Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:09 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



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:

          -11854.499  195873           6
          -11854.501  903420           5
          -11854.506  851945           18
          -11960.937  27071            15



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                      -11854.499
          H0 Scaling Correction Factor      0.9971
            for MLR

Information Criteria

          Akaike (AIC)                   23754.998
          Bayesian (BIC)                 23883.818
          Sample-Size Adjusted BIC       23810.746
            (n* = (n + 2) / 24)



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   CB  C

  Latent Class Variable Patterns

         CB         C
      Class     Class

         1         1
         1         2
         2         1
         2         2


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

  Latent Class
    Pattern

    1  1        322.03254          0.16102
    1  2        736.11425          0.36806
    2  1        521.12222          0.26056
    2  2        420.73098          0.21037


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

  Latent Class
    Variable    Class

    CB             1      1058.14673          0.52907
                   2       941.85315          0.47093
    C              1       843.15472          0.42158
                   2      1156.84521          0.57842


CLASSIFICATION QUALITY

     Entropy                         0.791


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

    1  1              306          0.15300
    1  2              737          0.36850
    2  1              537          0.26850
    2  2              420          0.21000


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

  Latent Class Variable Patterns

  Latent Class         CB         C
   Pattern No.      Class     Class

         1             1         1
         2             1         2
         3             2         1
         4             2         2

           1        2        3        4

    1   0.846    0.089    0.051    0.014
    2   0.038    0.919    0.001    0.043
    3   0.056    0.001    0.893    0.049
    4   0.012    0.075    0.060    0.853


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
FOR EACH LATENT CLASS VARIABLE

  Latent Class
    Variable    Class

    CB             1            1043          0.52150
                   2             957          0.47850
    C              1             843          0.42150
                   2            1157          0.57850


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     30.687      0.000

 SW         ON
    X                  0.717      0.018     39.948      0.000

 SW       WITH
    IW                -0.036      0.023     -1.588      0.112

 Residual Variances
    Y1                 0.260      0.025     10.418      0.000
    Y2                 0.262      0.012     21.011      0.000
    Y3                 0.217      0.015     14.180      0.000
    Y4                 0.306      0.034      9.071      0.000
    IW                 1.083      0.055     19.656      0.000
    SW                 0.386      0.014     27.055      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     30.687      0.000

 SW         ON
    X                  0.717      0.018     39.948      0.000

 SW       WITH
    IW                -0.036      0.023     -1.588      0.112

 Residual Variances
    Y1                 0.260      0.025     10.418      0.000
    Y2                 0.262      0.012     21.011      0.000
    Y3                 0.217      0.015     14.180      0.000
    Y4                 0.306      0.034      9.071      0.000
    IW                 1.083      0.055     19.656      0.000
    SW                 0.386      0.014     27.055      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     30.687      0.000

 SW         ON
    X                  0.717      0.018     39.948      0.000

 SW       WITH
    IW                -0.036      0.023     -1.588      0.112

 Residual Variances
    Y1                 0.260      0.025     10.418      0.000
    Y2                 0.262      0.012     21.011      0.000
    Y3                 0.217      0.015     14.180      0.000
    Y4                 0.306      0.034      9.071      0.000
    IW                 1.083      0.055     19.656      0.000
    SW                 0.386      0.014     27.055      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     30.687      0.000

 SW         ON
    X                  0.717      0.018     39.948      0.000

 SW       WITH
    IW                -0.036      0.023     -1.588      0.112

 Residual Variances
    Y1                 0.260      0.025     10.418      0.000
    Y2                 0.262      0.012     21.011      0.000
    Y3                 0.217      0.015     14.180      0.000
    Y4                 0.306      0.034      9.071      0.000
    IW                 1.083      0.055     19.656      0.000
    SW                 0.386      0.014     27.055      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                  0.640      0.107      6.010      0.000

 SB         ON
    W                  0.283      0.014     20.545      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                 2.145      0.180     11.923      0.000
    SB                 0.553      0.026     21.344      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                 0.464      0.090      5.166      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                  0.640      0.107      6.010      0.000

 SB         ON
    W                  0.283      0.014     20.545      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                 5.167      0.166     31.041      0.000
    SB                 0.979      0.024     40.973      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                 0.464      0.090      5.166      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                  0.640      0.107      6.010      0.000

 SB         ON
    W                  0.283      0.014     20.545      0.000

 Means
    IB2               -2.097      0.233     -9.015      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                 2.145      0.180     11.923      0.000
    SB                 0.553      0.026     21.344      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                 0.464      0.090      5.166      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                  0.640      0.107      6.010      0.000

 SB         ON
    W                  0.283      0.014     20.545      0.000

 Means
    IB2               -2.097      0.233     -9.015      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                 5.167      0.166     31.041      0.000
    SB                 0.979      0.024     40.973      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                 0.464      0.090      5.166      0.000
    SB                 0.000      0.000    999.000    999.000

Categorical Latent Variables

Within Level

 C#1        ON
    X                  1.098      0.087     12.601      0.000

 Intercepts
    C#1               -0.478      0.117     -4.087      0.000

Between Level

 C#1        ON
    W                  1.157      0.129      8.990      0.000

 CB#1       ON
    W                 -2.040      0.446     -4.573      0.000

 Intercepts
    CB#1               0.152      0.381      0.398      0.690

 Residual Variances
    C#1                0.730      0.230      3.176      0.001


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

Within Level

 C#1      ON
    X                  2.997

Between Level


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.167E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1


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


           NU
              W
              ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0            10


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1                 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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0            17


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1                 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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0            10


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1                 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
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  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
              ________      ________      ________      ________      ________
 1                  0             0             0             0            17


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1                 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
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________
 1                 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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              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
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              SB            IB2           X             W
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28493156D+05    0.0000000    0.0000000    500.000   500.000    EM
                                                    500.000   500.000
     2 -0.12900254D+05 ************    0.5472508    500.000   500.000    EM
                                                    500.000   500.000
     3 -0.12317847D+05  582.4066724    0.0451469    500.000   500.000    EM
                                                    500.000   500.000
     4 -0.12075074D+05  242.7731963    0.0197091    500.000   500.000    EM
                                                    500.000   500.000
     5 -0.12065833D+05    9.2405177    0.0007653    500.000   500.000    EM
                                                    500.000   500.000
     6 -0.12064550D+05    1.2832949    0.0001064    500.000   500.000    EM
                                                    500.000   500.000
     7 -0.12063310D+05    1.2394291    0.0001027    500.000   500.000    EM
                                                    500.000   500.000
     8 -0.12062047D+05    1.2636408    0.0001048    500.000   500.000    EM
                                                    500.000   500.000
     9 -0.12060758D+05    1.2888883    0.0001069    500.000   500.000    EM
                                                    500.000   500.000
    10 -0.12059443D+05    1.3149892    0.0001090    500.000   500.000    EM
                                                    500.000   500.000


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11059152D+06    0.0000000    0.0000000   1740.333   179.643    EM
                                                     38.284    41.741
     2 -0.12954742D+05 ************    0.8828595   1570.875   350.066    EM
                                                     71.557     7.502
     3 -0.12473079D+05  481.6635514    0.0371805   1512.034   408.190    EM
                                                     70.564     9.212
     4 -0.12153452D+05  319.6267769    0.0256253   1523.269   395.345    EM
                                                     69.522    11.864
     5 -0.12085131D+05   68.3207617    0.0056215   1528.416   388.615    EM
                                                     70.164    12.805
     6 -0.12074801D+05   10.3303364    0.0008548   1532.402   383.949    EM
                                                     70.769    12.880
     7 -0.12068986D+05    5.8151043    0.0004816   1537.032   379.067    EM
                                                     71.066    12.835
     8 -0.12065283D+05    3.7026618    0.0003068   1542.035   373.868    EM
                                                     71.308    12.789
     9 -0.12063731D+05    1.5519123    0.0001286   1546.643   369.112    EM
                                                     71.502    12.743
    10 -0.12062396D+05    1.3354560    0.0001107   1551.086   364.580    EM
                                                     71.645    12.689


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15354347D+06    0.0000000    0.0000000    554.597  1140.208    EM
                                                    140.040   165.154
     2 -0.13114811D+05 ************    0.9145857    658.554   967.324    EM
                                                    274.879    99.243
     3 -0.12477025D+05  637.7857845    0.0486310    804.217   981.038    EM
                                                    155.735    59.011
     4 -0.12151047D+05  325.9783141    0.0261263    788.970   983.969    EM
                                                    163.528    63.534
     5 -0.12083151D+05   67.8959986    0.0055877    744.080   969.462    EM
                                                    205.554    80.904
     6 -0.12073348D+05    9.8028063    0.0008113    686.485   946.956    EM
                                                    260.674   105.884
     7 -0.12061667D+05   11.6809476    0.0009675    631.035   928.670    EM
                                                    313.415   126.879
     8 -0.12054816D+05    6.8512591    0.0005680    591.084   911.285    EM
                                                    351.420   146.212
     9 -0.12049398D+05    5.4179998    0.0004494    556.867   896.499    EM
                                                    383.653   162.980
    10 -0.12044436D+05    4.9622420    0.0004118    534.344   883.674    EM
                                                    404.558   177.425


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10917842D+06    0.0000000    0.0000000   1281.662   654.219    EM
                                                     24.453    39.665
     2 -0.12766338D+05 ************    0.8830690   1112.899   679.879    EM
                                                     42.617   164.604
     3 -0.12319039D+05  447.2993077    0.0350374   1117.690   710.361    EM
                                                     28.489   143.460
     4 -0.12088769D+05  230.2698545    0.0186922   1118.160   708.680    EM
                                                     28.574   144.587
     5 -0.12055493D+05   33.2753061    0.0027526   1113.917   697.241    EM
                                                     32.844   155.998
     6 -0.12049030D+05    6.4630023    0.0005361   1107.763   681.717    EM
                                                     38.823   171.697
     7 -0.12046104D+05    2.9260802    0.0002428   1099.126   662.073    EM
                                                     47.142   191.658
     8 -0.12043788D+05    2.3160078    0.0001923   1088.695   640.485    EM
                                                     57.172   213.648
     9 -0.12041562D+05    2.2261686    0.0001848   1076.425   617.289    EM
                                                     68.982   237.305
    10 -0.12039328D+05    2.2338861    0.0001855   1062.079   592.521    EM
                                                     82.827   262.573


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.77335793D+05    0.0000000    0.0000000   1403.804   576.149    EM
                                                     13.468     6.579
     2 -0.12502696D+05 ************    0.8383323    753.446   434.048    EM
                                                    331.617   480.890
     3 -0.12178134D+05  324.5621996    0.0259594    596.593   354.389    EM
                                                    486.085   562.933
     4 -0.12064286D+05  113.8483759    0.0093486    625.050   351.938    EM
                                                    458.795   564.217
     5 -0.12045122D+05   19.1640796    0.0015885    710.378   399.907    EM
                                                    374.094   515.620
     6 -0.12037484D+05    7.6379379    0.0006341    788.904   466.833    EM
                                                    295.776   448.487
     7 -0.12031222D+05    6.2614244    0.0005202    858.863   539.243    EM
                                                    225.848   376.047
     8 -0.12025145D+05    6.0774420    0.0005051    918.583   610.217    EM
                                                    166.077   305.123
     9 -0.12019368D+05    5.7768805    0.0004804    966.394   675.332    EM
                                                    118.177   240.097
    10 -0.12014117D+05    5.2514716    0.0004369   1002.267   731.426    EM
                                                     82.198   184.108


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33991468D+05    0.0000000    0.0000000    710.892   180.419    EM
                                                    267.175   841.515
     2 -0.12226338D+05 ************    0.6403116    518.057   384.315    EM
                                                    471.854   625.775
     3 -0.12041643D+05  184.6951986    0.0151063    494.142   411.817    EM
                                                    494.316   599.725
     4 -0.12009085D+05   32.5577668    0.0027038    503.939   408.169    EM
                                                    480.508   607.384
     5 -0.12005699D+05    3.3865864    0.0002820    508.805   408.490    EM
                                                    471.636   611.069
     6 -0.12002834D+05    2.8647819    0.0002386    513.067   410.325    EM
                                                    463.282   613.327
     7 -0.12000076D+05    2.7579865    0.0002298    517.407   412.530    EM
                                                    454.630   615.433
     8 -0.11997374D+05    2.7021504    0.0002252    521.708   415.164    EM
                                                    445.769   617.360
     9 -0.11994691D+05    2.6824672    0.0002236    525.960   418.155    EM
                                                    436.686   619.200
    10 -0.11992004D+05    2.6870705    0.0002240    530.134   421.451    EM
                                                    427.393   621.022


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52750439D+05    0.0000000    0.0000000    457.202   922.433    EM
                                                    406.581   213.785
     2 -0.12436322D+05 ************    0.7642423    417.249   853.397    EM
                                                    263.903   465.451
     3 -0.12101824D+05  334.4980019    0.0268969    340.070   878.274    EM
                                                    340.564   441.091
     4 -0.12032580D+05   69.2438177    0.0057218    382.732   929.121    EM
                                                    319.395   368.752
     5 -0.12013271D+05   19.3093140    0.0016048    446.814   998.742    EM
                                                    272.348   282.096
     6 -0.12000435D+05   12.8359366    0.0010685    542.513  1071.369    EM
                                                    187.273   198.846
     7 -0.11990728D+05    9.7074201    0.0008089    622.125  1119.664    EM
                                                    116.648   141.564
     8 -0.11984772D+05    5.9558699    0.0004967    667.471  1145.351    EM
                                                     78.399   108.780
     9 -0.11981251D+05    3.5214174    0.0002938    694.246  1158.939    EM
                                                     57.470    89.345
    10 -0.11979064D+05    2.1861631    0.0001825    711.487  1166.502    EM
                                                     44.958    77.053


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14068145D+06    0.0000000    0.0000000     15.276   106.025    EM
                                                     32.423  1846.276
     2 -0.13255749D+05 ************    0.9057747     15.738   158.188    EM
                                                    496.484  1329.591
     3 -0.12673027D+05  582.7219460    0.0439599     12.695   111.107    EM
                                                    524.159  1352.039
     4 -0.12172906D+05  500.1210906    0.0394634     13.139   106.858    EM
                                                    519.756  1360.247
     5 -0.12098731D+05   74.1748740    0.0060934     13.195   106.805    EM
                                                    519.183  1360.817
     6 -0.12090553D+05    8.1775215    0.0006759     13.152   106.848    EM
                                                    519.047  1360.953
     7 -0.12086475D+05    4.0783610    0.0003373     13.117   106.883    EM
                                                    518.945  1361.055
     8 -0.12085025D+05    1.4494215    0.0001199     13.088   106.912    EM
                                                    518.877  1361.123
     9 -0.12084115D+05    0.9108169    0.0000754     13.063   106.937    EM
                                                    518.833  1361.167


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.85587494D+05    0.0000000    0.0000000     42.330   264.247    EM
                                                   1438.614   254.808
     2 -0.12980387D+05 ************    0.8483378    208.562    13.568    EM
                                                   1455.947   321.922
     3 -0.12416419D+05  563.9673587    0.0434477    211.600    14.344    EM
                                                   1440.931   333.125
     4 -0.12140095D+05  276.3244060    0.0222548    215.717    14.285    EM
                                                   1437.963   332.035
     5 -0.12080300D+05   59.7951788    0.0049254    219.304    14.189    EM
                                                   1435.541   330.966
     6 -0.12068905D+05   11.3943668    0.0009432    222.150    14.111    EM
                                                   1433.951   329.787
     7 -0.12062319D+05    6.5867080    0.0005458    224.584    14.026    EM
                                                   1432.847   328.543
     8 -0.12057118D+05    5.2004053    0.0004311    226.894    13.931    EM
                                                   1431.936   327.239
     9 -0.12054301D+05    2.8176991    0.0002337    229.020    13.822    EM
                                                   1431.276   325.882
    10 -0.12052761D+05    1.5400914    0.0001278    230.838    13.696    EM
                                                   1430.963   324.503


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65110302D+05    0.0000000    0.0000000    336.453  1623.428    EM
                                                     10.533    29.586
     2 -0.12885209D+05 ************    0.8021018    257.623   383.766    EM
                                                    137.220  1221.391
     3 -0.12314426D+05  570.7829438    0.0442975     99.867    98.304    EM
                                                    314.218  1487.612
     4 -0.12104113D+05  210.3129000    0.0170786    119.117    92.962    EM
                                                    285.256  1502.664
     5 -0.12075377D+05   28.7360249    0.0023741    162.956   120.558    EM
                                                    239.675  1476.811
     6 -0.12068401D+05    6.9759593    0.0005777    211.238   169.252    EM
                                                    189.771  1429.740
     7 -0.12063105D+05    5.2957410    0.0004388    256.890   237.898    EM
                                                    142.667  1362.544
     8 -0.12057937D+05    5.1679091    0.0004284    295.344   320.340    EM
                                                    102.832  1281.483
     9 -0.12052740D+05    5.1967425    0.0004310    324.424   412.117    EM
                                                     72.315  1191.144
    10 -0.12047624D+05    5.1164800    0.0004245    345.188   509.688    EM
                                                     50.130  1094.994


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61844602D+05    0.0000000    0.0000000    357.953   574.121    EM
                                                    563.452   504.473
     2 -0.12350119D+05 ************    0.8003040    217.576    68.879    EM
                                                    860.783   852.762
     3 -0.12158026D+05  192.0924747    0.0155539    221.641    61.925    EM
                                                    858.725   857.709
     4 -0.12053029D+05  104.9976914    0.0086361    229.566    62.571    EM
                                                    853.568   854.294
     5 -0.12034435D+05   18.5939357    0.0015427    245.378    68.030    EM
                                                    839.263   847.329
     6 -0.12026418D+05    8.0163806    0.0006661    264.252    75.252    EM
                                                    820.762   839.734
     7 -0.12020964D+05    5.4538478    0.0004535    281.968    82.511    EM
                                                    802.588   832.933
     8 -0.12016512D+05    4.4522432    0.0003704    297.354    89.160    EM
                                                    786.012   827.474
     9 -0.12012710D+05    3.8020287    0.0003164    310.123    94.967    EM
                                                    771.431   823.479
    10 -0.12009343D+05    3.3667745    0.0002803    320.628   100.019    EM
                                                    758.589   820.764


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52750439D+05    0.0000000    0.0000000    457.202   922.433    EM
                                                    406.581   213.785
     2 -0.12436322D+05 ************    0.7642423    417.249   853.397    EM
                                                    263.903   465.451
     3 -0.12101824D+05  334.4980019    0.0268969    340.070   878.274    EM
                                                    340.564   441.091
     4 -0.12032580D+05   69.2438177    0.0057218    382.732   929.121    EM
                                                    319.395   368.752
     5 -0.12013271D+05   19.3093140    0.0016048    446.814   998.742    EM
                                                    272.348   282.096
     6 -0.12000435D+05   12.8359366    0.0010685    542.513  1071.369    EM
                                                    187.273   198.846
     7 -0.11990728D+05    9.7074201    0.0008089    622.125  1119.664    EM
                                                    116.648   141.564
     8 -0.11984772D+05    5.9558699    0.0004967    667.471  1145.351    EM
                                                     78.399   108.780
     9 -0.11981251D+05    3.5214174    0.0002938    694.246  1158.939    EM
                                                     57.470    89.345
    10 -0.11979064D+05    2.1861631    0.0001825    711.487  1166.502    EM
                                                     44.958    77.053
    11 -0.11977596D+05    1.4688483    0.0001226    723.352  1170.883    EM
                                                     36.915    68.849
    12 -0.11976541D+05    1.0543961    0.0000880    731.885  1173.508    EM
                                                     31.478    63.130
    13 -0.11975746D+05    0.7952641    0.0000664    738.210  1175.153    EM
                                                     27.655    58.981
    14 -0.11975124D+05    0.6222880    0.0000520    743.002  1176.267    EM
                                                     24.877    55.854
    15 -0.11974623D+05    0.5006678    0.0000418    746.689  1177.113    EM
                                                     22.795    53.403
    16 -0.11974211D+05    0.4116422    0.0000344    749.553  1177.849    EM
                                                     21.193    51.405
    17 -0.11973867D+05    0.3444433    0.0000288    751.789  1178.569    EM
                                                     19.929    49.713
    18 -0.11973574D+05    0.2925333    0.0000244    753.534  1179.327    EM
                                                     18.909    48.230
    19 -0.11973323D+05    0.2517125    0.0000210    754.888  1180.151    EM
                                                     18.070    46.891
    20 -0.11973103D+05    0.2191564    0.0000183    755.926  1181.054    EM
                                                     17.369    45.651
    21 -0.11972911D+05    0.1929022    0.0000161    756.703  1182.039    EM
                                                     16.776    44.483
    22 -0.11972739D+05    0.1715247    0.0000143    757.264  1183.102    EM
                                                     16.268    43.366
    23 -0.11972585D+05    0.1539738    0.0000129    757.644  1184.236    EM
                                                     15.831    42.288
    24 -0.11972446D+05    0.1394583    0.0000116    757.871  1185.433    EM
                                                     15.454    41.242
    25 -0.11972318D+05    0.1273705    0.0000106    757.967  1186.682    EM
                                                     15.128    40.223
    26 -0.11972201D+05    0.1172428    0.0000098    757.950  1187.972    EM
                                                     14.848    39.229
    27 -0.11972092D+05    0.1087037    0.0000091    757.838  1189.294    EM
                                                     14.609    38.259
    28 -0.11971991D+05    0.1014607    0.0000085    757.642  1190.637    EM
                                                     14.408    37.313
    29 -0.11971895D+05    0.0952783    0.0000080    757.374  1191.992    EM
                                                     14.242    36.393
    30 -0.11971806D+05    0.0899658    0.0000075    757.044  1193.348    EM
                                                     14.109    35.500
    31 -0.11971720D+05    0.0853667    0.0000071    756.660  1194.697    EM
                                                     14.007    34.636
    32 -0.11971639D+05    0.0813499    0.0000068    756.231  1196.031    EM
                                                     13.934    33.804
    33 -0.11971561D+05    0.0778067    0.0000065    755.763  1197.342    EM
                                                     13.890    33.006
    34 -0.11971486D+05    0.0746450    0.0000062    755.263  1198.622    EM
                                                     13.870    32.245
    35 -0.11971415D+05    0.0717878    0.0000060    754.737  1199.866    EM
                                                     13.874    31.523
    36 -0.11971345D+05    0.0691721    0.0000058    754.192  1201.068    EM
                                                     13.899    30.841
    37 -0.11971279D+05    0.0667468    0.0000056    753.634  1202.224    EM
                                                     13.942    30.200
    38 -0.11971214D+05    0.0644739    0.0000054    753.068  1203.330    EM
                                                     14.000    29.603
    39 -0.11971152D+05    0.0623223    0.0000052    752.499  1204.382    EM
                                                     14.071    29.048
    40 -0.11971092D+05    0.0602725    0.0000050    751.933  1205.380    EM
                                                     14.151    28.536
    41 -0.11971033D+05    0.0583112    0.0000049    751.375  1206.322    EM
                                                     14.237    28.065
    42 -0.11970977D+05    0.0564310    0.0000047    750.829  1207.209    EM
                                                     14.328    27.635
    43 -0.11970922D+05    0.0546276    0.0000046    750.298  1208.040    EM
                                                     14.420    27.242
    44 -0.11970869D+05    0.0528979    0.0000044    749.786  1208.816    EM
                                                     14.511    26.886
    45 -0.11970818D+05    0.0512389    0.0000043    749.296  1209.539    EM
                                                     14.601    26.564
    46 -0.11970768D+05    0.0496489    0.0000041    748.829  1210.209    EM
                                                     14.688    26.274
    47 -0.11970720D+05    0.0481235    0.0000040    748.388  1210.829    EM
                                                     14.770    26.013
    48 -0.11970674D+05    0.0466586    0.0000039    747.973  1211.400    EM
                                                     14.849    25.778
    49 -0.11970628D+05    0.0452497    0.0000038    747.586  1211.924    EM
                                                     14.922    25.568
    50 -0.11970585D+05    0.0438913    0.0000037    747.226  1212.402    EM
                                                     14.991    25.381
    51 -0.11970542D+05    0.0425784    0.0000036    746.894  1212.836    EM
                                                     15.056    25.214
    52 -0.11970501D+05    0.0413059    0.0000035    746.590  1213.228    EM
                                                     15.116    25.065
    53 -0.11970461D+05    0.0400696    0.0000033    746.314  1213.579    EM
                                                     15.173    24.934
    54 -0.11970422D+05    0.0388649    0.0000032    746.065  1213.891    EM
                                                     15.226    24.818
    55 -0.11970384D+05    0.0376892    0.0000031    745.844  1214.164    EM
                                                     15.277    24.715
    56 -0.11970347D+05    0.0365393    0.0000031    745.650  1214.400    EM
                                                     15.324    24.626
    57 -0.11970312D+05    0.0354132    0.0000030    745.481  1214.601    EM
                                                     15.370    24.548
    58 -0.11970278D+05    0.0343094    0.0000029    745.339  1214.767    EM
                                                     15.414    24.481
    59 -0.11970245D+05    0.0332257    0.0000028    745.221  1214.899    EM
                                                     15.457    24.423
    60 -0.11970212D+05    0.0321624    0.0000027    745.128  1214.999    EM
                                                     15.499    24.374
    61 -0.11970181D+05    0.0311189    0.0000026    745.058  1215.068    EM
                                                     15.540    24.334
    62 -0.11970151D+05    0.0300945    0.0000025    745.012  1215.106    EM
                                                     15.581    24.301
    63 -0.11970122D+05    0.0290897    0.0000024    744.989  1215.115    EM
                                                     15.622    24.275
    64 -0.11970094D+05    0.0281046    0.0000023    744.987  1215.095    EM
                                                     15.662    24.256
    65 -0.11970067D+05    0.0271398    0.0000023    745.006  1215.048    EM
                                                     15.704    24.243
    66 -0.11969935D+05    0.1318038    0.0000110    717.847  1188.076    QN
                                                     44.104    49.973
    67 -0.11969880D+05    0.0550592    0.0000046    719.315  1187.283    EM
                                                     43.045    50.357
    68 -0.11969848D+05    0.0322704    0.0000027    720.507  1186.544    EM
                                                     42.234    50.715
    69 -0.11969820D+05    0.0276983    0.0000023    721.511  1185.842    EM
                                                     41.610    51.037
    70 -0.11969796D+05    0.0244593    0.0000020    722.372  1185.172    EM
                                                     41.131    51.325
    71 -0.11969773D+05    0.0220598    0.0000018    723.124  1184.527    EM
                                                     40.766    51.583
    72 -0.11969753D+05    0.0202138    0.0000017    723.789  1183.902    EM
                                                     40.492    51.817
    73 -0.11969735D+05    0.0187410    0.0000016    724.387  1183.291    EM
                                                     40.292    52.030
    74 -0.11969717D+05    0.0175249    0.0000015    724.931  1182.689    EM
                                                     40.152    52.227
    75 -0.11969700D+05    0.0164888    0.0000014    725.433  1182.094    EM
                                                     40.061    52.412
    76 -0.11969685D+05    0.0155828    0.0000013    725.900  1181.502    EM
                                                     40.011    52.587
    77 -0.11969670D+05    0.0147734    0.0000012    726.341  1180.910    EM
                                                     39.995    52.754
    78 -0.11969656D+05    0.0140382    0.0000012    726.760  1180.317    EM
                                                     40.008    52.915
    79 -0.11969569D+05    0.0866648    0.0000072    662.211  1066.899    QN
                                                    112.940   157.949
    80 -0.11969522D+05    0.0478274    0.0000040    662.757  1066.680    EM
                                                    113.054   157.510
    81 -0.11969511D+05    0.0107016    0.0000009    663.172  1066.537    EM
                                                    113.188   157.103
    82 -0.11969501D+05    0.0098131    0.0000008    663.533  1066.374    EM
                                                    113.367   156.726
    83 -0.11969492D+05    0.0092197    0.0000008    663.846  1066.185    EM
                                                    113.589   156.380
    84 -0.11969483D+05    0.0086980    0.0000007    664.115  1065.973    EM
                                                    113.852   156.061
    85 -0.11969475D+05    0.0082291    0.0000007    664.344  1065.738    EM
                                                    114.150   155.768
    86 -0.11969467D+05    0.0078044    0.0000007    664.537  1065.484    EM
                                                    114.480   155.499
    87 -0.11969460D+05    0.0074177    0.0000006    664.698  1065.211    EM
                                                    114.839   155.252
    88 -0.11969453D+05    0.0070639    0.0000006    664.830  1064.921    EM
                                                    115.225   155.025
    89 -0.11969446D+05    0.0067389    0.0000006    664.934  1064.615    EM
                                                    115.634   154.817
    90 -0.11969439D+05    0.0064392    0.0000005    665.014  1064.295    EM
                                                    116.064   154.627
    91 -0.11969433D+05    0.0061620    0.0000005    665.070  1063.962    EM
                                                    116.514   154.454
    92 -0.11969363D+05    0.0702690    0.0000059    398.079   733.574    QN
                                                    389.686   478.660
    93 -0.11969349D+05    0.0140637    0.0000012    397.887   734.516    EM
                                                    390.282   477.315
    94 -0.11969343D+05    0.0063512    0.0000005    397.657   735.447    EM
                                                    390.904   475.991
    95 -0.11969337D+05    0.0059202    0.0000005    397.393   736.367    EM
                                                    391.556   474.684
    96 -0.11969331D+05    0.0058627    0.0000005    397.096   737.278    EM
                                                    392.236   473.390
    97 -0.11969325D+05    0.0058441    0.0000005    396.767   738.185    EM
                                                    392.943   472.105
    98 -0.11969319D+05    0.0058463    0.0000005    396.407   739.089    EM
                                                    393.676   470.828
    99 -0.11969313D+05    0.0058676    0.0000005    396.019   739.993    EM
                                                    394.433   469.554
   100 -0.11969307D+05    0.0059074    0.0000005    395.602   740.901    EM
                                                    395.214   468.282
   101 -0.11969301D+05    0.0059653    0.0000005    395.159   741.813    EM
                                                    396.018   467.010
   102 -0.11969295D+05    0.0060408    0.0000005    394.689   742.732    EM
                                                    396.844   465.736
   103 -0.11969289D+05    0.0061341    0.0000005    394.193   743.660    EM
                                                    397.691   464.457
   104 -0.11969283D+05    0.0062451    0.0000005    393.671   744.597    EM
                                                    398.559   463.174
   105 -0.11968682D+05    0.6014098    0.0000502    302.168   800.095    QN
                                                    511.054   386.683
   106 -0.11968297D+05    0.3847663    0.0000321    311.210   807.501    EM
                                                    502.521   378.768
   107 -0.11968011D+05    0.2855996    0.0000239    318.756   813.494    EM
                                                    495.229   372.520
   108 -0.11967763D+05    0.2481832    0.0000207    324.908   818.085    EM
                                                    489.197   367.811
   109 -0.11967539D+05    0.2241083    0.0000187    329.712   821.413    EM
                                                    484.405   364.471
   110 -0.11967327D+05    0.2114925    0.0000177    333.259   823.642    EM
                                                    480.786   362.314
   111 -0.11967119D+05    0.2086018    0.0000174    335.675   824.940    EM
                                                    478.234   361.151
   112 -0.11966905D+05    0.2137517    0.0000179    337.110   825.473    EM
                                                    476.617   360.799
   113 -0.11966680D+05    0.2255579    0.0000188    337.722   825.397    EM
                                                    475.792   361.090
   114 -0.11966437D+05    0.2427615    0.0000203    337.662   824.849    EM
                                                    475.617   361.871
   115 -0.11966172D+05    0.2643936    0.0000221    337.073   823.951    EM
                                                    475.960   363.015
   116 -0.11965883D+05    0.2896488    0.0000242    336.077   822.802    EM
                                                    476.707   364.414
   117 -0.11965565D+05    0.3177329    0.0000266    334.777   821.478    EM
                                                    477.759   365.986
   118 -0.11960234D+05    5.3306403    0.0004455    282.348   822.293    QN
                                                    481.645   413.713
   119 -0.11959192D+05    1.0427451    0.0000872    285.909   824.753    EM
                                                    479.265   410.074
   120 -0.11959155D+05    0.0368759    0.0000031    286.168   824.180    EM
                                                    479.534   410.118
   121 -0.11959129D+05    0.0260195    0.0000022    286.019   823.245    EM
                                                    480.141   410.596
   122 -0.11959109D+05    0.0193334    0.0000016    285.792   822.309    EM
                                                    480.784   411.116
   123 -0.11959095D+05    0.0140930    0.0000012    285.572   821.452    EM
                                                    481.385   411.591
   124 -0.11959084D+05    0.0109379    0.0000009    285.379   820.686    EM
                                                    481.931   412.005
   125 -0.11959076D+05    0.0087322    0.0000007    285.214   820.005    EM
                                                    482.423   412.359
   126 -0.11959068D+05    0.0072110    0.0000006    285.075   819.402    EM
                                                    482.865   412.658
   127 -0.11959062D+05    0.0061346    0.0000005    284.959   818.868    EM
                                                    483.264   412.909
   128 -0.11959057D+05    0.0053774    0.0000004    284.865   818.393    EM
                                                    483.624   413.118
   129 -0.11959052D+05    0.0048452    0.0000004    284.789   817.970    EM
                                                    483.951   413.290
   130 -0.11959048D+05    0.0044760    0.0000004    284.729   817.594    EM
                                                    484.247   413.430
   131 -0.11959043D+05    0.0042224    0.0000004    284.683   817.257    EM
                                                    484.517   413.543
   132 -0.11959039D+05    0.0040573    0.0000003    284.649   816.954    EM
                                                    484.763   413.633
   133 -0.11959035D+05    0.0039580    0.0000003    284.626   816.683    EM
                                                    484.988   413.703
   134 -0.11959031D+05    0.0039085    0.0000003    284.612   816.437    EM
                                                    485.195   413.756
   135 -0.11959028D+05    0.0038980    0.0000003    284.605   816.216    EM
                                                    485.385   413.795
   136 -0.11958698D+05    0.3291236    0.0000275    286.795   816.938    QN
                                                    508.309   387.958
   137 -0.11957785D+05    0.9133250    0.0000764    286.346   816.636    EM
                                                    507.779   389.239
   138 -0.11957627D+05    0.1583394    0.0000132    285.657   816.536    EM
                                                    507.464   390.343
   139 -0.11957449D+05    0.1776723    0.0000149    284.980   816.441    EM
                                                    507.126   391.453
   140 -0.11957249D+05    0.2002216    0.0000167    284.343   816.342    EM
                                                    506.740   392.575
   141 -0.11957022D+05    0.2272128    0.0000190    283.744   816.239    EM
                                                    506.311   393.706
   142 -0.11956761D+05    0.2602066    0.0000218    283.180   816.129    EM
                                                    505.849   394.843
   143 -0.11956461D+05    0.3006065    0.0000251    282.647   816.009    EM
                                                    505.360   395.984
   144 -0.11956111D+05    0.3502970    0.0000293    282.144   815.872    EM
                                                    504.853   397.131
   145 -0.11955699D+05    0.4116709    0.0000344    281.670   815.711    EM
                                                    504.335   398.283
   146 -0.11944105D+05   11.5938278    0.0009697    243.603   843.683    FS
                                                    524.410   388.303
   147 -0.11918527D+05   25.5779398    0.0021415    335.419   826.450    FS
                                                    457.593   380.538
   148 -0.11874400D+05   44.1274562    0.0037024    318.636   763.349    FS
                                                    518.118   399.898
   149 -0.11860248D+05   14.1516716    0.0011918    307.204   739.872    FS
                                                    526.657   426.267
   150 -0.11855913D+05    4.3351849    0.0003655    308.427   732.119    EM
                                                    527.923   431.532
   151 -0.11855291D+05    0.6212888    0.0000524    310.346   731.829    EM
                                                    527.263   430.562
   152 -0.11855003D+05    0.2884585    0.0000243    312.037   731.972    EM
                                                    526.722   429.269
   153 -0.11854825D+05    0.1780646    0.0000150    313.541   732.301    EM
                                                    526.175   427.983
   154 -0.11854716D+05    0.1091196    0.0000092    314.809   732.654    EM
                                                    525.683   426.855
   155 -0.11854644D+05    0.0714829    0.0000060    315.884   733.011    EM
                                                    525.221   425.884
   156 -0.11854598D+05    0.0467055    0.0000039    316.796   733.336    EM
                                                    524.794   425.074
   157 -0.11854566D+05    0.0312560    0.0000026    317.577   733.639    EM
                                                    524.394   424.390
   158 -0.11854545D+05    0.0209016    0.0000018    318.250   733.919    EM
                                                    524.018   423.813
   159 -0.11854531D+05    0.0142244    0.0000012    318.836   734.183    EM
                                                    523.662   423.319
   160 -0.11854522D+05    0.0097579    0.0000008    319.351   734.431    EM
                                                    523.325   422.892
   161 -0.11854515D+05    0.0068002    0.0000006    319.809   734.669    EM
                                                    523.004   422.518
   162 -0.11854510D+05    0.0048055    0.0000004    320.218   734.896    EM
                                                    522.698   422.187
   163 -0.11854506D+05    0.0034451    0.0000003    320.588   735.115    EM
                                                    522.406   421.890
   164 -0.11854504D+05    0.0025096    0.0000002    320.925   735.327    EM
                                                    522.127   421.621
   165 -0.11854502D+05    0.0018540    0.0000002    321.234   735.533    EM
                                                    521.860   421.374
   166 -0.11854501D+05    0.0013898    0.0000001    321.519   735.732    EM
                                                    521.604   421.145
   167 -0.11854500D+05    0.0010544    0.0000001    321.785   735.926    EM
                                                    521.358   420.932
   168 -0.11854499D+05    0.0008100    0.0000001    322.033   736.114    EM
                                                    521.122   420.731


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33991468D+05    0.0000000    0.0000000    710.892   180.419    EM
                                                    267.175   841.515
     2 -0.12226338D+05 ************    0.6403116    518.057   384.315    EM
                                                    471.854   625.775
     3 -0.12041643D+05  184.6951985    0.0151063    494.142   411.817    EM
                                                    494.316   599.725
     4 -0.12009085D+05   32.5577669    0.0027038    503.939   408.169    EM
                                                    480.508   607.384
     5 -0.12005699D+05    3.3865864    0.0002820    508.805   408.490    EM
                                                    471.636   611.069
     6 -0.12002834D+05    2.8647819    0.0002386    513.067   410.325    EM
                                                    463.282   613.327
     7 -0.12000076D+05    2.7579865    0.0002298    517.407   412.530    EM
                                                    454.630   615.433
     8 -0.11997374D+05    2.7021504    0.0002252    521.708   415.164    EM
                                                    445.769   617.360
     9 -0.11994691D+05    2.6824672    0.0002236    525.960   418.155    EM
                                                    436.686   619.200
    10 -0.11992004D+05    2.6870705    0.0002240    530.134   421.451    EM
                                                    427.393   621.022
    11 -0.11989296D+05    2.7078075    0.0002258    534.186   424.991    EM
                                                    417.923   622.900
    12 -0.11986554D+05    2.7421990    0.0002287    538.053   428.706    EM
                                                    408.324   624.917
    13 -0.11983763D+05    2.7913136    0.0002329    541.660   432.510    EM
                                                    398.663   627.167
    14 -0.11980903D+05    2.8593342    0.0002386    544.924   436.304    EM
                                                    389.019   629.753
    15 -0.11977950D+05    2.9531420    0.0002465    547.764   439.982    EM
                                                    379.477   632.778
    16 -0.11974868D+05    3.0827907    0.0002574    550.114   443.443    EM
                                                    370.112   636.330
    17 -0.11971606D+05    3.2615770    0.0002724    551.930   446.596    EM
                                                    360.995   640.479
    18 -0.11968100D+05    3.5059227    0.0002929    553.192   449.362    EM
                                                    352.183   645.263
    19 -0.11964265D+05    3.8350326    0.0003204    553.906   451.676    EM
                                                    343.732   650.686
    20 -0.11959995D+05    4.2697315    0.0003569    554.107   453.486    EM
                                                    335.696   656.711
    21 -0.11955166D+05    4.8294245    0.0004038    553.859   454.748    EM
                                                    328.140   663.253
    22 -0.11949640D+05    5.5255509    0.0004622    553.251   455.416    EM
                                                    321.150   670.182
    23 -0.11943290D+05    6.3508152    0.0005315    552.397   455.441    EM
                                                    314.845   677.317
    24 -0.11936026D+05    7.2631400    0.0006081    551.418   454.772    EM
                                                    309.378   684.432
    25 -0.11927859D+05    8.1670639    0.0006842    550.430   453.381    EM
                                                    304.922   691.267
    26 -0.11918956D+05    8.9033255    0.0007464    549.505   451.309    EM
                                                    301.629   697.557
    27 -0.11909692D+05    9.2639128    0.0007772    548.647   448.708    EM
                                                    299.578   703.066
    28 -0.11900637D+05    9.0547117    0.0007603    547.802   445.843    EM
                                                    298.716   707.639
    29 -0.11892434D+05    8.2034463    0.0006893    546.907   443.011    EM
                                                    298.836   711.246
    30 -0.11885581D+05    6.8530224    0.0005763    545.950   440.421    EM
                                                    299.629   713.999
    31 -0.11880247D+05    5.3335918    0.0004487    544.959   438.143    EM
                                                    300.782   716.116
    32 -0.11876254D+05    3.9930040    0.0003361    543.964   436.135    EM
                                                    302.057   717.843
    33 -0.11873234D+05    3.0206326    0.0002543    542.983   434.350    EM
                                                    303.309   719.358
    34 -0.11870820D+05    2.4138718    0.0002033    542.026   432.781    EM
                                                    304.463   720.730
    35 -0.11868750D+05    2.0699671    0.0001744    541.097   431.449    EM
                                                    305.490   721.963
    36 -0.11866871D+05    1.8790731    0.0001583    540.201   430.371    EM
                                                    306.395   723.033
    37 -0.11860792D+05    6.0789501    0.0005123    517.234   442.089    FS
                                                    325.279   715.398
    38 -0.11856866D+05    3.9260181    0.0003310    514.393   406.545    FS
                                                    328.342   750.720
    39 -0.11856308D+05    0.5577653    0.0000470    515.989   430.134    FS
                                                    326.230   727.647
    40 -0.11854952D+05    1.3558252    0.0001144    516.734   425.801    EM
                                                    326.279   731.186
    41 -0.11854823D+05    0.1294777    0.0000109    517.300   424.457    EM
                                                    325.862   732.381
    42 -0.11854761D+05    0.0613495    0.0000052    517.505   423.415    EM
                                                    325.735   733.344
    43 -0.11854710D+05    0.0508776    0.0000043    517.583   422.664    EM
                                                    325.736   734.016
    44 -0.11854670D+05    0.0408808    0.0000034    517.596   422.095    EM
                                                    325.762   734.546
    45 -0.11854639D+05    0.0303258    0.0000026    517.554   421.589    EM
                                                    325.820   735.037
    46 -0.11854615D+05    0.0246333    0.0000021    517.491   421.131    EM
                                                    325.881   735.498
    47 -0.11854596D+05    0.0184302    0.0000016    517.409   420.695    EM
                                                    325.949   735.948
    48 -0.11854581D+05    0.0147767    0.0000012    517.319   420.280    EM
                                                    326.017   736.384
    49 -0.11854570D+05    0.0112986    0.0000010    517.223   419.880    EM
                                                    326.087   736.810
    50 -0.11854561D+05    0.0094563    0.0000008    517.126   419.506    EM
                                                    326.155   737.213
    51 -0.11854552D+05    0.0087121    0.0000007    517.032   419.174    EM
                                                    326.219   737.576
    52 -0.11854544D+05    0.0083561    0.0000007    516.942   418.886    EM
                                                    326.277   737.896
    53 -0.11854536D+05    0.0075457    0.0000006    516.856   418.635    EM
                                                    326.330   738.179
    54 -0.11854530D+05    0.0064863    0.0000005    516.775   418.410    EM
                                                    326.380   738.436
    55 -0.11854524D+05    0.0054595    0.0000005    516.697   418.204    EM
                                                    326.427   738.671
    56 -0.11854520D+05    0.0045694    0.0000004    516.624   418.016    EM
                                                    326.473   738.888
    57 -0.11854516D+05    0.0038174    0.0000003    516.554   417.842    EM
                                                    326.516   739.088
    58 -0.11854513D+05    0.0031847    0.0000003    516.487   417.682    EM
                                                    326.559   739.272
    59 -0.11854510D+05    0.0026531    0.0000002    516.424   417.535    EM
                                                    326.599   739.443
    60 -0.11854508D+05    0.0022067    0.0000002    516.363   417.398    EM
                                                    326.638   739.600
    61 -0.11854506D+05    0.0018327    0.0000002    516.306   417.272    EM
                                                    326.676   739.746
    62 -0.11854504D+05    0.0015199    0.0000001    516.252   417.156    EM
                                                    326.712   739.880
    63 -0.11854503D+05    0.0012593    0.0000001    516.201   417.048    EM
                                                    326.747   740.004
    64 -0.11854502D+05    0.0010420    0.0000001    516.152   416.949    EM
                                                    326.781   740.118
    65 -0.11854501D+05    0.0008614    0.0000001    516.106   416.856    EM
                                                    326.814   740.224


     Beginning Time:  14:09:23
        Ending Time:  14:13:21
       Elapsed Time:  00:03:58



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