Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:11 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:

          -11854.501  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                      -11854.501
          H0 Scaling Correction Factor      0.9973
            for MLR

Information Criteria

          Akaike (AIC)                   23755.002
          Bayesian (BIC)                 23883.822
          Sample-Size Adjusted BIC       23810.750
            (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        330.23172          0.16512
   1 2        744.40800          0.37220
   2 1        512.33224          0.25617
   2 2        413.02804          0.20651


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

  Latent Class
    Variable    Class

    CB             1      1074.63977          0.53732
                   2       925.36023          0.46268
    C              1       842.56396          0.42128
                   2      1157.43604          0.57872


CLASSIFICATION QUALITY

     Entropy                         0.789


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

   1 1              324          0.16200
   1 2              757          0.37850
   2 1              518          0.25900
   2 2              401          0.20050


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   0.835    0.084    0.068    0.014
    2   0.038    0.912    0.001    0.049
    3   0.050    0.001    0.898    0.051
    4   0.013    0.065    0.061    0.861


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

  Latent Class
    Variable    Class

    CB             1            1081          0.54050
                   2             919          0.45950
    C              1             842          0.42100
                   2            1158          0.57900


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     30.713      0.000

 SW         ON
    X                  0.717      0.018     39.969      0.000

 SW       WITH
    IW                -0.036      0.023     -1.585      0.113

 Residual Variances
    Y1                 0.260      0.025     10.420      0.000
    Y2                 0.262      0.012     21.027      0.000
    Y3                 0.217      0.015     14.182      0.000
    Y4                 0.306      0.034      9.067      0.000
    IW                 1.083      0.055     19.557      0.000
    SW                 0.386      0.014     27.069      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     30.713      0.000

 SW         ON
    X                  0.717      0.018     39.969      0.000

 SW       WITH
    IW                -0.036      0.023     -1.585      0.113

 Residual Variances
    Y1                 0.260      0.025     10.420      0.000
    Y2                 0.262      0.012     21.027      0.000
    Y3                 0.217      0.015     14.182      0.000
    Y4                 0.306      0.034      9.067      0.000
    IW                 1.083      0.055     19.557      0.000
    SW                 0.386      0.014     27.069      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     30.713      0.000

 SW         ON
    X                  0.717      0.018     39.969      0.000

 SW       WITH
    IW                -0.036      0.023     -1.585      0.113

 Residual Variances
    Y1                 0.260      0.025     10.420      0.000
    Y2                 0.262      0.012     21.027      0.000
    Y3                 0.217      0.015     14.182      0.000
    Y4                 0.306      0.034      9.067      0.000
    IW                 1.083      0.055     19.557      0.000
    SW                 0.386      0.014     27.069      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     30.713      0.000

 SW         ON
    X                  0.717      0.018     39.969      0.000

 SW       WITH
    IW                -0.036      0.023     -1.585      0.113

 Residual Variances
    Y1                 0.260      0.025     10.420      0.000
    Y2                 0.262      0.012     21.027      0.000
    Y3                 0.217      0.015     14.182      0.000
    Y4                 0.306      0.034      9.067      0.000
    IW                 1.083      0.055     19.557      0.000
    SW                 0.386      0.014     27.069      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                  0.615      0.109      5.636      0.000

 SB         ON
    W                  0.283      0.014     20.574      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                 2.104      0.179     11.732      0.000
    SB                 0.553      0.026     21.377      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                 0.461      0.088      5.215      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                  0.615      0.109      5.636      0.000

 SB         ON
    W                  0.283      0.014     20.574      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                 5.128      0.164     31.188      0.000
    SB                 0.979      0.024     41.112      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                 0.461      0.088      5.215      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                  0.615      0.109      5.636      0.000

 SB         ON
    W                  0.283      0.014     20.574      0.000

 Means
    IB2               -2.076      0.239     -8.692      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                 2.104      0.179     11.732      0.000
    SB                 0.553      0.026     21.377      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                 0.461      0.088      5.215      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                  0.615      0.109      5.636      0.000

 SB         ON
    W                  0.283      0.014     20.574      0.000

 Means
    IB2               -2.076      0.239     -8.692      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                 5.128      0.164     31.188      0.000
    SB                 0.979      0.024     41.112      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                 0.461      0.088      5.215      0.000
    SB                 0.000      0.000    999.000    999.000

Categorical Latent Variables

Within Level

 C#1        ON
    X                  1.098      0.087     12.568      0.000

 Intercepts
    C#1               -0.478      0.117     -4.089      0.000

Between Level

 C#1        ON
    W                  1.156      0.129      8.982      0.000

 CB#1       ON
    W                 -1.982      0.427     -4.638      0.000

 Intercepts
    CB#1               0.209      0.375      0.557      0.578

 Residual Variances
    C#1                0.738      0.233      3.165      0.002


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

Within Level

 C#1      ON
    X                  2.999

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             2.398
 Y2             0.000         3.204
 Y3             0.000         0.000         4.995
 Y4             0.000         0.000         0.000         7.601
 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         0.501
 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             2.398
 Y2             0.000         3.204
 Y3             0.000         0.000         4.995
 Y4             0.000         0.000         0.000         7.601
 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         0.501
 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             2.398
 Y2             0.000         3.204
 Y3             0.000         0.000         4.995
 Y4             0.000         0.000         0.000         7.601
 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         0.501
 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             2.398
 Y2             0.000         3.204
 Y3             0.000         0.000         4.995
 Y4             0.000         0.000         0.000         7.601
 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         0.501
 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         0.503


     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         0.503


     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         0.503


     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         0.503


     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 -0.28488835D+05    0.0000000    0.0000000    500.000   500.000    EM
                                                    500.000   500.000
     2 -0.12899997D+05 ************    0.5471911    500.000   500.000    EM
                                                    500.000   500.000
     3 -0.12317708D+05  582.2893225    0.0451387    500.000   500.000    EM
                                                    500.000   500.000
     4 -0.12075052D+05  242.6555931    0.0196997    500.000   500.000    EM
                                                    500.000   500.000
     5 -0.12065818D+05    9.2342746    0.0007647    500.000   500.000    EM
                                                    500.000   500.000
     6 -0.12064534D+05    1.2835264    0.0001064    500.000   500.000    EM
                                                    500.000   500.000
     7 -0.12063295D+05    1.2397304    0.0001028    500.000   500.000    EM
                                                    500.000   500.000
     8 -0.12062031D+05    1.2639514    0.0001048    500.000   500.000    EM
                                                    500.000   500.000
     9 -0.12060742D+05    1.2891929    0.0001069    500.000   500.000    EM
                                                    500.000   500.000
    10 -0.12059426D+05    1.3152710    0.0001091    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 -0.11055316D+06    0.0000000    0.0000000   1740.357   179.618    EM
                                                     38.285    41.740
     2 -0.12954630D+05 ************    0.8828199   1570.920   350.021    EM
                                                     71.558     7.501
     3 -0.12473056D+05  481.5732778    0.0371738   1512.082   408.143    EM
                                                     70.565     9.210
     4 -0.12153442D+05  319.6141394    0.0256244   1523.314   395.301    EM
                                                     69.522    11.863
     5 -0.12085127D+05   68.3156465    0.0056211   1528.460   388.572    EM
                                                     70.166    12.803
     6 -0.12074797D+05   10.3298380    0.0008548   1532.445   383.906    EM
                                                     70.771    12.878
     7 -0.12068981D+05    5.8154294    0.0004816   1537.073   379.025    EM
                                                     71.069    12.833
     8 -0.12065278D+05    3.7034373    0.0003069   1542.076   373.826    EM
                                                     71.311    12.788
     9 -0.12063726D+05    1.5523245    0.0001287   1546.683   369.070    EM
                                                     71.505    12.741
    10 -0.12062390D+05    1.3355991    0.0001107   1551.125   364.539    EM
                                                     71.649    12.687


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15348568D+06    0.0000000    0.0000000    554.601  1140.198    EM
                                                    140.035   165.166
     2 -0.13114690D+05 ************    0.9145543    658.540   967.323    EM
                                                    274.889    99.249
     3 -0.12476867D+05  637.8226046    0.0486342    804.197   981.068    EM
                                                    155.739    58.996
     4 -0.12150977D+05  325.8897838    0.0261195    788.948   984.011    EM
                                                    163.533    63.508
     5 -0.12083141D+05   67.8366396    0.0055828    744.053   969.485    EM
                                                    205.564    80.898
     6 -0.12073341D+05    9.8001275    0.0008111    686.460   946.974    EM
                                                    260.683   105.884
     7 -0.12061654D+05   11.6869133    0.0009680    631.007   928.678    EM
                                                    313.428   126.887
     8 -0.12054809D+05    6.8447158    0.0005675    591.055   911.292    EM
                                                    351.433   146.220
     9 -0.12049393D+05    5.4164363    0.0004493    556.846   896.505    EM
                                                    383.660   162.989
    10 -0.12044429D+05    4.9635983    0.0004119    534.309   883.666    EM
                                                    404.578   177.448


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10913971D+06    0.0000000    0.0000000   1281.678   654.204    EM
                                                     24.452    39.666
     2 -0.12766152D+05 ************    0.8830293   1112.904   679.857    EM
                                                     42.627   164.611
     3 -0.12318984D+05  447.1679926    0.0350276   1117.691   710.315    EM
                                                     28.505   143.489
     4 -0.12088760D+05  230.2236373    0.0186885   1118.163   708.637    EM
                                                     28.588   144.612
     5 -0.12055484D+05   33.2760193    0.0027526   1113.920   697.203    EM
                                                     32.858   156.019
     6 -0.12049019D+05    6.4644923    0.0005362   1107.766   681.682    EM
                                                     38.837   171.715
     7 -0.12046093D+05    2.9262516    0.0002429   1099.130   662.043    EM
                                                     47.156   191.671
     8 -0.12043777D+05    2.3160309    0.0001923   1088.700   640.463    EM
                                                     57.184   213.653
     9 -0.12041551D+05    2.2261707    0.0001848   1076.432   617.274    EM
                                                     68.992   237.302
    10 -0.12039317D+05    2.2338556    0.0001855   1062.089   592.515    EM
                                                     82.834   262.562


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.77311746D+05    0.0000000    0.0000000   1403.854   576.098    EM
                                                     13.469     6.579
     2 -0.12502579D+05 ************    0.8382836    753.516   433.999    EM
                                                    331.610   480.875
     3 -0.12178063D+05  324.5151879    0.0259559    596.729   354.405    EM
                                                    486.014   562.853
     4 -0.12064262D+05  113.8012122    0.0093448    625.230   352.022    EM
                                                    458.657   564.091
     5 -0.12045101D+05   19.1608308    0.0015882    710.571   400.007    EM
                                                    373.943   515.479
     6 -0.12037463D+05    7.6387470    0.0006342    789.095   466.946    EM
                                                    295.626   448.332
     7 -0.12031200D+05    6.2622734    0.0005202    859.044   539.362    EM
                                                    225.708   375.886
     8 -0.12025123D+05    6.0774833    0.0005051    918.743   610.329    EM
                                                    165.958   304.970
     9 -0.12019347D+05    5.7760853    0.0004803    966.528   675.428    EM
                                                    118.084   239.959
    10 -0.12014097D+05    5.2500593    0.0004368   1002.376   731.500    EM
                                                     82.130   183.994


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33985917D+05    0.0000000    0.0000000    710.895   180.429    EM
                                                    267.171   841.506
     2 -0.12226306D+05 ************    0.6402537    518.077   384.309    EM
                                                    471.832   625.782
     3 -0.12041634D+05  184.6719073    0.0151045    494.156   411.825    EM
                                                    494.297   599.722
     4 -0.12009081D+05   32.5537752    0.0027034    503.949   408.179    EM
                                                    480.493   607.379
     5 -0.12005694D+05    3.3864596    0.0002820    508.814   408.499    EM
                                                    471.622   611.064
     6 -0.12002830D+05    2.8646032    0.0002386    513.076   410.335    EM
                                                    463.268   613.321
     7 -0.12000072D+05    2.7578910    0.0002298    517.415   412.541    EM
                                                    454.617   615.427
     8 -0.11997370D+05    2.7020512    0.0002252    521.715   415.175    EM
                                                    445.755   617.354
     9 -0.11994687D+05    2.6823897    0.0002236    525.967   418.167    EM
                                                    436.673   619.193
    10 -0.11992000D+05    2.6869635    0.0002240    530.141   421.463    EM
                                                    427.381   621.014


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52736739D+05    0.0000000    0.0000000    456.958   922.732    EM
                                                    406.401   213.908
     2 -0.12436068D+05 ************    0.7641859    416.993   853.617    EM
                                                    263.757   465.633
     3 -0.12101725D+05  334.3427852    0.0268849    339.842   878.610    EM
                                                    340.352   441.196
     4 -0.12032542D+05   69.1827275    0.0057168    382.497   929.525    EM
                                                    319.158   368.820
     5 -0.12013250D+05   19.2920299    0.0016033    446.564   999.174    EM
                                                    272.119   282.142
     6 -0.12000416D+05   12.8343030    0.0010683    542.225  1071.824    EM
                                                    187.080   198.870
     7 -0.11990714D+05    9.7023710    0.0008085    621.769  1120.120    EM
                                                    116.523   141.588
     8 -0.11984762D+05    5.9519226    0.0004964    667.073  1145.808    EM
                                                     78.317   108.802
     9 -0.11981242D+05    3.5195695    0.0002937    693.831  1159.400    EM
                                                     57.408    89.361
    10 -0.11979057D+05    2.1854420    0.0001824    711.063  1166.967    EM
                                                     44.906    77.065


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14062995D+06    0.0000000    0.0000000     15.264   106.116    EM
                                                     32.385  1846.235
     2 -0.13255773D+05 ************    0.9057400     15.724   158.206    EM
                                                    496.371  1329.698
     3 -0.12672979D+05  582.7945171    0.0439653     12.683   111.076    EM
                                                    524.057  1352.184
     4 -0.12172870D+05  500.1085876    0.0394626     13.126   106.871    EM
                                                    519.596  1360.408
     5 -0.12098725D+05   74.1446166    0.0060910     13.181   106.819    EM
                                                    519.022  1360.977
     6 -0.12090550D+05    8.1753316    0.0006757     13.139   106.861    EM
                                                    518.886  1361.114
     7 -0.12086472D+05    4.0777705    0.0003373     13.104   106.896    EM
                                                    518.785  1361.215
     8 -0.12085023D+05    1.4492989    0.0001199     13.075   106.925    EM
                                                    518.717  1361.283
     9 -0.12084112D+05    0.9108958    0.0000754     13.049   106.951    EM
                                                    518.673  1361.327


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.85562002D+05    0.0000000    0.0000000     42.328   264.249    EM
                                                   1438.609   254.814
     2 -0.12980231D+05 ************    0.8482944    208.561    13.568    EM
                                                   1455.947   321.924
     3 -0.12416326D+05  563.9053755    0.0434434    211.597    14.344    EM
                                                   1440.933   333.127
     4 -0.12140084D+05  276.2423352    0.0222483    215.711    14.285    EM
                                                   1437.966   332.037
     5 -0.12080295D+05   59.7887430    0.0049249    219.298    14.189    EM
                                                   1435.545   330.968
     6 -0.12068899D+05   11.3963175    0.0009434    222.145    14.111    EM
                                                   1433.954   329.789
     7 -0.12062312D+05    6.5870907    0.0005458    224.579    14.026    EM
                                                   1432.850   328.545
     8 -0.12057111D+05    5.2010406    0.0004312    226.890    13.931    EM
                                                   1431.939   327.240
     9 -0.12054292D+05    2.8187895    0.0002338    229.016    13.821    EM
                                                   1431.279   325.884
    10 -0.12052751D+05    1.5404191    0.0001278    230.833    13.696    EM
                                                   1430.966   324.505


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65091209D+05    0.0000000    0.0000000    336.485  1623.396    EM
                                                     10.532    29.588
     2 -0.12885001D+05 ************    0.8020470    257.624   383.730    EM
                                                    137.257  1221.389
     3 -0.12314389D+05  570.6112092    0.0442849     99.832    98.323    EM
                                                    314.288  1487.558
     4 -0.12104109D+05  210.2807085    0.0170760    119.077    92.950    EM
                                                    285.331  1502.642
     5 -0.12075375D+05   28.7334160    0.0023739    162.921   120.537    EM
                                                    239.744  1476.798
     6 -0.12068398D+05    6.9767764    0.0005778    211.215   169.229    EM
                                                    189.826  1429.730
     7 -0.12063101D+05    5.2969910    0.0004389    256.881   237.880    EM
                                                    142.707  1362.532
     8 -0.12057932D+05    5.1691370    0.0004285    295.348   320.329    EM
                                                    102.859  1281.464
     9 -0.12052734D+05    5.1980079    0.0004311    324.436   412.117    EM
                                                     72.331  1191.116
    10 -0.12047617D+05    5.1176083    0.0004246    345.207   509.698    EM
                                                     50.140  1094.955


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61827391D+05    0.0000000    0.0000000    357.940   574.131    EM
                                                    563.430   504.499
     2 -0.12350072D+05 ************    0.8002492    217.580    68.885    EM
                                                    860.759   852.776
     3 -0.12157981D+05  192.0914642    0.0155539    221.657    61.934    EM
                                                    858.690   857.720
     4 -0.12053018D+05  104.9632381    0.0086333    229.588    62.581    EM
                                                    853.527   854.304
     5 -0.12034427D+05   18.5906022    0.0015424    245.394    68.039    EM
                                                    839.226   847.341
     6 -0.12026411D+05    8.0159654    0.0006661    264.263    75.259    EM
                                                    820.730   839.747
     7 -0.12020957D+05    5.4538314    0.0004535    281.972    82.517    EM
                                                    802.563   832.948
     8 -0.12016505D+05    4.4522010    0.0003704    297.352    89.163    EM
                                                    785.993   827.491
     9 -0.12012703D+05    3.8020088    0.0003164    310.116    94.968    EM
                                                    771.417   823.499
    10 -0.12009336D+05    3.3667036    0.0002803    320.615   100.018    EM
                                                    758.581   820.786


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52736739D+05    0.0000000    0.0000000    456.958   922.732    EM
                                                    406.401   213.908
     2 -0.12436068D+05 ************    0.7641859    416.993   853.617    EM
                                                    263.757   465.633
     3 -0.12101725D+05  334.3427852    0.0268849    339.842   878.610    EM
                                                    340.352   441.196
     4 -0.12032542D+05   69.1827275    0.0057168    382.497   929.525    EM
                                                    319.158   368.820
     5 -0.12013250D+05   19.2920299    0.0016033    446.564   999.174    EM
                                                    272.119   282.142
     6 -0.12000416D+05   12.8343030    0.0010683    542.225  1071.824    EM
                                                    187.080   198.870
     7 -0.11990714D+05    9.7023710    0.0008085    621.769  1120.120    EM
                                                    116.523   141.588
     8 -0.11984762D+05    5.9519226    0.0004964    667.073  1145.808    EM
                                                     78.317   108.802
     9 -0.11981242D+05    3.5195695    0.0002937    693.831  1159.400    EM
                                                     57.408    89.361
    10 -0.11979057D+05    2.1854420    0.0001824    711.063  1166.967    EM
                                                     44.906    77.065
    11 -0.11977588D+05    1.4685418    0.0001226    722.924  1171.350    EM
                                                     36.869    68.857
    12 -0.11976534D+05    1.0542444    0.0000880    731.454  1173.974    EM
                                                     31.436    63.135
    13 -0.11975739D+05    0.7951630    0.0000664    737.779  1175.619    EM
                                                     27.616    58.986
    14 -0.11975117D+05    0.6222053    0.0000520    742.571  1176.732    EM
                                                     24.840    55.858
    15 -0.11974616D+05    0.5005851    0.0000418    746.257  1177.576    EM
                                                     22.760    53.407
    16 -0.11974205D+05    0.4115532    0.0000344    749.122  1178.309    EM
                                                     21.159    51.409
    17 -0.11973860D+05    0.3443507    0.0000288    751.359  1179.026    EM
                                                     19.896    49.719
    18 -0.11973568D+05    0.2924334    0.0000244    753.106  1179.781    EM
                                                     18.876    48.237
    19 -0.11973316D+05    0.2516021    0.0000210    754.461  1180.602    EM
                                                     18.038    46.899
    20 -0.11973097D+05    0.2190472    0.0000183    755.500  1181.501    EM
                                                     17.338    45.661
    21 -0.11972904D+05    0.1927902    0.0000161    756.279  1182.482    EM
                                                     16.744    44.494
    22 -0.11972733D+05    0.1714103    0.0000143    756.842  1183.542    EM
                                                     16.237    43.379
    23 -0.11972579D+05    0.1538573    0.0000129    757.224  1184.673    EM
                                                     15.800    42.303
    24 -0.11972440D+05    0.1393403    0.0000116    757.453  1185.866    EM
                                                     15.423    41.258
    25 -0.11972312D+05    0.1272516    0.0000106    757.551  1187.111    EM
                                                     15.097    40.241
    26 -0.11972195D+05    0.1171222    0.0000098    757.538  1188.399    EM
                                                     14.816    39.248
    27 -0.11972087D+05    0.1085816    0.0000091    757.428  1189.717    EM
                                                     14.576    38.279
    28 -0.11971985D+05    0.1013389    0.0000085    757.235  1191.057    EM
                                                     14.375    37.334
    29 -0.11971890D+05    0.0951565    0.0000079    756.970  1192.408    EM
                                                     14.208    36.414
    30 -0.11971800D+05    0.0898442    0.0000075    756.643  1193.762    EM
                                                     14.074    35.521
    31 -0.11971715D+05    0.0852450    0.0000071    756.263  1195.108    EM
                                                     13.971    34.658
    32 -0.11971634D+05    0.0812308    0.0000068    755.837  1196.440    EM
                                                     13.898    33.825
    33 -0.11971556D+05    0.0776894    0.0000065    755.373  1197.748    EM
                                                     13.852    33.027
    34 -0.11971482D+05    0.0745316    0.0000062    754.876  1199.027    EM
                                                     13.832    32.265
    35 -0.11971410D+05    0.0716788    0.0000060    754.354  1200.269    EM
                                                     13.835    31.541
    36 -0.11971341D+05    0.0690683    0.0000058    753.813  1201.470    EM
                                                     13.859    30.858
    37 -0.11971274D+05    0.0666488    0.0000056    753.258  1202.624    EM
                                                     13.902    30.216
    38 -0.11971210D+05    0.0643798    0.0000054    752.695  1203.729    EM
                                                     13.960    29.617
    39 -0.11971148D+05    0.0622330    0.0000052    752.129  1204.780    EM
                                                     14.031    29.060
    40 -0.11971088D+05    0.0601870    0.0000050    751.566  1205.777    EM
                                                     14.111    28.546
    41 -0.11971029D+05    0.0582288    0.0000049    751.011  1206.718    EM
                                                     14.198    28.073
    42 -0.11970973D+05    0.0563506    0.0000047    750.467  1207.603    EM
                                                     14.289    27.641
    43 -0.11970918D+05    0.0545479    0.0000046    749.939  1208.433    EM
                                                     14.382    27.247
    44 -0.11970866D+05    0.0528180    0.0000044    749.429  1209.207    EM
                                                     14.474    26.889
    45 -0.11970814D+05    0.0511581    0.0000043    748.941  1209.928    EM
                                                     14.565    26.565
    46 -0.11970765D+05    0.0495665    0.0000041    748.477  1210.596    EM
                                                     14.653    26.274
    47 -0.11970717D+05    0.0480389    0.0000040    748.038  1211.214    EM
                                                     14.737    26.011
    48 -0.11970670D+05    0.0465726    0.0000039    747.626  1211.783    EM
                                                     14.816    25.775
    49 -0.11970625D+05    0.0451611    0.0000038    747.241  1212.304    EM
                                                     14.891    25.564
    50 -0.11970581D+05    0.0438008    0.0000037    746.883  1212.779    EM
                                                     14.961    25.376
    51 -0.11970539D+05    0.0424862    0.0000035    746.554  1213.211    EM
                                                     15.027    25.208
    52 -0.11970498D+05    0.0412125    0.0000034    746.252  1213.600    EM
                                                     15.089    25.059
    53 -0.11970458D+05    0.0399748    0.0000033    745.979  1213.948    EM
                                                     15.146    24.927
    54 -0.11970419D+05    0.0387694    0.0000032    745.733  1214.256    EM
                                                     15.201    24.811
    55 -0.11970381D+05    0.0375933    0.0000031    745.514  1214.526    EM
                                                     15.252    24.708
    56 -0.11970345D+05    0.0364436    0.0000030    745.323  1214.759    EM
                                                     15.301    24.618
    57 -0.11970309D+05    0.0353175    0.0000030    745.157  1214.956    EM
                                                     15.347    24.540
    58 -0.11970275D+05    0.0342142    0.0000029    745.017  1215.118    EM
                                                     15.392    24.473
    59 -0.11970242D+05    0.0331317    0.0000028    744.902  1215.247    EM
                                                     15.436    24.415
    60 -0.11970210D+05    0.0320698    0.0000027    744.812  1215.344    EM
                                                     15.478    24.366
    61 -0.11970179D+05    0.0310273    0.0000026    744.745  1215.409    EM
                                                     15.520    24.326
    62 -0.11970149D+05    0.0300048    0.0000025    744.702  1215.443    EM
                                                     15.562    24.293
    63 -0.11970120D+05    0.0290019    0.0000024    744.681  1215.449    EM
                                                     15.603    24.268
    64 -0.11970092D+05    0.0280190    0.0000023    744.682  1215.425    EM
                                                     15.645    24.249
    65 -0.11970065D+05    0.0270564    0.0000023    744.704  1215.375    EM
                                                     15.686    24.236
    66 -0.11969934D+05    0.1313495    0.0000110    717.824  1188.599    QN
                                                     43.858    49.719
    67 -0.11969879D+05    0.0549178    0.0000046    719.291  1187.803    EM
                                                     42.802    50.103
    68 -0.11969847D+05    0.0321901    0.0000027    720.482  1187.062    EM
                                                     41.993    50.462
    69 -0.11969819D+05    0.0276228    0.0000023    721.487  1186.358    EM
                                                     41.371    50.784
    70 -0.11969795D+05    0.0243888    0.0000020    722.348  1185.686    EM
                                                     40.894    51.072
    71 -0.11969773D+05    0.0219941    0.0000018    723.100  1185.039    EM
                                                     40.530    51.331
    72 -0.11969752D+05    0.0201528    0.0000017    723.766  1184.412    EM
                                                     40.257    51.564
    73 -0.11969734D+05    0.0186846    0.0000016    724.365  1183.799    EM
                                                     40.058    51.777
    74 -0.11969716D+05    0.0174724    0.0000015    724.911  1183.197    EM
                                                     39.918    51.974
    75 -0.11969700D+05    0.0164401    0.0000014    725.414  1182.600    EM
                                                     39.827    52.159
    76 -0.11969684D+05    0.0155375    0.0000013    725.884  1182.006    EM
                                                     39.777    52.333
    77 -0.11969669D+05    0.0147314    0.0000012    726.326  1181.413    EM
                                                     39.761    52.500
    78 -0.11969655D+05    0.0139993    0.0000012    726.747  1180.819    EM
                                                     39.773    52.661
    79 -0.11969568D+05    0.0870175    0.0000073    662.699  1068.157    QN
                                                    112.325   156.819
    80 -0.11969520D+05    0.0482244    0.0000040    663.261  1067.938    EM
                                                    112.427   156.374
    81 -0.11969510D+05    0.0107066    0.0000009    663.689  1067.796    EM
                                                    112.551   155.964
    82 -0.11969500D+05    0.0098158    0.0000008    664.061  1067.633    EM
                                                    112.721   155.585
    83 -0.11969491D+05    0.0092158    0.0000008    664.384  1067.444    EM
                                                    112.936   155.236
    84 -0.11969482D+05    0.0086892    0.0000007    664.661  1067.230    EM
                                                    113.192   154.917
    85 -0.11969474D+05    0.0082166    0.0000007    664.897  1066.994    EM
                                                    113.485   154.624
    86 -0.11969466D+05    0.0077896    0.0000007    665.097  1066.737    EM
                                                    113.810   154.355
    87 -0.11969458D+05    0.0074014    0.0000006    665.264  1066.462    EM
                                                    114.165   154.109
    88 -0.11969451D+05    0.0070468    0.0000006    665.400  1066.169    EM
                                                    114.547   153.884
    89 -0.11969445D+05    0.0067215    0.0000006    665.508  1065.861    EM
                                                    114.952   153.679
    90 -0.11969438D+05    0.0064218    0.0000005    665.591  1065.537    EM
                                                    115.380   153.492
    91 -0.11969432D+05    0.0061449    0.0000005    665.650  1065.200    EM
                                                    115.828   153.322
    92 -0.11969362D+05    0.0705655    0.0000059    398.625   734.670    QN
                                                    389.069   477.637
    93 -0.11969347D+05    0.0142580    0.0000012    398.434   735.628    EM
                                                    389.663   476.275
    94 -0.11969341D+05    0.0063911    0.0000005    398.205   736.573    EM
                                                    390.286   474.936
    95 -0.11969335D+05    0.0059528    0.0000005    397.940   737.506    EM
                                                    390.938   473.616
    96 -0.11969329D+05    0.0058966    0.0000005    397.641   738.429    EM
                                                    391.620   472.310
    97 -0.11969323D+05    0.0058800    0.0000005    397.310   739.346    EM
                                                    392.330   471.015
    98 -0.11969317D+05    0.0058847    0.0000005    396.947   740.260    EM
                                                    393.066   469.727
    99 -0.11969311D+05    0.0059090    0.0000005    396.555   741.174    EM
                                                    393.827   468.445
   100 -0.11969305D+05    0.0059520    0.0000005    396.133   742.090    EM
                                                    394.612   467.165
   101 -0.11969299D+05    0.0060134    0.0000005    395.684   743.010    EM
                                                    395.421   465.885
   102 -0.11969293D+05    0.0060928    0.0000005    395.208   743.936    EM
                                                    396.252   464.604
   103 -0.11969287D+05    0.0061901    0.0000005    394.706   744.870    EM
                                                    397.105   463.319
   104 -0.11969281D+05    0.0063055    0.0000005    394.177   745.814    EM
                                                    397.980   462.030
   105 -0.11968669D+05    0.6120183    0.0000511    297.657   796.530    QN
                                                    515.804   390.009
   106 -0.11968294D+05    0.3749142    0.0000313    306.477   803.796    EM
                                                    507.462   382.265
   107 -0.11968016D+05    0.2773876    0.0000232    313.904   809.746    EM
                                                    500.261   376.089
   108 -0.11967773D+05    0.2430229    0.0000203    320.046   814.374    EM
                                                    494.212   371.369
   109 -0.11967552D+05    0.2209722    0.0000185    324.939   817.806    EM
                                                    489.306   367.950
   110 -0.11967343D+05    0.2095174    0.0000175    328.653   820.190    EM
                                                    485.495   365.662
   111 -0.11967136D+05    0.2071497    0.0000173    331.295   821.681    EM
                                                    482.693   364.331
   112 -0.11966923D+05    0.2124103    0.0000177    332.992   822.432    EM
                                                    480.789   363.788
   113 -0.11966699D+05    0.2240996    0.0000187    333.885   822.587    EM
                                                    479.655   363.873
   114 -0.11966458D+05    0.2410993    0.0000201    334.114   822.278    EM
                                                    479.163   364.445
   115 -0.11966196D+05    0.2625289    0.0000219    333.809   821.619    EM
                                                    479.193   365.380
   116 -0.11965908D+05    0.2876402    0.0000240    333.086   820.704    EM
                                                    479.636   366.574
   117 -0.11965592D+05    0.3156693    0.0000264    332.044   819.609    EM
                                                    480.398   367.949
   118 -0.11960219D+05    5.3735289    0.0004491    280.120   823.311    QN
                                                    481.353   415.216
   119 -0.11959176D+05    1.0429991    0.0000872    283.652   826.016    EM
                                                    479.007   411.324
   120 -0.11959138D+05    0.0380004    0.0000032    283.948   825.572    EM
                                                    479.230   411.250
   121 -0.11959113D+05    0.0248686    0.0000021    283.827   824.729    EM
                                                    479.802   411.642
   122 -0.11959095D+05    0.0182394    0.0000015    283.627   823.863    EM
                                                    480.414   412.095
   123 -0.11959081D+05    0.0135215    0.0000011    283.435   823.063    EM
                                                    480.987   412.515
   124 -0.11959070D+05    0.0107279    0.0000009    283.267   822.343    EM
                                                    481.507   412.883
   125 -0.11959062D+05    0.0087841    0.0000007    283.126   821.699    EM
                                                    481.976   413.199
   126 -0.11959054D+05    0.0074409    0.0000006    283.010   821.125    EM
                                                    482.398   413.467
   127 -0.11959048D+05    0.0064953    0.0000005    282.916   820.614    EM
                                                    482.779   413.691
   128 -0.11959042D+05    0.0058347    0.0000005    282.842   820.157    EM
                                                    483.123   413.878
   129 -0.11959037D+05    0.0053768    0.0000004    282.785   819.748    EM
                                                    483.435   414.033
   130 -0.11959031D+05    0.0050669    0.0000004    282.742   819.381    EM
                                                    483.718   414.159
   131 -0.11959027D+05    0.0048673    0.0000004    282.712   819.052    EM
                                                    483.976   414.261
   132 -0.11959022D+05    0.0047475    0.0000004    282.693   818.754    EM
                                                    484.211   414.342
   133 -0.11959017D+05    0.0046929    0.0000004    282.684   818.485    EM
                                                    484.427   414.405
   134 -0.11959012D+05    0.0046881    0.0000004    282.683   818.240    EM
                                                    484.624   414.453
   135 -0.11958925D+05    0.0873831    0.0000073    280.867   809.662    QN
                                                    495.860   413.611
   136 -0.11958858D+05    0.0669050    0.0000056    280.452   809.131    EM
                                                    495.964   414.453
   137 -0.11958826D+05    0.0318265    0.0000027    280.591   809.704    EM
                                                    495.572   414.133
   138 -0.11958798D+05    0.0279071    0.0000023    280.813   810.408    EM
                                                    495.110   413.669
   139 -0.11958773D+05    0.0259074    0.0000022    281.029   811.072    EM
                                                    494.664   413.235
   140 -0.11958748D+05    0.0250328    0.0000021    281.220   811.661    EM
                                                    494.250   412.868
   141 -0.11958723D+05    0.0248414    0.0000021    281.385   812.176    EM
                                                    493.868   412.570
   142 -0.11958697D+05    0.0252007    0.0000021    281.525   812.624    EM
                                                    493.516   412.336
   143 -0.11958671D+05    0.0260043    0.0000022    281.641   813.010    EM
                                                    493.189   412.159
   144 -0.11958644D+05    0.0271969    0.0000023    281.737   813.344    EM
                                                    492.884   412.034
   145 -0.11958616D+05    0.0287466    0.0000024    281.815   813.632    EM
                                                    492.599   411.954
   146 -0.11958585D+05    0.0306701    0.0000026    281.879   813.883    EM
                                                    492.326   411.912
   147 -0.11958552D+05    0.0328754    0.0000027    281.925   814.093    EM
                                                    492.072   411.910
   148 -0.11958517D+05    0.0354728    0.0000030    281.958   814.273    EM
                                                    491.828   411.941
   149 -0.11958478D+05    0.0384705    0.0000032    281.979   814.426    EM
                                                    491.594   412.001
   150 -0.11958436D+05    0.0418909    0.0000035    281.990   814.554    EM
                                                    491.368   412.088
   151 -0.11958390D+05    0.0457895    0.0000038    281.992   814.660    EM
                                                    491.149   412.200
   152 -0.11958340D+05    0.0502316    0.0000042    281.985   814.746    EM
                                                    490.935   412.334
   153 -0.11958285D+05    0.0552972    0.0000046    281.971   814.813    EM
                                                    490.726   412.490
   154 -0.11958224D+05    0.0610856    0.0000051    281.950   814.863    EM
                                                    490.520   412.666
   155 -0.11958156D+05    0.0677157    0.0000057    281.924   814.897    EM
                                                    490.318   412.861
   156 -0.11958081D+05    0.0753359    0.0000063    281.893   814.914    EM
                                                    490.118   413.075
   157 -0.11957997D+05    0.0841240    0.0000070    281.858   814.916    EM
                                                    489.920   413.306
   158 -0.11957902D+05    0.0942990    0.0000079    281.820   814.902    EM
                                                    489.724   413.554
   159 -0.11957796D+05    0.1061311    0.0000089    281.779   814.872    EM
                                                    489.530   413.819
   160 -0.11957676D+05    0.1199572    0.0000100    281.737   814.824    EM
                                                    489.338   414.101
   161 -0.11957540D+05    0.1361915    0.0000114    281.695   814.758    EM
                                                    489.148   414.398
   162 -0.11957385D+05    0.1553512    0.0000130    281.654   814.673    EM
                                                    488.962   414.711
   163 -0.11957207D+05    0.1781003    0.0000149    281.614   814.566    EM
                                                    488.781   415.039
   164 -0.11957001D+05    0.2052603    0.0000172    281.578   814.435    EM
                                                    488.605   415.382
   165 -0.11956763D+05    0.2379005    0.0000199    281.548   814.277    EM
                                                    488.437   415.739
   166 -0.11956486D+05    0.2773749    0.0000232    281.524   814.089    EM
                                                    488.280   416.107
   167 -0.11956161D+05    0.3254673    0.0000272    281.511   813.867    EM
                                                    488.135   416.487
   168 -0.11955776D+05    0.3844449    0.0000322    281.512   813.606    EM
                                                    488.009   416.874
   169 -0.11955319D+05    0.4573485    0.0000383    281.529   813.300    EM
                                                    487.906   417.265
   170 -0.11954771D+05    0.5481496    0.0000458    281.570   812.943    EM
                                                    487.833   417.654
   171 -0.11954108D+05    0.6620977    0.0000554    281.640   812.528    EM
                                                    487.799   418.033
   172 -0.11953302D+05    0.8061757    0.0000674    281.749   812.045    EM
                                                    487.815   418.390
   173 -0.11952313D+05    0.9896508    0.0000828    281.910   811.484    EM
                                                    487.896   418.710
   174 -0.11951088D+05    1.2247127    0.0001025    282.137   810.834    EM
                                                    488.059   418.970
   175 -0.11949561D+05    1.5272838    0.0001278    282.455   810.083    EM
                                                    488.326   419.136
   176 -0.11947643D+05    1.9175206    0.0001605    282.893   809.215    EM
                                                    488.726   419.166
   177 -0.11945223D+05    2.4198734    0.0002025    283.496   808.217    EM
                                                    489.289   418.998
   178 -0.11942162D+05    3.0614284    0.0002563    284.322   807.072    EM
                                                    490.053   418.553
   179 -0.11938295D+05    3.8668449    0.0003238    285.450   805.763    EM
                                                    491.056   417.731
   180 -0.11933448D+05    4.8471142    0.0004060    286.981   804.267    EM
                                                    492.332   416.420
   181 -0.11927469D+05    5.9790821    0.0005010    289.036   802.553    EM
                                                    493.900   414.510
   182 -0.11920293D+05    7.1759012    0.0006016    291.746   800.577    EM
                                                    495.750   411.928
   183 -0.11912032D+05    8.2608530    0.0006930    295.220   798.289    EM
                                                    497.817   408.674
   184 -0.11903059D+05    8.9729191    0.0007533    299.501   795.661    EM
                                                    499.968   404.871
   185 -0.11894020D+05    9.0395717    0.0007594    304.486   792.711    EM
                                                    502.007   400.796
   186 -0.11885707D+05    8.3126812    0.0006989    309.906   789.539    EM
                                                    503.706   396.849
   187 -0.11878807D+05    6.8999497    0.0005805    315.385   786.305    EM
                                                    504.869   393.441
   188 -0.11854513D+05   24.2936817    0.0020451    330.452   744.691    QN
                                                    512.040   412.817
   189 -0.11854501D+05    0.0120630    0.0000010    330.349   744.505    EM
                                                    512.218   412.929
   190 -0.11854501D+05    0.0003228    0.0000000    330.232   744.408    EM
                                                    512.332   413.028


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33985917D+05    0.0000000    0.0000000    710.895   180.429    EM
                                                    267.171   841.506
     2 -0.12226306D+05 ************    0.6402537    518.077   384.309    EM
                                                    471.832   625.782
     3 -0.12041634D+05  184.6719073    0.0151045    494.156   411.825    EM
                                                    494.297   599.722
     4 -0.12009081D+05   32.5537752    0.0027034    503.949   408.179    EM
                                                    480.493   607.379
     5 -0.12005694D+05    3.3864596    0.0002820    508.814   408.499    EM
                                                    471.622   611.064
     6 -0.12002830D+05    2.8646032    0.0002386    513.076   410.335    EM
                                                    463.268   613.321
     7 -0.12000072D+05    2.7578910    0.0002298    517.415   412.541    EM
                                                    454.617   615.427
     8 -0.11997370D+05    2.7020512    0.0002252    521.715   415.175    EM
                                                    445.755   617.354
     9 -0.11994687D+05    2.6823897    0.0002236    525.967   418.167    EM
                                                    436.673   619.193
    10 -0.11992000D+05    2.6869635    0.0002240    530.141   421.463    EM
                                                    427.381   621.014
    11 -0.11989293D+05    2.7077098    0.0002258    534.192   425.004    EM
                                                    417.911   622.893
    12 -0.11986551D+05    2.7420045    0.0002287    538.058   428.719    EM
                                                    408.313   624.910
    13 -0.11983759D+05    2.7911422    0.0002329    541.664   432.522    EM
                                                    398.654   627.160
    14 -0.11980900D+05    2.8591237    0.0002386    544.926   436.315    EM
                                                    389.012   629.747
    15 -0.11977947D+05    2.9528946    0.0002465    547.765   439.992    EM
                                                    379.471   632.772
    16 -0.11974865D+05    3.0824793    0.0002573    550.113   443.451    EM
                                                    370.110   636.326
    17 -0.11971604D+05    3.2612036    0.0002723    551.927   446.602    EM
                                                    360.995   640.476
    18 -0.11968098D+05    3.5054832    0.0002928    553.186   449.366    EM
                                                    352.186   645.262
    19 -0.11964264D+05    3.8345081    0.0003204    553.897   451.677    EM
                                                    343.738   650.688
    20 -0.11959995D+05    4.2691201    0.0003568    554.096   453.484    EM
                                                    335.706   656.715
    21 -0.11955166D+05    4.8286919    0.0004037    553.845   454.742    EM
                                                    328.153   663.259
    22 -0.11949641D+05    5.5247413    0.0004621    553.236   455.407    EM
                                                    321.167   670.190
    23 -0.11943291D+05    6.3499499    0.0005314    552.379   455.429    EM
                                                    314.865   677.327
    24 -0.11936029D+05    7.2621794    0.0006081    551.399   454.757    EM
                                                    309.400   684.444
    25 -0.11927863D+05    8.1662623    0.0006842    550.409   453.364    EM
                                                    304.945   691.282
    26 -0.11918960D+05    8.9027285    0.0007464    549.483   451.290    EM
                                                    301.653   697.573
    27 -0.11909696D+05    9.2637194    0.0007772    548.625   448.688    EM
                                                    299.603   703.084
    28 -0.11900641D+05    9.0550252    0.0007603    547.780   445.823    EM
                                                    298.740   707.658
    29 -0.11892437D+05    8.2043169    0.0006894    546.886   442.990    EM
                                                    298.859   711.265
    30 -0.11885583D+05    6.8542025    0.0005763    545.930   440.401    EM
                                                    299.652   714.018
    31 -0.11880248D+05    5.3347748    0.0004488    544.939   438.123    EM
                                                    300.804   716.135
    32 -0.11876254D+05    3.9939123    0.0003362    543.946   436.116    EM
                                                    302.077   717.861
    33 -0.11873233D+05    3.0211923    0.0002544    542.966   434.332    EM
                                                    303.328   719.375
    34 -0.11870819D+05    2.4141657    0.0002033    542.009   432.765    EM
                                                    304.480   720.746
    35 -0.11868749D+05    2.0700747    0.0001744    541.082   431.434    EM
                                                    305.506   721.978
    36 -0.11866870D+05    1.8790721    0.0001583    540.186   430.358    EM
                                                    306.410   723.046
    37 -0.11860783D+05    6.0862791    0.0005129    517.255   442.063    FS
                                                    325.259   715.423
    38 -0.11856864D+05    3.9195891    0.0003305    514.401   406.515    FS
                                                    328.341   750.743
    39 -0.11856306D+05    0.5573250    0.0000470    515.959   430.185    FS
                                                    326.229   727.628
    40 -0.11854953D+05    1.3533610    0.0001141    516.696   425.834    EM
                                                    326.297   731.172
    41 -0.11854824D+05    0.1294710    0.0000109    517.261   424.476    EM
                                                    325.888   732.375
    42 -0.11854762D+05    0.0611884    0.0000052    517.467   423.431    EM
                                                    325.763   733.339
    43 -0.11854712D+05    0.0507320    0.0000043    517.546   422.675    EM
                                                    325.766   734.013
    44 -0.11854671D+05    0.0408700    0.0000034    517.560   422.102    EM
                                                    325.793   734.546
    45 -0.11854640D+05    0.0304296    0.0000026    517.519   421.593    EM
                                                    325.850   735.038
    46 -0.11854616D+05    0.0247559    0.0000021    517.458   421.133    EM
                                                    325.910   735.499
    47 -0.11854597D+05    0.0186047    0.0000016    517.377   420.696    EM
                                                    325.978   735.949
    48 -0.11854582D+05    0.0149495    0.0000013    517.289   420.281    EM
                                                    326.045   736.386
    49 -0.11854571D+05    0.0114353    0.0000010    517.194   419.881    EM
                                                    326.113   736.812
    50 -0.11854561D+05    0.0094795    0.0000008    517.098   419.505    EM
                                                    326.181   737.216
    51 -0.11854553D+05    0.0086517    0.0000007    517.004   419.169    EM
                                                    326.244   737.583
    52 -0.11854544D+05    0.0083360    0.0000007    516.915   418.879    EM
                                                    326.302   737.905
    53 -0.11854537D+05    0.0075891    0.0000006    516.830   418.625    EM
                                                    326.355   738.190
    54 -0.11854530D+05    0.0065552    0.0000006    516.749   418.399    EM
                                                    326.404   738.448
    55 -0.11854524D+05    0.0055282    0.0000005    516.673   418.193    EM
                                                    326.451   738.683
    56 -0.11854520D+05    0.0046295    0.0000004    516.600   418.004    EM
                                                    326.496   738.901
    57 -0.11854516D+05    0.0038686    0.0000003    516.530   417.830    EM
                                                    326.539   739.101
    58 -0.11854513D+05    0.0032281    0.0000003    516.464   417.670    EM
                                                    326.580   739.286
    59 -0.11854510D+05    0.0026897    0.0000002    516.402   417.522    EM
                                                    326.620   739.457
    60 -0.11854508D+05    0.0022374    0.0000002    516.342   417.385    EM
                                                    326.658   739.614
    61 -0.11854506D+05    0.0018584    0.0000002    516.286   417.259    EM
                                                    326.695   739.759
    62 -0.11854504D+05    0.0015413    0.0000001    516.232   417.143    EM
                                                    326.731   739.894
    63 -0.11854503D+05    0.0012771    0.0000001    516.181   417.035    EM
                                                    326.766   740.018
    64 -0.11854502D+05    0.0010567    0.0000001    516.133   416.936    EM
                                                    326.799   740.132
    65 -0.11854501D+05    0.0008736    0.0000001    516.088   416.844    EM
                                                    326.831   740.238


     Beginning Time:  22:11:18
        Ending Time:  22:16:56
       Elapsed Time:  00:05:38



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