Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:44 PM

INPUT INSTRUCTIONS

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




INPUT READING TERMINATED NORMALLY



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

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

Number of dependent variables                                    4
Number of independent variables                                  2
Number of continuous latent variables                            5
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4

Observed independent variables
   X           W

Continuous latent variables
   IW          SW          IB          SB          S

Categorical latent variables
   CB

Variables with special functions

  Cluster variable      CLUS

  Within variables
   X

  Between variables
   W


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            2
  Adaptive quadrature                                           ON
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Cholesky                                                       OFF

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


SUMMARY OF DATA

     Number of clusters                        100



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

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

          -13129.014  195873           6
          -13129.016  285380           1
          -13129.016  573096           20
          -13129.037  637345           19



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


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       18

Loglikelihood

          H0 Value                      -13129.014
          H0 Scaling Correction Factor      0.9738
            for MLR

Information Criteria

          Akaike (AIC)                   26294.029
          Bayesian (BIC)                 26394.845
          Sample-Size Adjusted BIC       26337.658
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1       1022.88844          0.51144
       2        977.11156          0.48856


CLASSIFICATION QUALITY

     Entropy                         0.990


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1             1020          0.51000
       2              980          0.49000


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

           1        2

    1   1.000    0.000
    2   0.003    0.997


MODEL RESULTS

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

Within Level

Latent Class 1

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

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

 IW         ON
    X                  0.996      0.027     36.215      0.000

 SW         ON
    X                  0.233      0.032      7.276      0.000

 Residual Variances
    Y1                 0.495      0.010     50.340      0.000
    Y2                 0.495      0.010     50.340      0.000
    Y3                 0.495      0.010     50.340      0.000
    Y4                 0.495      0.010     50.340      0.000
    IW                 0.983      0.043     22.638      0.000
    SW                 0.548      0.020     27.982      0.000

Latent Class 2

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

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

 IW         ON
    X                  0.996      0.027     36.215      0.000

 SW         ON
    X                  0.233      0.032      7.276      0.000

 Residual Variances
    Y1                 0.495      0.010     50.340      0.000
    Y2                 0.495      0.010     50.340      0.000
    Y3                 0.495      0.010     50.340      0.000
    Y4                 0.495      0.010     50.340      0.000
    IW                 0.983      0.043     22.638      0.000
    SW                 0.548      0.020     27.982      0.000

Between Level

Latent Class 1

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

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

 IB         ON
    W                  0.602      0.081      7.468      0.000

 SB         ON
    W                  0.271      0.055      4.895      0.000

 SB       WITH
    IB                -0.008      0.031     -0.273      0.785

 Means
    S                  0.484      0.032     15.179      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                 0.051      0.111      0.461      0.644
    SB                -0.057      0.067     -0.858      0.391

 Variances
    S                  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                 0.470      0.062      7.593      0.000
    SB                 0.185      0.035      5.283      0.000

Latent Class 2

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

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

 IB         ON
    W                  0.602      0.081      7.468      0.000

 SB         ON
    W                  0.271      0.055      4.895      0.000

 SB       WITH
    IB                -0.008      0.031     -0.273      0.785

 Means
    S                 -0.051      0.026     -1.995      0.046

 Intercepts
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000
    IB                 1.663      0.107     15.498      0.000
    SB                 1.406      0.075     18.714      0.000

 Variances
    S                  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                 0.470      0.062      7.593      0.000
    SB                 0.185      0.035      5.283      0.000

Categorical Latent Variables

Within Level

Between Level

 CB#1       ON
    W                  1.189      0.292      4.070      0.000

 Intercepts
    CB#1              -0.047      0.228     -0.207      0.836


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 CB#2     ON
    W                 -1.189      0.292     -4.070      0.000

 Intercepts
    CB#2               0.047      0.228      0.207      0.836


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.175E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


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


           NU
              W
              ________
 1                  0


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             1
 Y3                 0             0             1
 Y4                 0             0             0             1
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


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


           ALPHA
              S             X             W
              ________      ________      ________
 1                  0             0             0


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


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


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 4
 SW                 0             5
 CB#1               0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0             0
 S                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              S             X             W
              ________      ________      ________
 S                  0
 X                  0             0
 W                  0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


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


           NU
              W
              ________
 1                  0


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             1
 Y3                 0             0             1
 Y4                 0             0             0             1
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


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


           ALPHA
              S             X             W
              ________      ________      ________
 1                  0             0             0


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


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


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 4
 SW                 0             5
 CB#1               0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0             0
 S                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              S             X             W
              ________      ________      ________
 S                  0
 X                  0             0
 W                  0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


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


           NU
              W
              ________
 1                  0


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


           LAMBDA
              S             X             W
              ________      ________      ________
 Y1                 0             0             0
 Y2                 0             0             0
 Y3                 0             0             0
 Y4                 0             0             0
 X                  0             0             0
 W                  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          IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             6             7


           ALPHA
              S             X             W
              ________      ________      ________
 1                  8             0             0


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


           BETA
              S             X             W
              ________      ________      ________
 IW                 0             0             0
 SW                 0             0             0
 CB#1               0             0             0
 IB                 0             0             9
 SB                 0             0            10
 S                  0             0             0
 X                  0             0             0
 W                  0             0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 IB                 0             0             0            11
 SB                 0             0             0            12            13
 S                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              S             X             W
              ________      ________      ________
 S                  0
 X                  0             0
 W                  0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


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


           NU
              W
              ________
 1                  0


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


           LAMBDA
              S             X             W
              ________      ________      ________
 Y1                 0             0             0
 Y2                 0             0             0
 Y3                 0             0             0
 Y4                 0             0             0
 X                  0             0             0
 W                  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          IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0            14            15


           ALPHA
              S             X             W
              ________      ________      ________
 1                 16             0             0


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


           BETA
              S             X             W
              ________      ________      ________
 IW                 0             0             0
 SW                 0             0             0
 CB#1               0             0             0
 IB                 0             0             9
 SB                 0             0            10
 S                  0             0             0
 X                  0             0             0
 W                  0             0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 IB                 0             0             0            11
 SB                 0             0             0            12            13
 S                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              S             X             W
              ________      ________      ________
 S                  0
 X                  0             0
 W                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


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


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


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


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


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


           GAMMA(C)
              S             X             W
              ________      ________      ________
 CB#1               0             0            18
 CB#2               0             0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


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


           NU
              W
              ________
 1              0.000


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             1.754
 Y2             0.000         3.744
 Y3             0.000         0.000         7.161
 Y4             0.000         0.000         0.000        12.284
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


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


           ALPHA
              S             X             W
              ________      ________      ________
 1              0.000         0.000         0.000


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


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.050
 SW             0.000         0.050
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 S              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
              S             X             W
              ________      ________      ________
 S              0.000
 X              0.000         0.518
 W              0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


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


           NU
              W
              ________
 1              0.000


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             1.754
 Y2             0.000         3.744
 Y3             0.000         0.000         7.161
 Y4             0.000         0.000         0.000        12.284
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


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


           ALPHA
              S             X             W
              ________      ________      ________
 1              0.000         0.000         0.000


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


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.050
 SW             0.000         0.050
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 S              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
              S             X             W
              ________      ________      ________
 S              0.000
 X              0.000         0.518
 W              0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


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


           NU
              W
              ________
 1              0.000


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


           LAMBDA
              S             X             W
              ________      ________      ________
 Y1             0.000         0.000         0.000
 Y2             0.000         0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000
 X              0.000         1.000         0.000
 W              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          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              S             X             W
              ________      ________      ________
 1              0.000         0.000         0.000


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


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.050
 S              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
              S             X             W
              ________      ________      ________
 S              0.000
 X              0.000         0.000
 W              0.000         0.000         0.495


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


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


           NU
              W
              ________
 1              0.000


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


           LAMBDA
              S             X             W
              ________      ________      ________
 Y1             0.000         0.000         0.000
 Y2             0.000         0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000
 X              0.000         1.000         0.000
 W              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          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              S             X             W
              ________      ________      ________
 1              0.000         0.000         0.000


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


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.050
 S              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
              S             X             W
              ________      ________      ________
 S              0.000
 X              0.000         0.000
 W              0.000         0.000         0.495


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


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


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


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


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


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


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


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20385975D+05    0.0000000    0.0000000   1000.000  1000.000    EM
     2 -0.13725531D+05 6660.4443489    0.3267170   1000.000  1000.000    EM
     3 -0.13625277D+05  100.2533324    0.0073041   1000.000  1000.000    EM
     4 -0.13531949D+05   93.3286464    0.0068497   1000.000  1000.000    EM
     5 -0.13421976D+05  109.9726366    0.0081269   1000.000  1000.000    EM
     6 -0.13341514D+05   80.4623843    0.0059948   1000.000  1000.000    EM
     7 -0.13309957D+05   31.5562198    0.0023653   1000.000  1000.000    EM
     8 -0.13302675D+05    7.2823081    0.0005471   1000.000  1000.000    EM
     9 -0.13301987D+05    0.6883142    0.0000517   1000.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49620014D+05    0.0000000    0.0000000   1388.036   611.964    EM
     2 -0.17475972D+05 ************    0.6478040   1181.471   818.529    EM
     3 -0.15934053D+05 1541.9190997    0.0882308   1208.768   791.232    EM
     4 -0.15530117D+05  403.9355105    0.0253505   1176.277   823.723    EM
     5 -0.13975038D+05 1555.0791725    0.1001331   1145.750   854.250    EM
     6 -0.13313561D+05  661.4769024    0.0473327   1130.192   869.808    EM
     7 -0.13291137D+05   22.4239321    0.0016843   1096.261   903.739    EM
     8 -0.13256475D+05   34.6622857    0.0026079   1086.545   913.455    EM
     9 -0.13200190D+05   56.2848176    0.0042458   1033.568   966.432    EM
    10 -0.13146823D+05   53.3667543    0.0040429    987.486  1012.514    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50139786D+05    0.0000000    0.0000000      0.000  2000.000    EM
     2 -0.17389698D+05 ************    0.6531757      0.000  2000.000    EM
     3 -0.16114694D+05 1275.0044636    0.0733195    197.970  1802.030    EM
     4 -0.15757030D+05  357.6636845    0.0221949    755.438  1244.562    EM
     5 -0.15549052D+05  207.9781447    0.0131991    887.664  1112.336    EM
     6 -0.15440043D+05  109.0086889    0.0070106    858.726  1141.274    EM
     7 -0.15360089D+05   79.9535756    0.0051783    792.463  1207.537    EM
     8 -0.15276156D+05   83.9338307    0.0054644    715.833  1284.167    EM
     9 -0.15196653D+05   79.5029607    0.0052044    684.600  1315.400    EM
    10 -0.15125415D+05   71.2377698    0.0046877    677.841  1322.159    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.39026459D+05    0.0000000    0.0000000   2000.000     0.000    EM
     2 -0.23191646D+05 ************    0.4057456   2000.000     0.000    EM
     3 -0.16624358D+05 6567.2882816    0.2831747   1238.833   761.167    EM
     4 -0.15176843D+05 1447.5147443    0.0870719    701.495  1298.505    EM
     5 -0.14624998D+05  551.8452305    0.0363610    694.552  1305.448    EM
     6 -0.14316250D+05  308.7471820    0.0211109    692.829  1307.171    EM
     7 -0.13959381D+05  356.8692745    0.0249276    687.342  1312.658    EM
     8 -0.13584320D+05  375.0609850    0.0268680    685.431  1314.569    EM
     9 -0.13338011D+05  246.3096520    0.0181319    735.769  1264.231    EM
    10 -0.13267931D+05   70.0798097    0.0052541    804.267  1195.733    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31799745D+05    0.0000000    0.0000000   1200.017   799.983    EM
     2 -0.23118328D+05 8681.4170025    0.2730027    581.205  1418.795    EM
     3 -0.20174339D+05 2943.9896861    0.1273444   1061.589   938.411    EM
     4 -0.33893451D+05 ************   -0.6800278   1487.201   512.799    EM
     5 -0.17459736D+05 ************    0.4848640   2000.000     0.000    EM
     6 -0.16360277D+05 1099.4592668    0.0629711   2000.000     0.000    EM
     7 -0.16145372D+05  214.9047671    0.0131358   2000.000     0.000    EM
     8 -0.15965675D+05  179.6969743    0.0111299   2000.000     0.000    EM
     9 -0.15829561D+05  136.1135610    0.0085254   2000.000     0.000    EM
    10 -0.15706715D+05  122.8465085    0.0077606   2000.000     0.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32734986D+05    0.0000000    0.0000000   2000.000     0.000    EM
     2 -0.18193388D+05 ************    0.4442219   2000.000     0.000    EM
     3 -0.17201339D+05  992.0485119    0.0545280   2000.000     0.000    EM
     4 -0.16902914D+05  298.4255850    0.0173490   2000.000     0.000    EM
     5 -0.16553663D+05  349.2507885    0.0206622   2000.000     0.000    EM
     6 -0.16457520D+05   96.1425963    0.0058079   2000.000     0.000    EM
     7 -0.16425373D+05   32.1471215    0.0019533   2000.000     0.000    EM
     8 -0.16410877D+05   14.4965066    0.0008826   2000.000     0.000    EM
     9 -0.16400339D+05   10.5376302    0.0006421   2000.000     0.000    EM
    10 -0.16390476D+05    9.8626763    0.0006014   2000.000     0.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45843727D+05    0.0000000    0.0000000   1960.000    40.000    EM
     2 -0.16983005D+05 ************    0.6295457   1997.825     2.175    EM
     3 -0.16011653D+05  971.3525365    0.0571956   1919.240    80.760    EM
     4 -0.15597873D+05  413.7801344    0.0258424   1868.107   131.893    EM
     5 -0.14919640D+05  678.2325779    0.0434824   1184.373   815.627    EM
     6 -0.13872663D+05 1046.9765479    0.0701744    899.952  1100.048    EM
     7 -0.13528656D+05  344.0075257    0.0247975    917.044  1082.956    EM
     8 -0.13391813D+05  136.8432836    0.0101151    937.623  1062.377    EM
     9 -0.13307732D+05   84.0809880    0.0062785    933.282  1066.718    EM
    10 -0.13236438D+05   71.2933836    0.0053573    959.928  1040.072    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.93327917D+05    0.0000000    0.0000000      0.000  2000.000    EM
     2 -0.17825421D+05 ************    0.8090023      0.000  2000.000    EM
     3 -0.16887594D+05  937.8265820    0.0526118      0.000  2000.000    EM
     4 -0.16635177D+05  252.4169746    0.0149469      0.000  2000.000    EM
     5 -0.16383579D+05  251.5978309    0.0151244      0.000  2000.000    EM
     6 -0.16150660D+05  232.9188971    0.0142166      0.000  2000.000    EM
     7 -0.15931134D+05  219.5262890    0.0135924      0.000  2000.000    EM
     8 -0.15700220D+05  230.9139798    0.0144945      0.000  2000.000    EM
     9 -0.15443654D+05  256.5664785    0.0163416      0.000  2000.000    EM
    10 -0.15153549D+05  290.1050868    0.0187847      0.000  2000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28228993D+05    0.0000000    0.0000000     99.870  1900.130    EM
     2 -0.16777105D+05 ************    0.4056782    323.990  1676.010    EM
     3 -0.15686433D+05 1090.6719005    0.0650095    904.479  1095.521    EM
     4 -0.15058733D+05  627.7000104    0.0400155   1128.636   871.364    EM
     5 -0.14746538D+05  312.1954691    0.0207319   1146.549   853.451    EM
     6 -0.14432117D+05  314.4200939    0.0213216   1143.603   856.397    EM
     7 -0.14083507D+05  348.6105506    0.0241552   1133.295   866.705    EM
     8 -0.13711977D+05  371.5300992    0.0263805   1125.476   874.524    EM
     9 -0.13408503D+05  303.4741257    0.0221320   1106.503   893.497    EM
    10 -0.13261928D+05  146.5744171    0.0109315   1094.725   905.275    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.42333950D+05    0.0000000    0.0000000     20.000  1980.000    EM
     2 -0.21011363D+05 ************    0.5036758    838.037  1161.963    EM
     3 -0.18596313D+05 2415.0499788    0.1149402    950.207  1049.793    EM
     4 -0.17441255D+05 1155.0584403    0.0621122    921.131  1078.869    EM
     5 -0.15947432D+05 1493.8224773    0.0856488    917.386  1082.614    EM
     6 -0.14678729D+05 1268.7034322    0.0795553    906.619  1093.381    EM
     7 -0.14190521D+05  488.2080802    0.0332596    887.009  1112.991    EM
     8 -0.14070322D+05  120.1984194    0.0084703    854.815  1145.185    EM
     9 -0.14000979D+05   69.3435421    0.0049284    848.250  1151.750    EM
    10 -0.13553857D+05  447.1216222    0.0319350    868.637  1131.363    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61300093D+05    0.0000000    0.0000000    544.582  1455.418    EM
     2 -0.18138320D+05 ************    0.7041062    212.264  1787.736    EM
     3 -0.16748729D+05 1389.5911149    0.0766108     67.251  1932.749    EM
     4 -0.15399929D+05 1348.7999087    0.0805315      0.000  2000.000    EM
     5 -0.14671449D+05  728.4794042    0.0473041      0.000  2000.000    EM
     6 -0.14510448D+05  161.0010632    0.0109738      0.000  2000.000    EM
     7 -0.14372894D+05  137.5543612    0.0094797      0.000  2000.000    EM
     8 -0.14231659D+05  141.2351307    0.0098265      0.000  2000.000    EM
     9 -0.14077692D+05  153.9666181    0.0108186      0.000  2000.000    EM
    10 -0.13903358D+05  174.3337752    0.0123837      0.000  2000.000    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49620014D+05    0.0000000    0.0000000   1388.036   611.964    EM
     2 -0.17475972D+05 ************    0.6478040   1181.471   818.529    EM
     3 -0.15934053D+05 1541.9190997    0.0882308   1208.768   791.232    EM
     4 -0.15530117D+05  403.9355105    0.0253505   1176.277   823.723    EM
     5 -0.13975038D+05 1555.0791725    0.1001331   1145.750   854.250    EM
     6 -0.13313561D+05  661.4769024    0.0473327   1130.192   869.808    EM
     7 -0.13291137D+05   22.4239321    0.0016843   1096.261   903.739    EM
     8 -0.13256475D+05   34.6622857    0.0026079   1086.545   913.455    EM
     9 -0.13200190D+05   56.2848176    0.0042458   1033.568   966.432    EM
    10 -0.13146823D+05   53.3667543    0.0040429    987.486  1012.514    EM
    11 -0.13130139D+05   16.6846443    0.0012691    979.051  1020.949    EM
    12 -0.13129102D+05    1.0372580    0.0000790    978.000  1022.000    EM
    13 -0.13129044D+05    0.0577105    0.0000044    977.838  1022.162    EM
    14 -0.13129033D+05    0.0109038    0.0000008    977.594  1022.406    EM
    15 -0.13129019D+05    0.0141283    0.0000011    977.259  1022.741    EM
    16 -0.13129015D+05    0.0042589    0.0000003    977.119  1022.881    EM
    17 -0.13129016D+05   -0.0009668   -0.0000001    977.088  1022.912    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45843727D+05    0.0000000    0.0000000   1960.000    40.000    EM
     2 -0.16983005D+05 ************    0.6295457   1997.825     2.175    EM
     3 -0.16011653D+05  971.3525365    0.0571956   1919.240    80.760    EM
     4 -0.15597873D+05  413.7801344    0.0258424   1868.107   131.893    EM
     5 -0.14919640D+05  678.2325779    0.0434824   1184.373   815.627    EM
     6 -0.13872663D+05 1046.9765479    0.0701744    899.952  1100.048    EM
     7 -0.13528656D+05  344.0075257    0.0247975    917.044  1082.956    EM
     8 -0.13391813D+05  136.8432836    0.0101151    937.623  1062.377    EM
     9 -0.13307732D+05   84.0809880    0.0062785    933.282  1066.718    EM
    10 -0.13236438D+05   71.2933836    0.0053573    959.928  1040.072    EM
    11 -0.13173499D+05   62.9392539    0.0047550   1006.400   993.600    EM
    12 -0.13135336D+05   38.1632056    0.0028970   1018.919   981.081    EM
    13 -0.13129607D+05    5.7285363    0.0004361   1022.011   977.989    EM
    14 -0.13129036D+05    0.5713225    0.0000435   1022.403   977.597    EM
    15 -0.13129016D+05    0.0202620    0.0000015   1022.732   977.268    EM
    16 -0.13129013D+05    0.0023500    0.0000002   1022.853   977.147    EM
    17 -0.13129014D+05   -0.0011391   -0.0000001   1022.888   977.112    EM


     Beginning Time:  22:44:40
        Ending Time:  22:45:25
       Elapsed Time:  00:00:45



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