Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:17 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a two-level LTA with a covariate
  DATA:	FILE = ex10.12.dat;
  VARIABLE:	NAMES ARE u11-u14 u21-u24 x w dum1 dum2 clus;
  	USEVARIABLES = u11-w;
  	CATEGORICAL = u11-u14 u21-u24;
  	CLASSES = c1(2) c2(2);
  	WITHIN = x;
  	BETWEEN = w;
  	CLUSTER = clus;
  ANALYSIS:	TYPE = TWOLEVEL MIXTURE;
  	PROCESSORS = 2;
  	STARTS = 50 5;
  MODEL:
  	%WITHIN%
  	%OVERALL%
  	c2 ON c1 x;
  	c1 ON x;
  	%BETWEEN%
  	%OVERALL%
  	c1#1 ON w;
  	c2#1 ON c1#1 w;
  	c1#1 c2#1;
  MODEL c1:
  	%BETWEEN%
  	%c1#1%
  	[u11$1-u14$1] (1-4);
  	%c1#2%
  	[u11$1-u14$1] (5-8);
  MODEL c2:
  	%BETWEEN%
  	%c2#1%
  	[u21$1-u24$1] (1-4);
  	%c2#2%
  	[u21$1-u24$1] (5-8);
  OUTPUT:	TECH1 TECH8;




INPUT READING TERMINATED NORMALLY



this is an example of a two-level LTA with a covariate

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

Number of dependent variables                                    8
Number of independent variables                                  2
Number of continuous latent variables                            0
Number of categorical latent variables                           2

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U11         U12         U13         U14         U21         U22
   U23         U24

Observed independent variables
   X           W

Categorical latent variables
   C1          C2

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                         50
  Number of final stage optimizations                            5
  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
Link                                                         LOGIT
Cholesky                                                        ON

Input data file(s)
  ex10.12.dat
Input data format  FREE


SUMMARY OF DATA

     Number of clusters                        100



UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U11
      Category 1    0.486      972.000
      Category 2    0.514     1028.000
    U12
      Category 1    0.489      978.000
      Category 2    0.511     1022.000
    U13
      Category 1    0.484      967.000
      Category 2    0.516     1033.000
    U14
      Category 1    0.479      957.000
      Category 2    0.521     1043.000
    U21
      Category 1    0.486      971.000
      Category 2    0.515     1029.000
    U22
      Category 1    0.488      975.000
      Category 2    0.512     1025.000
    U23
      Category 1    0.493      987.000
      Category 2    0.507     1013.000
    U24
      Category 1    0.491      982.000
      Category 2    0.509     1018.000


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:

          -10250.454  unperturbed      0
          -10250.456  318230           46
          -10250.466  120506           45
          -10250.466  107446           12
          -10499.933  573096           20



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


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       18

Loglikelihood

          H0 Value                      -10250.454
          H0 Scaling Correction Factor      0.9709
            for MLR

Information Criteria

          Akaike (AIC)                   20536.908
          Bayesian (BIC)                 20637.724
          Sample-Size Adjusted BIC       20580.537
            (n* = (n + 2) / 24)



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   C1  C2

  Latent Class Variable Patterns

         C1        C2
      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        737.13246          0.36857
   1 2        298.91149          0.14946
   2 1        286.08476          0.14304
   2 2        677.87130          0.33894


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

  Latent Class
    Variable    Class

    C1             1      1036.04395          0.51802
                   2       963.95605          0.48198
    C2             1      1023.21722          0.51161
                   2       976.78278          0.48839


CLASSIFICATION QUALITY

     Entropy                         0.617


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

   1 1              787          0.39350
   1 2              256          0.12800
   2 1              239          0.11950
   2 2              718          0.35900


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

  Latent Class Variable Patterns

  Latent Class         C1        C2
   Pattern No.      Class     Class

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

           1        2        3        4

    1   0.832    0.063    0.088    0.016
    2   0.121    0.701    0.013    0.165
    3   0.158    0.015    0.691    0.136
    4   0.019    0.092    0.067    0.822


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

  Latent Class
    Variable    Class

    C1             1            1043          0.52150
                   2             957          0.47850
    C2             1            1026          0.51300
                   2             974          0.48700


MODEL RESULTS

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

Within Level

Between Level

Latent Class Pattern 1 1

 Thresholds
    U11$1             -1.040      0.074    -14.031      0.000
    U12$1             -1.009      0.060    -16.716      0.000
    U13$1             -0.988      0.062    -15.847      0.000
    U14$1             -1.109      0.071    -15.728      0.000
    U21$1             -1.040      0.074    -14.031      0.000
    U22$1             -1.009      0.060    -16.716      0.000
    U23$1             -0.988      0.062    -15.847      0.000
    U24$1             -1.109      0.071    -15.728      0.000

Latent Class Pattern 1 2

 Thresholds
    U11$1             -1.040      0.074    -14.031      0.000
    U12$1             -1.009      0.060    -16.716      0.000
    U13$1             -0.988      0.062    -15.847      0.000
    U14$1             -1.109      0.071    -15.728      0.000
    U21$1              0.965      0.058     16.541      0.000
    U22$1              0.959      0.065     14.815      0.000
    U23$1              0.939      0.063     14.868      0.000
    U24$1              1.025      0.069     14.877      0.000

Latent Class Pattern 2 1

 Thresholds
    U11$1              0.965      0.058     16.541      0.000
    U12$1              0.959      0.065     14.815      0.000
    U13$1              0.939      0.063     14.868      0.000
    U14$1              1.025      0.069     14.877      0.000
    U21$1             -1.040      0.074    -14.031      0.000
    U22$1             -1.009      0.060    -16.716      0.000
    U23$1             -0.988      0.062    -15.847      0.000
    U24$1             -1.109      0.071    -15.728      0.000

Latent Class Pattern 2 2

 Thresholds
    U11$1              0.965      0.058     16.541      0.000
    U12$1              0.959      0.065     14.815      0.000
    U13$1              0.939      0.063     14.868      0.000
    U14$1              1.025      0.069     14.877      0.000
    U21$1              0.965      0.058     16.541      0.000
    U22$1              0.959      0.065     14.815      0.000
    U23$1              0.939      0.063     14.868      0.000
    U24$1              1.025      0.069     14.877      0.000

Categorical Latent Variables

Within Level

 C2#1     ON
    C1#1               0.579      0.247      2.343      0.019

 C2#1       ON
    X                 -0.923      0.106     -8.740      0.000

 C1#1       ON
    X                 -0.564      0.080     -7.038      0.000

 Intercepts
    C1#1              -0.105      0.131     -0.799      0.424
    C2#1              -0.512      0.198     -2.589      0.010

Between Level

 C2#1       ON
    C1#1               1.183      0.296      4.002      0.000

 C1#1       ON
    W                 -1.203      0.146     -8.236      0.000

 C2#1       ON
    W                 -0.253      0.328     -0.772      0.440

 Residual Variances
    C1#1               0.534      0.172      3.111      0.002
    C2#1               0.198      0.230      0.860      0.390


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

Within Level

 C2#1     ON
    X                  0.397

 C1#1     ON
    X                  0.569

Between Level


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.341E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11                0             0             0             0
 U12                0             0             0             0
 U13                0             0             0             0
 U14                0             0             0             0
 U21                0             0             0             0
 U22                0             0             0             0
 U23                0             0             0             0
 U24                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1                  0             0             0             0


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0             0             0
 C2#1               0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0
 C2#1               0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11                0             0             0             0
 U12                0             0             0             0
 U13                0             0             0             0
 U14                0             0             0             0
 U21                0             0             0             0
 U22                0             0             0             0
 U23                0             0             0             0
 U24                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1                  0             0             0             0


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0             0             0
 C2#1               0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0
 C2#1               0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11                0             0             0             0
 U12                0             0             0             0
 U13                0             0             0             0
 U14                0             0             0             0
 U21                0             0             0             0
 U22                0             0             0             0
 U23                0             0             0             0
 U24                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1                  0             0             0             0


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0             0             0
 C2#1               0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0
 C2#1               0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11                0             0             0             0
 U12                0             0             0             0
 U13                0             0             0             0
 U14                0             0             0             0
 U21                0             0             0             0
 U22                0             0             0             0
 U23                0             0             0             0
 U24                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1                  0             0             0             0


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0             0             0
 C2#1               0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0
 C2#1               0             0
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11                0             0             0             0
 U12                0             0             0             0
 U13                0             0             0             0
 U14                0             0             0             0
 U21                0             0             0             0
 U22                0             0             0             0
 U23                0             0             0             0
 U24                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1                  0             0             0             0


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0             0             1
 C2#1               2             0             0             3
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               4
 C2#1               0             5
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11                0             0             0             0
 U12                0             0             0             0
 U13                0             0             0             0
 U14                0             0             0             0
 U21                0             0             0             0
 U22                0             0             0             0
 U23                0             0             0             0
 U24                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1                  0             0             0             0


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0             0             1
 C2#1               2             0             0             3
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               4
 C2#1               0             5
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11                0             0             0             0
 U12                0             0             0             0
 U13                0             0             0             0
 U14                0             0             0             0
 U21                0             0             0             0
 U22                0             0             0             0
 U23                0             0             0             0
 U24                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1                  0             0             0             0


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0             0             1
 C2#1               2             0             0             3
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               4
 C2#1               0             5
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11                0             0             0             0
 U12                0             0             0             0
 U13                0             0             0             0
 U14                0             0             0             0
 U21                0             0             0             0
 U22                0             0             0             0
 U23                0             0             0             0
 U24                0             0             0             0
 X                  0             0             0             0
 W                  0             0             0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1                  0             0             0             0


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0             0             1
 C2#1               2             0             0             3
 X                  0             0             0             0
 W                  0             0             0             0


           PSI
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               4
 C2#1               0             5
 X                  0             0             0
 W                  0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U22$1         U23$1         U24$1
              ________      ________      ________
 1                  0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U22$1         U23$1         U24$1
              ________      ________      ________
 1                  0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U22$1         U23$1         U24$1
              ________      ________      ________
 1                  0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U22$1         U23$1         U24$1
              ________      ________      ________
 1                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9             6


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U22$1         U23$1         U24$1
              ________      ________      ________
 1                  7             8             9


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U22$1         U23$1         U24$1
              ________      ________      ________
 1                 11            12            13


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1                 10            11            12            13             6


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U22$1         U23$1         U24$1
              ________      ________      ________
 1                  7             8             9


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1                 10            11            12            13            10


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U22$1         U23$1         U24$1
              ________      ________      ________
 1                 11            12            13


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C2#1          C2#2
              ________      ________      ________      ________
 1                 14             0            15             0


           GAMMA(C)
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1               0             0            16             0
 C1#2               0             0             0             0
 C2#1               0             0            17             0
 C2#2               0             0             0             0


           BETA(C)
              C1#1          C1#2
              ________      ________
 C2#1              18             0
 C2#2               0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000
 U24            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
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            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


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22            1.000
 U23            0.000         1.000
 U24            0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C2#1           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
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000
 C2#1           0.000         0.000
 X              0.000         0.000         0.511
 W              0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000
 U24            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
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            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


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22            1.000
 U23            0.000         1.000
 U24            0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C2#1           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
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000
 C2#1           0.000         0.000
 X              0.000         0.000         0.511
 W              0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000
 U24            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
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            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


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22            1.000
 U23            0.000         1.000
 U24            0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C2#1           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
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000
 C2#1           0.000         0.000
 X              0.000         0.000         0.511
 W              0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000
 U24            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
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            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


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22            1.000
 U23            0.000         1.000
 U24            0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C2#1           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
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000
 C2#1           0.000         0.000
 X              0.000         0.000         0.511
 W              0.000         0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000
 U24            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
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            0.000
 U12            0.000         0.000
 U13            0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            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


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22            0.000
 U23            0.000         0.000
 U24            0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C2#1           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
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.050
 C2#1           0.000         0.050
 X              0.000         0.000         0.000
 W              0.000         0.000         0.000         0.439


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000
 U24            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
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            0.000
 U12            0.000         0.000
 U13            0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            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


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22            0.000
 U23            0.000         0.000
 U24            0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C2#1           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
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.050
 C2#1           0.000         0.050
 X              0.000         0.000         0.000
 W              0.000         0.000         0.000         0.439


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000
 U24            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
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            0.000
 U12            0.000         0.000
 U13            0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            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


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22            0.000
 U23            0.000         0.000
 U24            0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C2#1           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
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.050
 C2#1           0.000         0.050
 X              0.000         0.000         0.000
 W              0.000         0.000         0.000         0.439


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2


           NU
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000
 U24            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
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            0.000
 U12            0.000         0.000
 U13            0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            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


           THETA
              U22           U23           U24           X             W
              ________      ________      ________      ________      ________
 U22            0.000
 U23            0.000         0.000
 U24            0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C2#1           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
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.050
 C2#1           0.000         0.050
 X              0.000         0.000         0.000
 W              0.000         0.000         0.000         0.439


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U22$1         U23$1         U24$1
              ________      ________      ________
 1              0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U22$1         U23$1         U24$1
              ________      ________      ________
 1              0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U22$1         U23$1         U24$1
              ________      ________      ________
 1              0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U22$1         U23$1         U24$1
              ________      ________      ________
 1              0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1             -0.557        -0.547        -0.546        -0.561        -0.557


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U22$1         U23$1         U24$1
              ________      ________      ________
 1             -0.547        -0.546        -0.561


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1             -0.557        -0.547        -0.546        -0.561         0.443


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U22$1         U23$1         U24$1
              ________      ________      ________
 1              0.453         0.454         0.439


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1              0.443         0.453         0.454         0.439        -0.557


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U22$1         U23$1         U24$1
              ________      ________      ________
 1             -0.547        -0.546        -0.561


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U21$1
              ________      ________      ________      ________      ________
 1              0.443         0.453         0.454         0.439         0.443


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U22$1         U23$1         U24$1
              ________      ________      ________
 1              0.453         0.454         0.439


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C2#1          C2#2
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           GAMMA(C)
              C1#1          C2#1          X             W
              ________      ________      ________      ________
 C1#1           0.000         0.000         0.000         0.000
 C1#2           0.000         0.000         0.000         0.000
 C2#1           0.000         0.000         0.000         0.000
 C2#2           0.000         0.000         0.000         0.000


           BETA(C)
              C1#1          C1#2
              ________      ________
 C2#1           0.000         0.000
 C2#2           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 -0.10825648D+05    0.0000000    0.0000000    540.679   467.351    EM
                                                    458.601   533.369
     2 -0.10758177D+05   67.4710659    0.0062325    581.410   435.091    FS
                                                    444.933   538.566
     3 -0.10572876D+05  185.3012175    0.0172242    710.244   301.584    FS
                                                    288.234   699.938
     4 -0.10544399D+05   28.4767531    0.0026934    724.639   292.018    EM
                                                    269.080   714.263
     5 -0.10500213D+05   44.1864536    0.0041905    734.511   286.663    EM
                                                    269.922   708.904
     6 -0.10506086D+05   -5.8727466   -0.0005593    764.796   263.814    EM
                                                    284.558   686.832
     7 -0.10471966D+05   34.1199042    0.0032476    770.189   263.684    EM
                                                    275.332   690.795
     8 -0.10458819D+05   13.1469989    0.0012554    754.203   278.810    EM
                                                    267.278   699.709
     9 -0.10437683D+05   21.1360374    0.0020209    760.322   272.180    EM
                                                    268.564   698.933
    10 -0.10416468D+05   21.2148603    0.0020325    757.490   275.639    EM
                                                    269.023   697.848


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12987995D+05    0.0000000    0.0000000    836.520   350.917    EM
                                                    791.225    21.338
     2 -0.12791242D+05  196.7532883    0.0151489    896.734   325.478    FS
                                                    765.308    12.481
     3 -0.12681332D+05  109.9095551    0.0085926    903.516   322.667    FS
                                                    764.299     9.518
     4 -0.12564905D+05  116.4270977    0.0091810    923.307   316.079    FS
                                                    753.862     6.752
     5 -0.12395278D+05  169.6270191    0.0135001   1025.405   282.037    FS
                                                    689.353     3.205
     6 -0.12272712D+05  122.5654757    0.0098881   1078.902   258.782    FS
                                                    662.115     0.201
     7 -0.12024128D+05  248.5840811    0.0202550   1365.355   140.505    FS
                                                    493.680     0.460
     8 -0.11908610D+05  115.5178967    0.0096072   1479.066    66.023    FS
                                                    454.911     0.000
     9 -0.11810585D+05   98.0252030    0.0082315   1487.205    72.380    FS
                                                    440.414     0.000
    10 -0.11721830D+05   88.7555406    0.0075149   1464.285   106.770    FS
                                                    428.945     0.000


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15773209D+05    0.0000000    0.0000000    229.526   445.814    EM
                                                    389.659   935.002
     2 -0.15671898D+05  101.3113302    0.0064230    236.417   450.741    FS
                                                    385.915   926.927
     3 -0.15573950D+05   97.9478361    0.0062499    248.257   449.021    FS
                                                    390.073   912.649
     4 -0.15482498D+05   91.4520216    0.0058721    257.129   426.418    FS
                                                    404.815   911.638
     5 -0.15390316D+05   92.1822304    0.0059540    263.290   421.728    FS
                                                    408.174   906.809
     6 -0.15298044D+05   92.2720542    0.0059955    274.011   410.613    FS
                                                    412.017   903.359
     7 -0.15206125D+05   91.9183297    0.0060085    288.717   396.321    FS
                                                    415.588   899.374
     8 -0.15114543D+05   91.5819258    0.0060227    307.032   380.080    FS
                                                    418.908   893.980
     9 -0.15023138D+05   91.4055647    0.0060475    329.136   362.256    FS
                                                    422.196   886.412
    10 -0.14931720D+05   91.4175917    0.0060851    355.778   343.209    FS
                                                    425.810   875.203


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13236293D+05    0.0000000    0.0000000    141.932   343.577    EM
                                                    554.117   960.374
     2 -0.13082253D+05  154.0394795    0.0116377    123.516   302.278    FS
                                                    565.977  1008.229
     3 -0.12983642D+05   98.6112604    0.0075378    119.560   298.440    FS
                                                    559.970  1022.030
     4 -0.12885531D+05   98.1113107    0.0075565    116.205   294.059    FS
                                                    553.048  1036.688
     5 -0.12787925D+05   97.6050857    0.0075748    113.637   289.053    FS
                                                    545.371  1051.939
     6 -0.12690775D+05   97.1506228    0.0075971    111.862   283.365    FS
                                                    537.112  1067.661
     7 -0.12593975D+05   96.7998231    0.0076276    110.720   276.998    FS
                                                    528.377  1083.904
     8 -0.12497336D+05   96.6388183    0.0076734    109.962   270.025    FS
                                                    519.116  1100.897
     9 -0.12400225D+05   97.1112930    0.0077706    109.187   262.546    FS
                                                    508.776  1119.491
    10 -0.12288631D+05  111.5936504    0.0089993    102.976   254.750    FS
                                                    483.676  1158.598


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13461631D+05    0.0000000    0.0000000    676.893   486.439    EM
                                                    645.223   191.446
     2 -0.13366460D+05   95.1714548    0.0070698    684.382   463.584    FS
                                                    664.545   187.489
     3 -0.13268631D+05   97.8289617    0.0073190    690.952   461.973    FS
                                                    661.674   185.402
     4 -0.13170909D+05   97.7221226    0.0073649    698.008   460.332    FS
                                                    658.660   183.000
     5 -0.13073238D+05   97.6709820    0.0074157    705.715   458.584    FS
                                                    655.472   180.229
     6 -0.12975458D+05   97.7796551    0.0074794    714.236   456.618    FS
                                                    652.060   177.086
     7 -0.12877683D+05   97.7752436    0.0075354    723.924   454.136    FS
                                                    648.442   173.498
     8 -0.12779794D+05   97.8885262    0.0076014    734.789   451.199    FS
                                                    644.584   169.429
     9 -0.12681001D+05   98.7932917    0.0077304    747.923   447.024    FS
                                                    640.402   164.652
    10 -0.12580069D+05  100.9321577    0.0079593    764.918   440.565    FS
                                                    635.751   158.766


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18189574D+05    0.0000000    0.0000000   1538.150    62.719    EM
                                                    326.845    72.286
     2 -0.18055937D+05  133.6364936    0.0073469   1590.611    30.635    FS
                                                    354.094    24.660
     3 -0.17949680D+05  106.2573864    0.0058849   1613.680    32.849    FS
                                                    319.939    33.532
     4 -0.17842962D+05  106.7181566    0.0059454   1626.670    41.351    FS
                                                    298.387    33.592
     5 -0.17725019D+05  117.9429153    0.0066101   1661.306    36.450    FS
                                                    278.625    23.619
     6 -0.17604114D+05  120.9044332    0.0068211   1706.819    22.575    FS
                                                    260.828     9.777
     7 -0.11026265D+05 6577.8492181    0.3736541   1655.875    55.038    EM
                                                    257.427    31.660
     8 -0.10997039D+05   29.2260131    0.0026506   1405.052   187.442    FS
                                                     97.037   310.469
     9 -0.10699274D+05  297.7649883    0.0270768   1108.696   302.801    EM
                                                     89.676   498.827
    10 -0.10621280D+05   77.9943715    0.0072897    972.962   337.808    EM
                                                     96.928   592.302


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17623110D+05    0.0000000    0.0000000    812.437   413.248    EM
                                                    238.060   536.255
     2 -0.17524680D+05   98.4301279    0.0055853    819.604   403.458    FS
                                                    236.573   540.364
     3 -0.17430538D+05   94.1421583    0.0053720    825.963   400.226    FS
                                                    233.086   540.724
     4 -0.17338714D+05   91.8245197    0.0052680    831.527   399.719    FS
                                                    228.636   540.119
     5 -0.17251880D+05   86.8334630    0.0050081    835.463   407.058    FS
                                                    220.964   536.515
     6 -0.17159695D+05   92.1853066    0.0053435    834.219   419.330    FS
                                                    216.013   530.438
     7 -0.17063493D+05   96.2014268    0.0056062    838.452   424.870    FS
                                                    215.299   521.379
     8 -0.16967688D+05   95.8052312    0.0056146    843.808   430.038    FS
                                                    214.602   511.551
     9 -0.16872257D+05   95.4309917    0.0056243    849.851   434.968    FS
                                                    213.963   501.218
    10 -0.16777159D+05   95.0984809    0.0056364    856.276   439.727    FS
                                                    213.452   490.545


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17948157D+05    0.0000000    0.0000000    610.665   426.107    EM
                                                    717.561   245.667
     2 -0.17824449D+05  123.7083209    0.0068925    616.136   429.173    FS
                                                    711.070   243.621
     3 -0.17724860D+05   99.5887601    0.0055872    617.244   427.210    FS
                                                    711.349   244.197
     4 -0.17630177D+05   94.6835761    0.0053419    619.900   424.293    FS
                                                    711.462   244.345
     5 -0.17529053D+05  101.1233409    0.0057358    623.776   420.144    FS
                                                    711.712   244.368
     6 -0.17429474D+05   99.5796657    0.0056808    628.260   417.639    FS
                                                    710.410   243.690
     7 -0.17327695D+05  101.7781894    0.0058394    635.580   410.532    FS
                                                    708.596   245.292
     8 -0.17227199D+05  100.4965036    0.0057998    639.786   406.860    FS
                                                    707.492   245.862
     9 -0.17168001D+05   59.1979664    0.0034363    633.667   381.186    FS
                                                    737.656   247.491
    10 -0.17067328D+05  100.6725488    0.0058640    637.217   381.639    FS
                                                    734.314   246.829


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16260228D+05    0.0000000    0.0000000   1706.508   240.608    EM
                                                     51.777     1.107
     2 -0.16176924D+05   83.3040415    0.0051232   1685.592   242.824    FS
                                                     69.779     1.806
     3 -0.16106930D+05   69.9932966    0.0043267   1652.867   251.028    FS
                                                     93.042     3.062
     4 -0.16050557D+05   56.3730622    0.0034999   1609.471   266.416    FS
                                                    119.594     4.519
     5 -0.15935308D+05  115.2490474    0.0071804   1578.500   256.783    FS
                                                    158.462     6.255
     6 -0.15818434D+05  116.8746539    0.0073343   1539.789   271.385    FS
                                                    179.840     8.987
     7 -0.15588364D+05  230.0692579    0.0145444   1602.233   156.897    FS
                                                    229.409    11.462
     8 -0.15461510D+05  126.8547539    0.0081378   1584.505   167.089    FS
                                                    239.321     9.084
     9 -0.15362972D+05   98.5374098    0.0063731   1585.458   156.584    FS
                                                    252.154     5.804
    10 -0.15264240D+05   98.7321334    0.0064266   1588.093   156.287    FS
                                                    250.315     5.306


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17120481D+05    0.0000000    0.0000000    956.443   433.585    EM
                                                    413.251   196.721
     2 -0.17020442D+05  100.0384437    0.0058432    958.923   433.866    FS
                                                    411.148   196.064
     3 -0.16930047D+05   90.3955157    0.0053110    959.147   433.109    FS
                                                    413.137   194.608
     4 -0.16834014D+05   96.0322460    0.0056723    959.709   432.443    FS
                                                    414.948   192.900
     5 -0.16735571D+05   98.4430412    0.0058479    961.472   431.578    FS
                                                    416.038   190.912
     6 -0.16636989D+05   98.5821858    0.0058906    963.766   430.599    FS
                                                    416.844   188.791
     7 -0.16538420D+05   98.5696702    0.0059247    966.310   429.564    FS
                                                    417.513   186.613
     8 -0.16439882D+05   98.5374115    0.0059581    968.992   428.499    FS
                                                    418.100   184.409
     9 -0.16341381D+05   98.5013050    0.0059916    971.762   427.417    FS
                                                    418.626   182.195
    10 -0.16242917D+05   98.4637542    0.0060254    974.593   426.324    FS
                                                    419.105   179.979


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16322525D+05    0.0000000    0.0000000   1045.913   323.999    EM
                                                    323.873   306.216
     2 -0.16218499D+05  104.0260836    0.0063732   1042.159   326.398    FS
                                                    323.635   307.808
     3 -0.16119444D+05   99.0547483    0.0061075   1040.160   328.432    FS
                                                    323.271   308.136
     4 -0.16021123D+05   98.3210509    0.0060995   1037.308   330.456    FS
                                                    323.691   308.544
     5 -0.15922975D+05   98.1479554    0.0061262   1034.012   332.543    FS
                                                    324.417   309.028
     6 -0.15824883D+05   98.0921141    0.0061604   1030.398   334.661    FS
                                                    325.372   309.569
     7 -0.15726833D+05   98.0503151    0.0061960   1026.557   336.786    FS
                                                    326.505   310.152
     8 -0.15628831D+05   98.0018497    0.0062315   1022.556   338.904    FS
                                                    327.775   310.765
     9 -0.15530886D+05   97.9454683    0.0062670   1018.437   341.010    FS
                                                    329.151   311.402
    10 -0.15433003D+05   97.8826397    0.0063025   1014.226   343.105    FS
                                                    330.609   312.060


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12569468D+05    0.0000000    0.0000000    865.114   280.111    EM
                                                    101.086   753.690
     2 -0.12429033D+05  140.4354827    0.0111727    772.120   238.867    FS
                                                    120.327   868.686
     3 -0.12334380D+05   94.6524204    0.0076154    751.645   235.472    FS
                                                    118.384   894.498
     4 -0.12240938D+05   93.4418857    0.0075757    726.141   230.308    FS
                                                    114.500   929.050
     5 -0.12148667D+05   92.2711218    0.0075379    694.439   224.711    FS
                                                    106.149   974.701
     6 -0.12058074D+05   90.5932339    0.0074571    657.144   218.520    FS
                                                     90.393  1033.943
     7 -0.11970559D+05   87.5148538    0.0072578    615.836   211.926    FS
                                                     65.364  1106.874
     8 -0.11888795D+05   81.7642329    0.0068304    568.050   211.762    FS
                                                     33.944  1186.243
     9 -0.11812866D+05   75.9293512    0.0063866    503.817   235.227    FS
                                                      8.660  1252.297
    10 -0.11739593D+05   73.2720471    0.0062027    457.858   216.976    FS
                                                      1.241  1323.924


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11998516D+05    0.0000000    0.0000000    913.560   307.706    EM
                                                    297.583   481.151
     2 -0.10868016D+05 1130.4997920    0.0942200    759.173   319.764    EM
                                                    319.456   601.607
     3 -0.10641315D+05  226.7018665    0.0208595    714.123   312.078    EM
                                                    311.066   662.733
     4 -0.10519352D+05  121.9622112    0.0114612    692.557   310.268    EM
                                                    312.538   684.638
     5 -0.10440756D+05   78.5968420    0.0074716    683.844   312.257    EM
                                                    313.028   690.871
     6 -0.10384575D+05   56.1803244    0.0053809    683.132   314.363    EM
                                                    311.534   690.971
     7 -0.10343450D+05   41.1248699    0.0039602    686.959   315.181    EM
                                                    308.729   689.130
     8 -0.10313670D+05   29.7807839    0.0028792    692.960   314.584    EM
                                                    305.293   687.163
     9 -0.10292647D+05   21.0221177    0.0020383    699.670   312.932    EM
                                                    301.693   685.706
    10 -0.10278265D+05   14.3820538    0.0013973    706.238   310.680    EM
                                                    298.239   684.843


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19003206D+05    0.0000000    0.0000000    235.514   817.984    EM
                                                    386.262   560.240
     2 -0.18873490D+05  129.7158865    0.0068260    229.465   796.349    FS
                                                    386.767   587.419
     3 -0.18768759D+05  104.7310516    0.0055491    229.555   797.272    FS
                                                    384.604   588.569
     4 -0.18670687D+05   98.0714038    0.0052252    229.767   797.615    FS
                                                    389.782   582.836
     5 -0.18570634D+05  100.0536490    0.0053589    231.082   798.771    FS
                                                    389.680   580.467
     6 -0.18468947D+05  101.6868542    0.0054757    231.832   803.760    FS
                                                    386.297   578.111
     7 -0.18369829D+05   99.1178707    0.0053667    235.639   801.796    FS
                                                    390.135   572.430
     8 -0.18269682D+05  100.1469702    0.0054517    235.718   805.207    FS
                                                    388.652   570.423
     9 -0.18170014D+05   99.6676463    0.0054554    238.200   803.998    FS
                                                    392.238   565.565
    10 -0.18070507D+05   99.5071849    0.0054765    238.349   805.242    FS
                                                    394.879   561.531


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21965963D+05    0.0000000    0.0000000    130.358   706.521    EM
                                                    548.302   614.818
     2 -0.21861882D+05  104.0809240    0.0047383    125.300   709.697    FS
                                                    541.432   623.571
     3 -0.21750011D+05  111.8707411    0.0051172    136.040   701.209    FS
                                                    550.070   612.682
     4 -0.21650637D+05   99.3739182    0.0045689    136.660   701.372    FS
                                                    548.147   613.821
     5 -0.21551913D+05   98.7243289    0.0045599    135.886   698.242    FS
                                                    553.216   612.656
     6 -0.21451841D+05  100.0719886    0.0046433    136.857   697.700    FS
                                                    552.032   613.410
     7 -0.21351965D+05   99.8758931    0.0046558    136.519   697.456    FS
                                                    551.608   614.416
     8 -0.21252574D+05   99.3909795    0.0046549    136.053   694.814    FS
                                                    554.835   614.299
     9 -0.21150119D+05  102.4546784    0.0048208    136.595   693.936    FS
                                                    551.952   617.516
    10 -0.21050019D+05  100.0999996    0.0047328    137.930   692.809    FS
                                                    550.996   618.265


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14132399D+05    0.0000000    0.0000000    826.168   163.993    EM
                                                    433.020   576.819
     2 -0.14039321D+05   93.0778783    0.0065861    830.466   163.246    FS
                                                    426.662   579.626
     3 -0.13948376D+05   90.9449373    0.0064779    833.994   161.959    FS
                                                    420.039   584.008
     4 -0.13856844D+05   91.5315318    0.0065622    837.268   160.764    FS
                                                    416.985   584.983
     5 -0.13762425D+05   94.4195744    0.0068139    840.804   159.586    FS
                                                    414.336   585.275
     6 -0.13664842D+05   97.5832323    0.0070906    843.740   158.686    FS
                                                    415.336   582.237
     7 -0.13569796D+05   95.0457742    0.0069555    847.622   158.683    FS
                                                    416.037   577.657
     8 -0.13473825D+05   95.9704771    0.0070724    851.641   158.802    FS
                                                    417.630   571.927
     9 -0.13378706D+05   95.1197467    0.0070596    855.533   159.252    FS
                                                    419.500   565.715
    10 -0.13284141D+05   94.5648331    0.0070683    859.421   159.922    FS
                                                    421.253   559.405


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13419507D+05    0.0000000    0.0000000    594.513   460.682    EM
                                                    577.119   367.686
     2 -0.12732464D+05  687.0437502    0.0511974    572.301   358.037    EM
                                                    430.854   638.807
     3 -0.12614975D+05  117.4884911    0.0092275    587.504   357.485    FS
                                                    416.618   638.392
     4 -0.12529786D+05   85.1896063    0.0067531    586.214   358.752    FS
                                                    405.215   649.818
     5 -0.12437801D+05   91.9844151    0.0073413    581.292   356.314    FS
                                                    400.738   661.655
     6 -0.12345565D+05   92.2363472    0.0074158    575.725   354.896    FS
                                                    395.178   674.201
     7 -0.12252951D+05   92.6140276    0.0075018    568.510   353.400    FS
                                                    391.005   687.085
     8 -0.12160220D+05   92.7312821    0.0075681    560.674   351.789    FS
                                                    387.324   700.213
     9 -0.12067990D+05   92.2295116    0.0075845    552.062   350.382    FS
                                                    383.304   714.253
    10 -0.11976249D+05   91.7409324    0.0076020    542.634   349.108    FS
                                                    378.997   729.261


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18408657D+05    0.0000000    0.0000000     10.047    90.777    EM
                                                    198.547  1700.628
     2 -0.18312001D+05   96.6558027    0.0052506     11.512    86.373    FS
                                                    198.694  1703.421
     3 -0.18217675D+05   94.3255323    0.0051510     12.118    84.131    FS
                                                    196.749  1707.002
     4 -0.18122449D+05   95.2262646    0.0052271     12.632    82.070    FS
                                                    194.329  1710.969
     5 -0.18027183D+05   95.2663352    0.0052568     13.272    80.253    FS
                                                    191.511  1714.964
     6 -0.17931835D+05   95.3474671    0.0052891     14.150    78.601    FS
                                                    188.459  1718.791
     7 -0.17836350D+05   95.4854665    0.0053249     15.336    76.996    FS
                                                    185.487  1722.182
     8 -0.17740585D+05   95.7644072    0.0053691     16.806    75.274    FS
                                                    183.070  1724.850
     9 -0.17644508D+05   96.0770085    0.0054157     18.402    73.358    FS
                                                    181.431  1726.809
    10 -0.17548118D+05   96.3903185    0.0054629     19.930    71.284    FS
                                                    180.554  1728.232


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16433163D+05    0.0000000    0.0000000    964.493   195.858    EM
                                                    268.199   571.450
     2 -0.16333500D+05   99.6627488    0.0060647    963.228   196.294    FS
                                                    268.485   571.992
     3 -0.16234569D+05   98.9305229    0.0060569    962.104   197.095    FS
                                                    268.528   572.273
     4 -0.16135669D+05   98.9006968    0.0060920    960.912   197.933    FS
                                                    268.611   572.544
     5 -0.16036800D+05   98.8684775    0.0061273    959.651   198.809    FS
                                                    268.737   572.803
     6 -0.15937967D+05   98.8334430    0.0061629    958.315   199.725    FS
                                                    268.907   573.053
     7 -0.15839171D+05   98.7955417    0.0061988    956.902   200.680    FS
                                                    269.125   573.293
     8 -0.15740416D+05   98.7547693    0.0062348    955.408   201.674    FS
                                                    269.392   573.526
     9 -0.15641705D+05   98.7111684    0.0062712    953.829   202.707    FS
                                                    269.711   573.753
    10 -0.15543040D+05   98.6648250    0.0063078    952.164   203.777    FS
                                                    270.083   573.976


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21522703D+05    0.0000000    0.0000000   1300.859   273.969    EM
                                                    316.507   108.665
     2 -0.21411406D+05  111.2975438    0.0051712   1295.154   282.996    FS
                                                    311.797   110.053
     3 -0.21309427D+05  101.9786790    0.0047628   1294.543   284.520    FS
                                                    310.396   110.541
     4 -0.21208073D+05  101.3542667    0.0047563   1297.656   284.313    FS
                                                    310.152   107.879
     5 -0.21107684D+05  100.3886573    0.0047335   1296.283   286.208    FS
                                                    309.002   108.507
     6 -0.21010307D+05   97.3773688    0.0046134   1301.270   283.114    FS
                                                    310.026   105.590
     7 -0.20910328D+05   99.9787473    0.0047586   1299.938   285.432    FS
                                                    309.045   105.585
     8 -0.20811459D+05   98.8685613    0.0047282   1300.518   285.923    FS
                                                    309.104   104.456
     9 -0.20712503D+05   98.9567261    0.0047549   1300.518   286.944    FS
                                                    308.932   103.605
    10 -0.20613610D+05   98.8924461    0.0047745   1300.312   288.158    FS
                                                    308.678   102.853


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15590515D+05    0.0000000    0.0000000   1215.351   163.317    EM
                                                    419.930   201.402
     2 -0.11243492D+05 4347.0222496    0.2788248   1183.801   250.694    EM
                                                    263.300   302.205
     3 -0.11155849D+05   87.6437275    0.0077951   1180.280   248.132    FS
                                                    269.029   302.559
     4 -0.10753661D+05  402.1877146    0.0360517   1098.411   291.734    EM
                                                    297.885   311.970
     5 -0.10641980D+05  111.6811828    0.0103854   1050.001   313.190    EM
                                                    315.279   321.530
     6 -0.10583796D+05   58.1835208    0.0054674   1025.415   327.243    EM
                                                    322.619   324.723
     7 -0.10552646D+05   31.1499386    0.0029432   1016.733   336.024    EM
                                                    323.277   323.966
     8 -0.10535199D+05   17.4478471    0.0016534   1017.002   340.400    EM
                                                    321.097   321.502
     9 -0.10524516D+05   10.6821486    0.0010139   1021.449   341.464    EM
                                                    318.341   318.746
    10 -0.10517550D+05    6.9667631    0.0006620   1027.466   340.580    EM
                                                    315.705   316.249


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13766776D+05    0.0000000    0.0000000    157.945   706.859    EM
                                                    379.613   755.582
     2 -0.13491965D+05  274.8117147    0.0199620     54.100   177.401    FS
                                                    543.400  1225.099
     3 -0.13386506D+05  105.4584509    0.0078164     57.789   177.292    FS
                                                    534.467  1230.452
     4 -0.13288970D+05   97.5355910    0.0072861     56.179   181.571    FS
                                                    532.624  1229.626
     5 -0.13192307D+05   96.6635762    0.0072740     54.316   187.544    FS
                                                    530.017  1228.123
     6 -0.13095388D+05   96.9189516    0.0073466     52.335   194.284    FS
                                                    526.979  1226.403
     7 -0.12998556D+05   96.8314685    0.0073943     50.005   200.963    FS
                                                    524.853  1224.179
     8 -0.12891401D+05  107.1557871    0.0082437     47.413   211.650    FS
                                                    525.063  1215.873
     9 -0.12726975D+05  164.4259990    0.0127547     43.982   229.327    FS
                                                    523.571  1203.120
    10 -0.12598416D+05  128.5584062    0.0101013     41.046   247.987    FS
                                                    516.167  1194.801


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11295706D+05    0.0000000    0.0000000    664.687   291.641    EM
                                                    415.340   628.332
     2 -0.11235986D+05   59.7204697    0.0052870    737.970   281.417    FS
                                                    403.040   577.573
     3 -0.11144211D+05   91.7744260    0.0081679    745.825   290.973    FS
                                                    368.136   595.066
     4 -0.11054145D+05   90.0662085    0.0080819    753.286   300.145    FS
                                                    338.169   608.400
     5 -0.10966258D+05   87.8868893    0.0079506    750.839   306.583    FS
                                                    320.812   621.767
     6 -0.10881125D+05   85.1336967    0.0077632    742.405   310.969    FS
                                                    312.750   633.877
     7 -0.10798353D+05   82.7715932    0.0076069    735.186   313.937    FS
                                                    310.248   640.629
     8 -0.10717934D+05   80.4194372    0.0074474    730.381   316.328    FS
                                                    311.624   641.666
     9 -0.10636797D+05   81.1363473    0.0075701    718.263   326.630    FS
                                                    323.577   631.530
    10 -0.10563902D+05   72.8952941    0.0068531    712.200   328.822    FS
                                                    333.358   625.620


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12396216D+05    0.0000000    0.0000000   1039.026   435.756    EM
                                                    466.718    58.500
     2 -0.11485167D+05  911.0489034    0.0734941    616.053   618.435    EM
                                                    613.180   152.332
     3 -0.11401502D+05   83.6642560    0.0072845    616.260   580.458    FS
                                                    623.538   179.743
     4 -0.11324035D+05   77.4677283    0.0067945    650.954   558.472    FS
                                                    581.634   208.940
     5 -0.11256534D+05   67.5002973    0.0059608    722.087   513.426    FS
                                                    504.735   259.752
     6 -0.11102585D+05  153.9498986    0.0136765    463.809   515.632    EM
                                                    592.034   428.524
     7 -0.10961290D+05  141.2948797    0.0127263    513.799   420.377    EM
                                                    503.951   561.874
     8 -0.10743991D+05  217.2987093    0.0198242    577.996   350.608    EM
                                                    414.248   657.149
     9 -0.10641234D+05  102.7566199    0.0095641    579.313   332.063    EM
                                                    397.087   691.537
    10 -0.10602999D+05   38.2356002    0.0035932    580.758   319.517    EM
                                                    382.288   717.438


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18039167D+05    0.0000000    0.0000000    816.624   467.483    EM
                                                    332.546   383.346
     2 -0.17941869D+05   97.2986246    0.0053937    812.200   470.495    FS
                                                    336.589   380.716
     3 -0.17843248D+05   98.6207694    0.0054967    810.558   469.900    FS
                                                    335.549   383.992
     4 -0.17744561D+05   98.6868572    0.0055308    809.998   467.429    FS
                                                    336.067   386.506
     5 -0.17645860D+05   98.7005792    0.0055623    810.018   463.640    FS
                                                    336.500   389.842
     6 -0.17547125D+05   98.7354409    0.0055954    809.730   460.927    FS
                                                    337.135   392.207
     7 -0.17448482D+05   98.6431184    0.0056216    809.586   457.653    FS
                                                    337.784   394.976
     8 -0.17349704D+05   98.7774990    0.0056611    809.683   454.809    FS
                                                    337.912   397.597
     9 -0.17250937D+05   98.7676584    0.0056928    809.747   452.008    FS
                                                    338.000   400.245
    10 -0.17152156D+05   98.7809354    0.0057261    809.893   449.305    FS
                                                    337.854   402.948


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12933768D+05    0.0000000    0.0000000    496.280   593.313    EM
                                                    703.458   206.948
     2 -0.11382084D+05 1551.6838979    0.1199715    417.229   541.378    EM
                                                    647.180   394.213
     3 -0.11293340D+05   88.7436986    0.0077968    426.886   572.811    FS
                                                    596.716   403.588
     4 -0.11223965D+05   69.3756066    0.0061431    438.992   574.595    FS
                                                    583.166   403.247
     5 -0.11194687D+05   29.2775500    0.0026085    523.977   502.048    FS
                                                    557.913   416.062
     6 -0.11081979D+05  112.7076308    0.0100680    529.437   505.367    FS
                                                    580.173   385.022
     7 -0.10651543D+05  430.4367943    0.0388411    554.386   517.989    EM
                                                    472.473   455.152
     8 -0.10576880D+05   74.6623826    0.0070095    564.608   487.367    EM
                                                    441.147   506.879
     9 -0.10538731D+05   38.1494435    0.0036069    572.402   460.260    EM
                                                    417.677   549.661
    10 -0.10519407D+05   19.3232777    0.0018335    577.110   437.999    EM
                                                    402.105   582.786


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11998516D+05    0.0000000    0.0000000    913.560   307.706    EM
                                                    297.583   481.151
     2 -0.10868016D+05 1130.4997920    0.0942200    759.173   319.764    EM
                                                    319.456   601.607
     3 -0.10641315D+05  226.7018665    0.0208595    714.123   312.078    EM
                                                    311.066   662.733
     4 -0.10519352D+05  121.9622112    0.0114612    692.557   310.268    EM
                                                    312.538   684.638
     5 -0.10440756D+05   78.5968420    0.0074716    683.844   312.257    EM
                                                    313.028   690.871
     6 -0.10384575D+05   56.1803244    0.0053809    683.132   314.363    EM
                                                    311.534   690.971
     7 -0.10343450D+05   41.1248699    0.0039602    686.959   315.181    EM
                                                    308.729   689.130
     8 -0.10313670D+05   29.7807839    0.0028792    692.960   314.584    EM
                                                    305.293   687.163
     9 -0.10292647D+05   21.0221177    0.0020383    699.670   312.932    EM
                                                    301.693   685.706
    10 -0.10278265D+05   14.3820538    0.0013973    706.238   310.680    EM
                                                    298.239   684.843
    11 -0.10268723D+05    9.5424646    0.0009284    712.202   308.228    EM
                                                    295.136   684.434
    12 -0.10262544D+05    6.1794312    0.0006018    717.341   305.871    EM
                                                    292.495   684.293
    13 -0.10258598D+05    3.9459373    0.0003845    721.598   303.791    EM
                                                    290.349   684.261
    14 -0.10256085D+05    2.5124337    0.0002449    725.017   302.076    EM
                                                    288.674   684.233
    15 -0.10254475D+05    1.6099411    0.0001570    727.697   300.738    EM
                                                    287.409   684.156
    16 -0.10253429D+05    1.0462535    0.0001020    729.762   299.743    EM
                                                    286.482   684.013
    17 -0.10252734D+05    0.6946321    0.0000677    731.335   299.036    EM
                                                    285.823   683.806
    18 -0.10252260D+05    0.4746203    0.0000463    732.526   298.558    EM
                                                    285.368   683.548
    19 -0.10251924D+05    0.3356830    0.0000327    733.424   298.253    EM
                                                    285.068   683.255
    20 -0.10251678D+05    0.2463727    0.0000240    734.104   298.075    EM
                                                    284.881   682.940
    21 -0.10251490D+05    0.1874121    0.0000183    734.622   297.985    EM
                                                    284.776   682.617
    22 -0.10251343D+05    0.1471502    0.0000144    735.021   297.957    EM
                                                    284.730   682.293
    23 -0.10251224D+05    0.1186188    0.0000116    735.333   297.968    EM
                                                    284.723   681.976
    24 -0.10251127D+05    0.0976444    0.0000095    735.582   298.003    EM
                                                    284.743   681.672
    25 -0.10251045D+05    0.0817109    0.0000080    735.785   298.053    EM
                                                    284.780   681.382
    26 -0.10250976D+05    0.0692566    0.0000068    735.954   298.110    EM
                                                    284.827   681.109
    27 -0.10250917D+05    0.0592918    0.0000058    736.097   298.170    EM
                                                    284.879   680.854
    28 -0.10250865D+05    0.0511669    0.0000050    736.221   298.229    EM
                                                    284.934   680.616
    29 -0.10250821D+05    0.0444413    0.0000043    736.330   298.285    EM
                                                    284.989   680.396
    30 -0.10250782D+05    0.0388054    0.0000038    736.427   298.338    EM
                                                    285.043   680.192
    31 -0.10250748D+05    0.0340363    0.0000033    736.514   298.387    EM
                                                    285.094   680.004
    32 -0.10250718D+05    0.0299673    0.0000029    736.592   298.433    EM
                                                    285.143   679.832
    33 -0.10250692D+05    0.0264731    0.0000026    736.663   298.474    EM
                                                    285.190   679.673
    34 -0.10250668D+05    0.0234542    0.0000023    736.727   298.512    EM
                                                    285.233   679.527
    35 -0.10250647D+05    0.0208347    0.0000020    736.786   298.546    EM
                                                    285.274   679.394
    36 -0.10250629D+05    0.0185515    0.0000018    736.839   298.578    EM
                                                    285.312   679.271
    37 -0.10250612D+05    0.0165546    0.0000016    736.887   298.606    EM
                                                    285.348   679.159
    38 -0.10250597D+05    0.0148022    0.0000014    736.930   298.632    EM
                                                    285.382   679.057
    39 -0.10250584D+05    0.0132601    0.0000013    736.969   298.655    EM
                                                    285.413   678.963
    40 -0.10250572D+05    0.0118993    0.0000012    737.004   298.676    EM
                                                    285.443   678.877
    41 -0.10250562D+05    0.0106957    0.0000010    737.036   298.695    EM
                                                    285.471   678.798
    42 -0.10250552D+05    0.0096285    0.0000009    737.064   298.713    EM
                                                    285.497   678.726
    43 -0.10250543D+05    0.0086806    0.0000008    737.089   298.729    EM
                                                    285.521   678.661
    44 -0.10250535D+05    0.0078368    0.0000008    737.111   298.744    EM
                                                    285.544   678.600
    45 -0.10250528D+05    0.0070844    0.0000007    737.131   298.757    EM
                                                    285.566   678.545
    46 -0.10250522D+05    0.0064121    0.0000006    737.149   298.770    EM
                                                    285.587   678.495
    47 -0.10250516D+05    0.0058106    0.0000006    737.164   298.781    EM
                                                    285.606   678.449
    48 -0.10250511D+05    0.0052715    0.0000005    737.177   298.792    EM
                                                    285.625   678.406
    49 -0.10250506D+05    0.0047876    0.0000005    737.189   298.801    EM
                                                    285.642   678.368
    50 -0.10250502D+05    0.0043527    0.0000004    737.199   298.810    EM
                                                    285.659   678.332
    51 -0.10250498D+05    0.0039612    0.0000004    737.207   298.818    EM
                                                    285.675   678.300
    52 -0.10250494D+05    0.0036083    0.0000004    737.215   298.826    EM
                                                    285.690   678.270
    53 -0.10250491D+05    0.0032899    0.0000003    737.221   298.833    EM
                                                    285.704   678.243
    54 -0.10250488D+05    0.0030022    0.0000003    737.226   298.839    EM
                                                    285.717   678.218
    55 -0.10250485D+05    0.0027419    0.0000003    737.230   298.845    EM
                                                    285.730   678.195
    56 -0.10250483D+05    0.0025062    0.0000002    737.233   298.851    EM
                                                    285.742   678.174
    57 -0.10250480D+05    0.0022925    0.0000002    737.235   298.856    EM
                                                    285.754   678.155
    58 -0.10250478D+05    0.0020986    0.0000002    737.237   298.861    EM
                                                    285.765   678.137
    59 -0.10250476D+05    0.0019224    0.0000002    737.238   298.865    EM
                                                    285.776   678.121
    60 -0.10250475D+05    0.0017622    0.0000002    737.239   298.869    EM
                                                    285.786   678.106
    61 -0.10250473D+05    0.0016164    0.0000002    737.239   298.873    EM
                                                    285.795   678.092
    62 -0.10250471D+05    0.0014836    0.0000001    737.239   298.877    EM
                                                    285.805   678.080
    63 -0.10250470D+05    0.0013625    0.0000001    737.238   298.880    EM
                                                    285.814   678.068
    64 -0.10250469D+05    0.0012520    0.0000001    737.237   298.883    EM
                                                    285.822   678.058
    65 -0.10250468D+05    0.0011510    0.0000001    737.236   298.886    EM
                                                    285.830   678.048
    66 -0.10250467D+05    0.0010588    0.0000001    737.235   298.889    EM
                                                    285.838   678.039
    67 -0.10250466D+05    0.0009745    0.0000001    737.233   298.891    EM
                                                    285.845   678.031


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10825648D+05    0.0000000    0.0000000    540.679   467.351    EM
                                                    458.601   533.369
     2 -0.10758177D+05   67.4710659    0.0062325    581.410   435.091    FS
                                                    444.933   538.566
     3 -0.10572876D+05  185.3012175    0.0172242    710.244   301.584    FS
                                                    288.234   699.938
     4 -0.10544399D+05   28.4767531    0.0026934    724.639   292.018    EM
                                                    269.080   714.263
     5 -0.10500213D+05   44.1864536    0.0041905    734.511   286.663    EM
                                                    269.922   708.904
     6 -0.10506086D+05   -5.8727466   -0.0005593    764.796   263.814    EM
                                                    284.558   686.832
     7 -0.10471966D+05   34.1199042    0.0032476    770.189   263.684    EM
                                                    275.332   690.795
     8 -0.10458819D+05   13.1469989    0.0012554    754.203   278.810    EM
                                                    267.278   699.709
     9 -0.10437683D+05   21.1360374    0.0020209    760.322   272.180    EM
                                                    268.564   698.933
    10 -0.10416468D+05   21.2148603    0.0020325    757.490   275.639    EM
                                                    269.023   697.848
    11 -0.10395077D+05   21.3909038    0.0020536    765.198   271.377    EM
                                                    280.665   682.759
    12 -0.10379956D+05   15.1213918    0.0014547    768.407   269.374    EM
                                                    285.628   676.591
    13 -0.10362460D+05   17.4960982    0.0016856    763.670   276.693    EM
                                                    284.772   674.865
    14 -0.10342818D+05   19.6413844    0.0018954    756.738   283.443    EM
                                                    285.097   674.722
    15 -0.10324654D+05   18.1646192    0.0017563    751.953   287.850    EM
                                                    287.328   672.869
    16 -0.10307779D+05   16.8742883    0.0016344    748.296   292.194    EM
                                                    289.161   670.349
    17 -0.10293066D+05   14.7132550    0.0014274    745.405   296.189    EM
                                                    290.755   667.651
    18 -0.10282058D+05   11.0075543    0.0010694    743.137   299.840    EM
                                                    292.190   664.833
    19 -0.10274489D+05    7.5691045    0.0007361    741.404   302.858    EM
                                                    293.345   662.392
    20 -0.10269314D+05    5.1751424    0.0005037    740.218   305.020    EM
                                                    294.117   660.644
    21 -0.10265583D+05    3.7310356    0.0003633    739.512   306.358    EM
                                                    294.501   659.630
    22 -0.10262738D+05    2.8450910    0.0002771    739.167   307.039    EM
                                                    294.560   659.233
    23 -0.10260490D+05    2.2478057    0.0002190    739.062   307.252    EM
                                                    294.382   659.304
    24 -0.10258683D+05    1.8068152    0.0001761    739.097   307.152    EM
                                                    294.046   659.705
    25 -0.10257221D+05    1.4627697    0.0001426    739.202   306.854    EM
                                                    293.615   660.329
    26 -0.10256033D+05    1.1873040    0.0001158    739.331   306.439    EM
                                                    293.133   661.097
    27 -0.10255069D+05    0.9644793    0.0000940    739.456   305.961    EM
                                                    292.633   661.950
    28 -0.10254285D+05    0.7836565    0.0000764    739.561   305.457    EM
                                                    292.134   662.847
    29 -0.10253648D+05    0.6368549    0.0000621    739.638   304.951    EM
                                                    291.652   663.759
    30 -0.10253131D+05    0.5177307    0.0000505    739.685   304.456    EM
                                                    291.194   664.666
    31 -0.10252710D+05    0.4211250    0.0000411    739.700   303.983    EM
                                                    290.765   665.552
    32 -0.10252367D+05    0.3428464    0.0000334    739.688   303.537    EM
                                                    290.366   666.409
    33 -0.10252087D+05    0.2793721    0.0000272    739.650   303.120    EM
                                                    290.000   667.230
    34 -0.10251859D+05    0.2279119    0.0000222    739.591   302.733    EM
                                                    289.665   668.012
    35 -0.10251673D+05    0.1861856    0.0000182    739.513   302.377    EM
                                                    289.359   668.751
    36 -0.10251521D+05    0.1523271    0.0000149    739.421   302.050    EM
                                                    289.082   669.447
    37 -0.10251396D+05    0.1248269    0.0000122    739.318   301.751    EM
                                                    288.831   670.100
    38 -0.10251294D+05    0.1024649    0.0000100    739.207   301.478    EM
                                                    288.605   670.710
    39 -0.10251209D+05    0.0842568    0.0000082    739.089   301.230    EM
                                                    288.401   671.279
    40 -0.10251140D+05    0.0694088    0.0000068    738.969   301.004    EM
                                                    288.218   671.809
    41 -0.10251083D+05    0.0572814    0.0000056    738.847   300.800    EM
                                                    288.052   672.301
    42 -0.10251035D+05    0.0473593    0.0000046    738.725   300.614    EM
                                                    287.904   672.757
    43 -0.10250996D+05    0.0392275    0.0000038    738.604   300.446    EM
                                                    287.771   673.178
    44 -0.10250964D+05    0.0325511    0.0000032    738.486   300.294    EM
                                                    287.652   673.568
    45 -0.10250936D+05    0.0270601    0.0000026    738.371   300.157    EM
                                                    287.545   673.927
    46 -0.10250914D+05    0.0225364    0.0000022    738.260   300.033    EM
                                                    287.448   674.258
    47 -0.10250895D+05    0.0188034    0.0000018    738.154   299.921    EM
                                                    287.362   674.563
    48 -0.10250879D+05    0.0157184    0.0000015    738.052   299.819    EM
                                                    287.285   674.844
    49 -0.10250866D+05    0.0131649    0.0000013    737.956   299.728    EM
                                                    287.215   675.101
    50 -0.10250855D+05    0.0110501    0.0000011    737.865   299.645    EM
                                                    287.153   675.338
    51 -0.10250846D+05    0.0092946    0.0000009    737.778   299.570    EM
                                                    287.097   675.555
    52 -0.10250838D+05    0.0078371    0.0000008    737.697   299.502    EM
                                                    287.047   675.754
    53 -0.10250831D+05    0.0066261    0.0000006    737.621   299.441    EM
                                                    287.001   675.936
    54 -0.10250826D+05    0.0056195    0.0000005    737.550   299.386    EM
                                                    286.961   676.103
    55 -0.10250821D+05    0.0047827    0.0000005    737.484   299.336    EM
                                                    286.924   676.256
    56 -0.10250817D+05    0.0040872    0.0000004    737.422   299.291    EM
                                                    286.891   676.396
    57 -0.10250813D+05    0.0035093    0.0000003    737.365   299.250    EM
                                                    286.861   676.523
    58 -0.10250810D+05    0.0030298    0.0000003    737.312   299.214    EM
                                                    286.834   676.640
    59 -0.10250808D+05    0.0026324    0.0000003    737.263   299.180    EM
                                                    286.810   676.747
    60 -0.10250805D+05    0.0023039    0.0000002    737.217   299.150    EM
                                                    286.788   676.844
    61 -0.10250803D+05    0.0020331    0.0000002    737.176   299.123    EM
                                                    286.768   676.933
    62 -0.10250802D+05    0.0018108    0.0000002    737.137   299.098    EM
                                                    286.750   677.014
    63 -0.10250800D+05    0.0016293    0.0000002    737.102   299.076    EM
                                                    286.734   677.089
    64 -0.10250798D+05    0.0014823    0.0000001    737.069   299.056    EM
                                                    286.719   677.156
    65 -0.10250607D+05    0.1911817    0.0000187    736.015   300.189    QN
                                                    287.202   676.594
    66 -0.10250577D+05    0.0305766    0.0000030    736.267   299.847    EM
                                                    287.071   676.815
    67 -0.10250562D+05    0.0142965    0.0000014    736.425   299.617    EM
                                                    286.953   677.005
    68 -0.10250553D+05    0.0098221    0.0000010    736.527   299.456    EM
                                                    286.849   677.168
    69 -0.10250545D+05    0.0078898    0.0000008    736.596   299.341    EM
                                                    286.761   677.302
    70 -0.10250538D+05    0.0067176    0.0000007    736.645   299.257    EM
                                                    286.687   677.411
    71 -0.10250532D+05    0.0058680    0.0000006    736.682   299.195    EM
                                                    286.626   677.497
    72 -0.10250527D+05    0.0052023    0.0000005    736.711   299.148    EM
                                                    286.576   677.565
    73 -0.10250522D+05    0.0046618    0.0000005    736.733   299.113    EM
                                                    286.535   677.618
    74 -0.10250518D+05    0.0042143    0.0000004    736.752   299.086    EM
                                                    286.501   677.660
    75 -0.10250514D+05    0.0038388    0.0000004    736.768   299.066    EM
                                                    286.472   677.694
    76 -0.10250511D+05    0.0035202    0.0000003    736.782   299.050    EM
                                                    286.448   677.721
    77 -0.10250507D+05    0.0032471    0.0000003    736.794   299.037    EM
                                                    286.427   677.742
    78 -0.10250504D+05    0.0030109    0.0000003    736.805   299.027    EM
                                                    286.409   677.759
    79 -0.10250454D+05    0.0505600    0.0000049    737.142   298.884    QN
                                                    286.122   677.853
    80 -0.10250454D+05    0.0001095    0.0000000    737.132   298.911    EM
                                                    286.085   677.871


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15590515D+05    0.0000000    0.0000000   1215.351   163.317    EM
                                                    419.930   201.402
     2 -0.11243492D+05 4347.0222496    0.2788248   1183.801   250.694    EM
                                                    263.300   302.205
     3 -0.11155849D+05   87.6437275    0.0077951   1180.280   248.132    FS
                                                    269.029   302.559
     4 -0.10753661D+05  402.1877146    0.0360517   1098.411   291.734    EM
                                                    297.885   311.970
     5 -0.10641980D+05  111.6811828    0.0103854   1050.001   313.190    EM
                                                    315.279   321.530
     6 -0.10583796D+05   58.1835208    0.0054674   1025.415   327.243    EM
                                                    322.619   324.723
     7 -0.10552646D+05   31.1499386    0.0029432   1016.733   336.024    EM
                                                    323.277   323.966
     8 -0.10535199D+05   17.4478471    0.0016534   1017.002   340.400    EM
                                                    321.097   321.502
     9 -0.10524516D+05   10.6821486    0.0010139   1021.449   341.464    EM
                                                    318.341   318.746
    10 -0.10517550D+05    6.9667631    0.0006620   1027.466   340.580    EM
                                                    315.705   316.249
    11 -0.10512921D+05    4.6283847    0.0004401   1033.796   338.835    EM
                                                    313.268   314.101
    12 -0.10509831D+05    3.0899640    0.0002939   1039.862   336.883    EM
                                                    311.004   312.250
    13 -0.10507739D+05    2.0919814    0.0001990   1045.411   335.047    EM
                                                    308.901   310.640
    14 -0.10506281D+05    1.4585538    0.0001388   1050.352   333.446    EM
                                                    306.971   309.231
    15 -0.10505222D+05    1.0592136    0.0001008   1054.680   332.095    EM
                                                    305.228   307.997
    16 -0.10504418D+05    0.8035463    0.0000765   1058.432   330.968    EM
                                                    303.679   306.920
    17 -0.10503784D+05    0.6337117    0.0000603   1061.667   330.025    EM
                                                    302.322   305.986
    18 -0.10503269D+05    0.5148852    0.0000490   1064.449   329.230    EM
                                                    301.142   305.179
    19 -0.10502843D+05    0.4268764    0.0000406   1066.840   328.553    EM
                                                    300.122   304.484
    20 -0.10502484D+05    0.3583506    0.0000341   1068.898   327.973    EM
                                                    299.243   303.886
    21 -0.10502181D+05    0.3029651    0.0000288   1070.672   327.473    EM
                                                    298.483   303.372
    22 -0.10501924D+05    0.2571492    0.0000245   1072.207   327.038    EM
                                                    297.825   302.929
    23 -0.10501705D+05    0.2188018    0.0000208   1073.541   326.660    EM
                                                    297.253   302.546
    24 -0.10501519D+05    0.1865748    0.0000178   1074.705   326.329    EM
                                                    296.752   302.213
    25 -0.10501359D+05    0.1594945    0.0000152   1075.726   326.039    EM
                                                    296.313   301.922
    26 -0.10501222D+05    0.1367783    0.0000130   1076.625   325.784    EM
                                                    295.924   301.667
    27 -0.10501105D+05    0.1177557    0.0000112   1077.421   325.559    EM
                                                    295.579   301.441
    28 -0.10501003D+05    0.1018393    0.0000097   1078.128   325.360    EM
                                                    295.272   301.240
    29 -0.10500914D+05    0.0885163    0.0000084   1078.760   325.182    EM
                                                    294.996   301.061
    30 -0.10500837D+05    0.0773455    0.0000074   1079.327   325.023    EM
                                                    294.749   300.901
    31 -0.10500769D+05    0.0679528    0.0000065   1079.837   324.881    EM
                                                    294.526   300.756
    32 -0.10500709D+05    0.0600263    0.0000057   1080.298   324.752    EM
                                                    294.324   300.625
    33 -0.10500656D+05    0.0533082    0.0000051   1080.716   324.636    EM
                                                    294.141   300.507
    34 -0.10500608D+05    0.0475874    0.0000045   1081.095   324.531    EM
                                                    293.975   300.399
    35 -0.10500565D+05    0.0426917    0.0000041   1081.441   324.435    EM
                                                    293.823   300.302
    36 -0.10500527D+05    0.0384811    0.0000037   1081.756   324.347    EM
                                                    293.684   300.213
    37 -0.10500492D+05    0.0348412    0.0000033   1082.044   324.267    EM
                                                    293.558   300.131
    38 -0.10500460D+05    0.0316792    0.0000030   1082.308   324.194    EM
                                                    293.442   300.057
    39 -0.10500431D+05    0.0289188    0.0000028   1082.549   324.126    EM
                                                    293.335   299.989
    40 -0.10500405D+05    0.0264976    0.0000025   1082.771   324.064    EM
                                                    293.238   299.927
    41 -0.10500381D+05    0.0243643    0.0000023   1082.975   324.007    EM
                                                    293.148   299.870
    42 -0.10500358D+05    0.0224764    0.0000021   1083.163   323.954    EM
                                                    293.065   299.818
    43 -0.10500337D+05    0.0207985    0.0000020   1083.336   323.905    EM
                                                    292.989   299.770
    44 -0.10500318D+05    0.0193011    0.0000018   1083.495   323.860    EM
                                                    292.919   299.726
    45 -0.10500300D+05    0.0179596    0.0000017   1083.642   323.818    EM
                                                    292.854   299.685
    46 -0.10500283D+05    0.0167534    0.0000016   1083.778   323.780    EM
                                                    292.794   299.648
    47 -0.10500268D+05    0.0156647    0.0000015   1083.904   323.744    EM
                                                    292.739   299.614
    48 -0.10500253D+05    0.0146789    0.0000014   1084.020   323.710    EM
                                                    292.688   299.582
    49 -0.10500239D+05    0.0137834    0.0000013   1084.127   323.680    EM
                                                    292.640   299.553
    50 -0.10500226D+05    0.0129674    0.0000012   1084.226   323.651    EM
                                                    292.597   299.526
    51 -0.10500214D+05    0.0122216    0.0000012   1084.318   323.624    EM
                                                    292.556   299.502
    52 -0.10500202D+05    0.0115381    0.0000011   1084.404   323.599    EM
                                                    292.518   299.479
    53 -0.10500192D+05    0.0109100    0.0000010   1084.483   323.576    EM
                                                    292.484   299.458
    54 -0.10500181D+05    0.0103314    0.0000010   1084.556   323.554    EM
                                                    292.451   299.438
    55 -0.10500171D+05    0.0097971    0.0000009   1084.625   323.534    EM
                                                    292.421   299.420
    56 -0.10500162D+05    0.0093026    0.0000009   1084.688   323.515    EM
                                                    292.393   299.403
    57 -0.10500153D+05    0.0088439    0.0000008   1084.747   323.498    EM
                                                    292.367   299.388
    58 -0.10500145D+05    0.0084176    0.0000008   1084.802   323.481    EM
                                                    292.343   299.374
    59 -0.10500137D+05    0.0080206    0.0000008   1084.853   323.466    EM
                                                    292.321   299.360
    60 -0.10500129D+05    0.0076502    0.0000007   1084.901   323.451    EM
                                                    292.300   299.348
    61 -0.10500122D+05    0.0073040    0.0000007   1084.945   323.438    EM
                                                    292.281   299.337
    62 -0.10500115D+05    0.0069799    0.0000007   1084.986   323.425    EM
                                                    292.263   299.326
    63 -0.10500108D+05    0.0066761    0.0000006   1085.025   323.413    EM
                                                    292.246   299.316
    64 -0.10500102D+05    0.0063908    0.0000006   1085.061   323.402    EM
                                                    292.230   299.307
    65 -0.10500096D+05    0.0061224    0.0000006   1085.094   323.391    EM
                                                    292.215   299.299
    66 -0.10500090D+05    0.0058698    0.0000006   1085.126   323.382    EM
                                                    292.202   299.291
    67 -0.10500084D+05    0.0056316    0.0000005   1085.155   323.372    EM
                                                    292.189   299.283
    68 -0.10499971D+05    0.1132811    0.0000108   1083.036   324.917    QN
                                                    293.326   298.722
    69 -0.10499956D+05    0.0150164    0.0000014   1083.794   324.269    EM
                                                    292.903   299.034
    70 -0.10499950D+05    0.0054336    0.0000005   1084.279   323.904    EM
                                                    292.619   299.198
    71 -0.10499947D+05    0.0032388    0.0000003   1084.609   323.683    EM
                                                    292.433   299.275
    72 -0.10499945D+05    0.0023536    0.0000002   1084.843   323.544    EM
                                                    292.311   299.303
    73 -0.10499943D+05    0.0019208    0.0000002   1085.011   323.453    EM
                                                    292.230   299.306
    74 -0.10499941D+05    0.0016677    0.0000002   1085.135   323.392    EM
                                                    292.176   299.297
    75 -0.10499940D+05    0.0014961    0.0000001   1085.226   323.350    EM
                                                    292.140   299.283
    76 -0.10499938D+05    0.0013672    0.0000001   1085.295   323.321    EM
                                                    292.115   299.269
    77 -0.10499937D+05    0.0012637    0.0000001   1085.348   323.299    EM
                                                    292.097   299.256
    78 -0.10499936D+05    0.0011772    0.0000001   1085.388   323.283    EM
                                                    292.085   299.244
    79 -0.10499935D+05    0.0011030    0.0000001   1085.418   323.272    EM
                                                    292.077   299.233
    80 -0.10499934D+05    0.0010381    0.0000001   1085.442   323.263    EM
                                                    292.070   299.225
    81 -0.10499933D+05    0.0009808    0.0000001   1085.460   323.256    EM
                                                    292.066   299.218


     Beginning Time:  22:17:05
        Ending Time:  22:33:58
       Elapsed Time:  00:16:53



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