.050
 CB#1           0.000         0.000         0.000
 C#1            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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 SB             0.000
 IB2            0.000         0.000
 X              0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1


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


           NU
              W
              ________
                0.000


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


           LAMBDA
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1             0.000         1.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             2.000         1.000         0.000         0.000
 Y4             3.000         1.000         0.000         0.000
 X              0.000         0.000         1.000         0.000
 W              0.000         0.000         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          C#1           IB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                0.000         0.000         0.000         0.000


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
 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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000
 IB2            0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.050
 IB             0.000         0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.000
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 SB             0.000
 IB2            0.000         0.000
 X              0.000         0.000         0.000
 W              0.000         0.000         0.000         0.502


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2


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


           NU
              W
              ________
                0.000


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


           LAMBDA
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1             0.000         1.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             2.000         1.000         0.000         0.000
 Y4             3.000         1.000         0.000         0.000
 X              0.000         0.000         1.000         0.000
 W              0.000         0.000         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          C#1           IB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                0.000         0.000         0.000         0.000


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
 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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000
 IB2            0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.050
 IB             0.000         0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.000
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 SB             0.000
 IB2            0.000         0.000
 X              0.000         0.000         0.000
 W              0.000         0.000         0.000         0.502


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1


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


           NU
              W
              ________
                0.000


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


           LAMBDA
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1             0.000         1.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             2.000         1.000         0.000         0.000
 Y4             3.000         1.000         0.000         0.000
 X              0.000         0.000         1.000         0.000
 W              0.000         0.000         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          C#1           IB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                0.000         0.000         0.000         0.000


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
 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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000
 IB2            0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.050
 IB             0.000         0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.000
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 SB             0.000
 IB2            0.000         0.000
 X              0.000         0.000         0.000
 W              0.000         0.000         0.000         0.502


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2


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


           NU
              W
              ________
                0.000


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


           LAMBDA
              SB            IB2           X             W
              ________      ________      ________      ________
 Y1             0.000         1.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             2.000         1.000         0.000         0.000
 Y4             3.000         1.000         0.000         0.000
 X              0.000         0.000         1.000         0.000
 W              0.000         0.000         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          C#1           IB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
                0.000         0.000         0.000         0.000


           BETA
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 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
 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
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000
 IB2            0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000


           PSI
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.050
 IB             0.000         0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.000
 IB2            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
              SB            IB2           X             W
              ________      ________      ________      ________
 SB             0.000
 IB2            0.000         0.000
 X              0.000         0.000         0.000
 W              0.000         0.000         0.000         0.502


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


           GAMMA(C)
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000
 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)
              SB            IB2           X             W
              ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


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


           GAMMA(C)
              IW            SW            CB#1          C#1           IB
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000
 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)
              SB            IB2           X             W
              ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000
 C#1            0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.28493156D+05    0.0000000    0.0000000  EM
              2 -0.12900254D+05 ************    0.5472508  EM
              3 -0.12317847D+05  582.4066724    0.0451469  EM
              4 -0.12075074D+05  242.7731963    0.0197091  EM
              5 -0.12065833D+05    9.2405177    0.0007653  EM
              6 -0.12064550D+05    1.2832949    0.0001064  EM
              7 -0.12063310D+05    1.2394291    0.0001027  EM
              8 -0.12062047D+05    1.2636408    0.0001048  EM
              9 -0.12060758D+05    1.2888883    0.0001069  EM
             10 -0.12059443D+05    1.3149899    0.0001090  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.10770750D+06    0.0000000    0.0000000  EM
              2 -0.12942352D+05 ************    0.8798380  EM
              3 -0.12482479D+05  459.8731005    0.0355324  EM
              4 -0.12153147D+05  329.3314286    0.0263835  EM
              5 -0.12086320D+05   66.8274466    0.0054988  EM
              6 -0.12076489D+05    9.8309807    0.0008134  EM
              7 -0.12070947D+05    5.5420412    0.0004589  EM
              8 -0.12067841D+05    3.1060831    0.0002573  EM
              9 -0.12066369D+05    1.4721355    0.0001220  EM
             10 -0.12064964D+05    1.4049962    0.0001164  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.15322881D+06    0.0000000    0.0000000  EM
              2 -0.12952538D+05 ************    0.9154693  EM
              3 -0.12445532D+05  507.0063163    0.0391434  EM
              4 -0.12114523D+05  331.0090198    0.0265966  EM
              5 -0.12082852D+05   31.6711029    0.0026143  EM
              6 -0.12077353D+05    5.4989120    0.0004551  EM
              7 -0.12075255D+05    2.0982772    0.0001737  EM
              8 -0.12071544D+05    3.7109213    0.0003073  EM
              9 -0.12070331D+05    1.2125335    0.0001004  EM
             10 -0.12068626D+05    1.7051510    0.0001413  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.10984785D+06    0.0000000    0.0000000  EM
              2 -0.12762943D+05 ************    0.8838125  EM
              3 -0.12324836D+05  438.1076772    0.0343265  EM
              4 -0.12092473D+05  232.3629701    0.0188532  EM
              5 -0.12057521D+05   34.9515608    0.0028904  EM
              6 -0.12050321D+05    7.2004756    0.0005972  EM
              7 -0.12047472D+05    2.8487370    0.0002364  EM
              8 -0.12045389D+05    2.0827434    0.0001729  EM
              9 -0.12043477D+05    1.9126559    0.0001588  EM
             10 -0.12041632D+05    1.8448341    0.0001532  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.74224303D+05    0.0000000    0.0000000  EM
              2 -0.12364847D+05 ************    0.8334124  EM
              3 -0.12133404D+05  231.4421403    0.0187178  EM
              4 -0.12069288D+05   64.1159340    0.0052842  EM
              5 -0.12048073D+05   21.2156035    0.0017578  EM
              6 -0.12034292D+05   13.7807589    0.0011438  EM
              7 -0.12023744D+05   10.5483853    0.0008765  EM
              8 -0.12013996D+05    9.7476574    0.0008107  EM
              9 -0.12005536D+05    8.4601347    0.0007042  EM
             10 -0.11998902D+05    6.6336679    0.0005526  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.32079139D+05    0.0000000    0.0000000  EM
              2 -0.12228188D+05 ************    0.6188118  EM
              3 -0.12041489D+05  186.6987047    0.0152679  EM
              4 -0.12007500D+05   33.9891892    0.0028227  EM
              5 -0.12003697D+05    3.8032672    0.0003167  EM
              6 -0.12000221D+05    3.4762339    0.0002896  EM
              7 -0.11996872D+05    3.3481809    0.0002790  EM
              8 -0.11993524D+05    3.3482831    0.0002791  EM
              9 -0.11990084D+05    3.4396918    0.0002868  EM
             10 -0.11986479D+05    3.6054647    0.0003007  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.49140469D+05    0.0000000    0.0000000  EM
              2 -0.12297855D+05 ************    0.7497408  EM
              3 -0.12072654D+05  225.2013112    0.0183122  EM
              4 -0.12029181D+05   43.4727951    0.0036009  EM
              5 -0.12012916D+05   16.2649707    0.0013521  EM
              6 -0.12001710D+05   11.2060193    0.0009328  EM
              7 -0.11991936D+05    9.7742348    0.0008144  EM
              8 -0.11985528D+05    6.4084271    0.0005344  EM
              9 -0.11981673D+05    3.8549167    0.0003216  EM
             10 -0.11979281D+05    2.3921461    0.0001997  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.13844704D+06    0.0000000    0.0000000  EM
              2 -0.13241737D+05 ************    0.9043552  EM
              3 -0.12624055D+05  617.6826335    0.0466466  EM
              4 -0.12162923D+05  461.1319549    0.0365280  EM
              5 -0.12100955D+05   61.9680251    0.0050948  EM
              6 -0.12092526D+05    8.4283192    0.0006965  EM
              7 -0.12085743D+05    6.7833643    0.0005610  EM
              8 -0.12083012D+05    2.7313702    0.0002260  EM
              9 -0.12082478D+05    0.5342146    0.0000442  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.81582269D+05    0.0000000    0.0000000  EM
              2 -0.12937406D+05 ************    0.8414189  EM
              3 -0.12404322D+05  533.0842965    0.0412049  EM
              4 -0.12135473D+05  268.8494470    0.0216739  EM
              5 -0.12077263D+05   58.2099447    0.0047967  EM
              6 -0.12066063D+05   11.1998217    0.0009273  EM
              7 -0.12059665D+05    6.3973296    0.0005302  EM
              8 -0.12054767D+05    4.8986875    0.0004062  EM
              9 -0.12052217D+05    2.5501890    0.0002116  EM
             10 -0.12050561D+05    1.6556593    0.0001374  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.64268928D+05    0.0000000    0.0000000  EM
              2 -0.12734193D+05 ************    0.8018608  EM
              3 -0.12261042D+05  473.1500967    0.0371559  EM
              4 -0.12105156D+05  155.8864671    0.0127140  EM
              5 -0.12083044D+05   22.1117978    0.0018266  EM
              6 -0.12077749D+05    5.2952011    0.0004382  EM
              7 -0.12073302D+05    4.4474662    0.0003682  EM
              8 -0.12068312D+05    4.9891543    0.0004132  EM
              9 -0.12062436D+05    5.8763035    0.0004869  EM
             10 -0.12055911D+05    6.5249840    0.0005409  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.60555533D+05    0.0000000    0.0000000  EM
              2 -0.12304829D+05 ************    0.7968009  EM
              3 -0.12122861D+05  181.9674552    0.0147883  EM
              4 -0.12061004D+05   61.8573326    0.0051025  EM
              5 -0.12038507D+05   22.4968772    0.0018653  EM
              6 -0.12028725D+05    9.7824807    0.0008126  EM
              7 -0.12021024D+05    7.7006873    0.0006402  EM
              8 -0.12015147D+05    5.8768406    0.0004889  EM
              9 -0.12010129D+05    5.0177682    0.0004176  EM
             10 -0.12005697D+05    4.4318097    0.0003690  EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6




   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.49140469D+05    0.0000000    0.0000000  EM
              2 -0.12297855D+05 ************    0.7497408  EM
              3 -0.12072654D+05  225.2013112    0.0183122  EM
              4 -0.12029181D+05   43.4727951    0.0036009  EM
              5 -0.12012916D+05   16.2649707    0.0013521  EM
              6 -0.12001710D+05   11.2060193    0.0009328  EM
              7 -0.11991936D+05    9.7742348    0.0008144  EM
              8 -0.11985528D+05    6.4084271    0.0005344  EM
              9 -0.11981673D+05    3.8549167    0.0003216  EM
             10 -0.11979281D+05    2.3921461    0.0001997  EM
             11 -0.11977683D+05    1.5981122    0.0001334  EM
             12 -0.11976547D+05    1.1352695    0.0000948  EM
             13 -0.11975704D+05    0.8431578    0.0000704  EM
             14 -0.11975057D+05    0.6474326    0.0000541  EM
             15 -0.11974546D+05    0.5105399    0.0000426  EM
             16 -0.11974134D+05    0.4116983    0.0000344  EM
             17 -0.11973796D+05    0.3385019    0.0000283  EM
             18 -0.11973513D+05    0.2831227    0.0000236  EM
             19 -0.11973272D+05    0.2404172    0.0000201  EM
             20 -0.11973065D+05    0.2069180    0.0000173  EM
             21 -0.11972885D+05    0.1802340    0.0000151  EM
             22 -0.11972727D+05    0.1586860    0.0000133  EM
             23 -0.11972585D+05    0.1410739    0.0000118  EM
             24 -0.11972459D+05    0.1265255    0.0000106  EM
             25 -0.11972345D+05    0.1143966    0.0000096  EM
             26 -0.11972240D+05    0.1042039    0.0000087  EM
             27 -0.11972145D+05    0.0955800    0.0000080  EM
             28 -0.11972057D+05    0.0882408    0.0000074  EM
             29 -0.11971975D+05    0.0819622    0.0000068  EM
             30 -0.11971898D+05    0.0765736    0.0000064  EM
             31 -0.11971826D+05    0.0719307    0.0000060  EM
             32 -0.11971758D+05    0.0679222    0.0000057  EM
             33 -0.11971694D+05    0.0644570    0.0000054  EM
             34 -0.11971632D+05    0.0614597    0.0000051  EM
             35 -0.11971573D+05    0.0588672    0.0000049  EM
             36 -0.11971517D+05    0.0566314    0.0000047  EM
             37 -0.11971462D+05    0.0547069    0.0000046  EM
             38 -0.11971409D+05    0.0530563    0.0000044  EM
             39 -0.11971357D+05    0.0516536    0.0000043  EM
             40 -0.11971307D+05    0.0504692    0.0000042  EM
             41 -0.11971257D+05    0.0494847    0.0000041  EM
             42 -0.11971209D+05    0.0486813    0.0000041  EM
             43 -0.11971161D+05    0.0480417    0.0000040  EM
             44 -0.11971113D+05    0.0475563    0.0000040  EM
             45 -0.11971066D+05    0.0472118    0.0000039  EM
             46 -0.11971019D+05    0.0470003    0.0000039  EM
             47 -0.11970972D+05    0.0469134    0.0000039  EM
             48 -0.11970925D+05    0.0469449    0.0000039  EM
             49 -0.11970878D+05    0.0470912    0.0000039  EM
             50 -0.11970831D+05    0.0473515    0.0000040  EM
             51 -0.11970783D+05    0.0477196    0.0000040  EM
             52 -0.11970735D+05    0.0481960    0.0000040  EM
             53 -0.11970686D+05    0.0487823    0.0000041  EM
             54 -0.11970636D+05    0.0494765    0.0000041  EM
             55 -0.11970586D+05    0.0502821    0.0000042  EM
             56 -0.11970535D+05    0.0512027    0.0000043  EM
             57 -0.11970483D+05    0.0522426    0.0000044  EM
             58 -0.11970429D+05    0.0534151    0.0000045  EM
             59 -0.11970375D+05    0.0547186    0.0000046  EM
             60 -0.11970318D+05    0.0561660    0.0000047  EM
             61 -0.11970261D+05    0.0577696    0.0000048  EM
             62 -0.11970201D+05    0.0595392    0.0000050  EM
             63 -0.11970140D+05    0.0614911    0.0000051  EM
             64 -0.11970076D+05    0.0636500    0.0000053  EM
             65 -0.11970010D+05    0.0660272    0.0000055  EM
             66 -0.11959226D+05   10.7834124    0.0009009  QN
             67 -0.11944458D+05   14.7680130    0.0012349  EM
             68 -0.11936290D+05    8.1681583    0.0006838  EM
             69 -0.11927317D+05    8.9737834    0.0007518  EM
             70 -0.11918119D+05    9.1980108    0.0007712  EM
             71 -0.11908783D+05    9.3355816    0.0007833  EM
             72 -0.11899448D+05    9.3352074    0.0007839  EM
             73 -0.11890568D+05    8.8801921    0.0007463  EM
             74 -0.11882794D+05    7.7734875    0.0006538  EM
             75 -0.11876649D+05    6.1453157    0.0005172  EM
             76 -0.11872250D+05    4.3985465    0.0003704  EM
             77 -0.11869325D+05    2.9247282    0.0002463  EM
             78 -0.11867425D+05    1.9006921    0.0001601  EM
             79 -0.11866188D+05    1.2369188    0.0001042  EM
             80 -0.11865356D+05    0.8317521    0.0000701  EM
             81 -0.11864775D+05    0.5815464    0.0000490  EM
             82 -0.11864354D+05    0.4210111    0.0000355  EM
             83 -0.11864038D+05    0.3151264    0.0000266  EM
             84 -0.11863795D+05    0.2432917    0.0000205  EM
             85 -0.11863602D+05    0.1932900    0.0000163  EM
             86 -0.11863444D+05    0.1576144    0.0000133  EM
             87 -0.11863313D+05    0.1315190    0.0000111  EM
             88 -0.11863201D+05    0.1119111    0.0000094  EM
             89 -0.11862283D+05    0.9177371    0.0000774  QN
             90 -0.11862264D+05    0.0191198    0.0000016  EM
             91 -0.11862262D+05    0.0020305    0.0000002  EM
             92 -0.11862261D+05    0.0007006    0.0000001  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5




   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.32079139D+05    0.0000000    0.0000000  EM
              2 -0.12228188D+05 ************    0.6188118  EM
              3 -0.12041489D+05  186.6987047    0.0152679  EM
              4 -0.12007500D+05   33.9891892    0.0028227  EM
              5 -0.12003697D+05    3.8032672    0.0003167  EM
              6 -0.12000221D+05    3.4762339    0.0002896  EM
              7 -0.11996872D+05    3.3481809    0.0002790  EM
              8 -0.11993524D+05    3.3482831    0.0002791  EM
              9 -0.11990084D+05    3.4396918    0.0002868  EM
             10 -0.11986479D+05    3.6054647    0.0003007  EM
             11 -0.11982635D+05    3.8441203    0.0003207  EM
             12 -0.11978471D+05    4.1634784    0.0003475  EM
             13 -0.11973894D+05    4.5777973    0.0003822  EM
             14 -0.11968789D+05    5.1049426    0.0004263  EM
             15 -0.11963027D+05    5.7611807    0.0004814  EM
             16 -0.11956476D+05    6.5511400    0.0005476  EM
             17 -0.11949025D+05    7.4512416    0.0006232  EM
             18 -0.11940636D+05    8.3890430    0.0007021  EM
             19 -0.11931410D+05    9.2264194    0.0007727  EM
             20 -0.11921647D+05    9.7623743    0.0008182  EM
             21 -0.11911866D+05    9.7814572    0.0008205  EM
             22 -0.11902710D+05    9.1560289    0.0007686  EM
             23 -0.11894759D+05    7.9506593    0.0006680  EM
             24 -0.11888321D+05    6.4381222    0.0005413  EM
             25 -0.11883346D+05    4.9749469    0.0004185  EM
             26 -0.11879533D+05    3.8131512    0.0003209  EM
             27 -0.11876514D+05    3.0186278    0.0002541  EM
             28 -0.11873987D+05    2.5269907    0.0002128  EM
             29 -0.11871752D+05    2.2356733    0.0001883  EM
             30 -0.11869692D+05    2.0591658    0.0001735  EM
             31 -0.11867752D+05    1.9402955    0.0001635  EM
             32 -0.11865911D+05    1.8412316    0.0001551  EM
             33 -0.11864176D+05    1.7353568    0.0001462  EM
             34 -0.11862569D+05    1.6065537    0.0001354  EM
             35 -0.11861120D+05    1.4485411    0.0001221  EM
             36 -0.11859855D+05    1.2659548    0.0001067  EM
             37 -0.11859750D+05    0.1040380    0.0000088  FS
             38 -0.11857288D+05    2.4626193    0.0002076  FS
             39 -0.11854852D+05    2.4354761    0.0002054  EM
             40 -0.11854692D+05    0.1605495    0.0000135  EM
             41 -0.11854641D+05    0.0511020    0.0000043  EM
             42 -0.11854611D+05    0.0297182    0.0000025  EM
             43 -0.11854588D+05    0.0234208    0.0000020  EM
             44 -0.11854572D+05    0.0159500    0.0000013  EM
             45 -0.11854559D+05    0.0129982    0.0000011  EM
             46 -0.11854548D+05    0.0101817    0.0000009  EM
             47 -0.11854540D+05    0.0086405    0.0000007  EM
             48 -0.11854533D+05    0.0071750    0.0000006  EM
             49 -0.11854527D+05    0.0060184    0.0000005  EM
             50 -0.11854522D+05    0.0049517    0.0000004  EM
             51 -0.11854518D+05    0.0040654    0.0000003  EM
             52 -0.11854514D+05    0.0033081    0.0000003  EM
             53 -0.11854512D+05    0.0026885    0.0000002  EM
             54 -0.11854509D+05    0.0021797    0.0000002  EM
             55 -0.11854508D+05    0.0017712    0.0000001  EM
             56 -0.11854506D+05    0.0014448    0.0000001  EM
             57 -0.11854505D+05    0.0011869    0.0000001  EM
             58 -0.11854504D+05    0.0009831    0.0000001  EM


     Beginning Time:  22:46:59
        Ending Time:  22:48:55
       Elapsed Time:  00:01:56



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