Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  10:57 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a two-level IRT mixture analysis
          with binary factor indicators and a between-level
          categorical latent variable

  VARIABLE:NAMES ARE u1-u8 dumb dum clus;
  	USEVARIABLES = u1-u8;
  	CATEGORICAL = u1-u8;
  	CLASSES = cb(2) c(2);
  	BETWEEN = cb;
  	CLUSTER = clus;
  DATA:	FILE = ex10.5.dat;
  ANALYSIS:	TYPE = TWOLEVEL MIXTURE;
  	ALGORITHM = INTEGRATION;
  	PROCESSORS = 2;
  MODEL:
  	%WITHIN%
  	%OVERALL%
  	f BY u1-u8;
  	[f@0];
  	%BETWEEN%
  	%OVERALL%
  	%cb#1.c#1%
  	[u1$1-u8$1];
  	%cb#1.c#2%
  	[u1$1-u8$1];
  	%cb#2.c#1%
  	[u1$1-u8$1];
  	%cb#2.c#2%
  	[u1$1-u8$1];
  MODEL c:
  	%WITHIN%
  	%c#1%
  	f;
  	%c#2%
  	f;
  OUTPUT:	TECH1 TECH8;




INPUT READING TERMINATED NORMALLY



this is an example of a two-level IRT mixture analysis
with binary factor indicators and a between-level
categorical latent variable

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

Number of dependent variables                                    8
Number of independent variables                                  0
Number of continuous latent variables                            1
Number of categorical latent variables                           2

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4          U5          U6
   U7          U8

Continuous latent variables
   F

Categorical latent variables
   CB          C

Variables with special functions

  Cluster variable      CLUS

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                            1
  Adaptive quadrature                                           ON
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Parameterization                                             LOGIT
Link                                                         LOGIT
Cholesky                                                        ON

Input data file(s)
  ex10.5.dat
Input data format  FREE


SUMMARY OF DATA

     Number of clusters                        100



UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.514         1028.000
      Category 2    0.486          972.000
    U2
      Category 1    0.513         1026.000
      Category 2    0.487          974.000
    U3
      Category 1    0.530         1061.000
      Category 2    0.469          939.000
    U4
      Category 1    0.641         1283.000
      Category 2    0.358          717.000
    U5
      Category 1    0.540         1081.000
      Category 2    0.460          919.000
    U6
      Category 1    0.537         1075.000
      Category 2    0.463          925.000
    U7
      Category 1    0.526         1052.000
      Category 2    0.474          948.000
    U8
      Category 1    0.532         1065.000
      Category 2    0.468          935.000


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:

           -9004.551  637345           19
           -9004.555  127215           9
           -9005.110  608496           4
           -9033.446  76974            16



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                       43

Loglikelihood

          H0 Value                       -9004.551
          H0 Scaling Correction Factor      1.0184
            for MLR

Information Criteria

          Akaike (AIC)                   18095.103
          Bayesian (BIC)                 18335.942
          Sample-Size Adjusted BIC       18199.328
            (n* = (n + 2) / 24)



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   CB  C


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

  Latent Class
    Pattern

    1  1        440.74962          0.22037
    1  2        736.18213          0.36809
    2  1        313.92302          0.15696
    2  2        509.14523          0.25457


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

  Latent Class
    Variable    Class

    CB             1      1176.93176          0.58847
                   2       823.06830          0.41153
    C              1       754.67261          0.37734
                   2      1245.32739          0.62266


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

Class Counts and Proportions

  Latent Class
    Pattern

    1  1              455          0.22750
    1  2              725          0.36250
    2  1              297          0.14850
    2  2              523          0.26150


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

  Latent Class
    Variable    Class

    CB             1            1180          0.59000
                   2             820          0.41000
    C              1             752          0.37600
                   2            1248          0.62400


CLASSIFICATION QUALITY

     Entropy                         0.874


MODEL RESULTS

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

Within Level

Latent Class Pattern 1 1

 F        BY
    U1                 1.000      0.000    999.000    999.000
    U2                 1.045      0.123      8.479      0.000
    U3                 1.113      0.141      7.913      0.000
    U4                 1.151      0.140      8.207      0.000
    U5                 1.132      0.150      7.562      0.000
    U6                 1.008      0.149      6.774      0.000
    U7                 1.038      0.153      6.783      0.000
    U8                 1.073      0.153      6.990      0.000

 Means
    F                  0.000      0.000    999.000    999.000

 Variances
    F                  2.325      0.555      4.185      0.000

Latent Class Pattern 1 2

 F        BY
    U1                 1.000      0.000    999.000    999.000
    U2                 1.045      0.123      8.479      0.000
    U3                 1.113      0.141      7.913      0.000
    U4                 1.151      0.140      8.207      0.000
    U5                 1.132      0.150      7.562      0.000
    U6                 1.008      0.149      6.774      0.000
    U7                 1.038      0.153      6.783      0.000
    U8                 1.073      0.153      6.990      0.000

 Means
    F                  0.000      0.000    999.000    999.000

 Variances
    F                  2.485      0.500      4.973      0.000

Latent Class Pattern 2 1

 F        BY
    U1                 1.000      0.000    999.000    999.000
    U2                 1.045      0.123      8.479      0.000
    U3                 1.113      0.141      7.913      0.000
    U4                 1.151      0.140      8.207      0.000
    U5                 1.132      0.150      7.562      0.000
    U6                 1.008      0.149      6.774      0.000
    U7                 1.038      0.153      6.783      0.000
    U8                 1.073      0.153      6.990      0.000

 Means
    F                  0.000      0.000    999.000    999.000

 Variances
    F                  2.325      0.555      4.185      0.000

Latent Class Pattern 2 2

 F        BY
    U1                 1.000      0.000    999.000    999.000
    U2                 1.045      0.123      8.479      0.000
    U3                 1.113      0.141      7.913      0.000
    U4                 1.151      0.140      8.207      0.000
    U5                 1.132      0.150      7.562      0.000
    U6                 1.008      0.149      6.774      0.000
    U7                 1.038      0.153      6.783      0.000
    U8                 1.073      0.153      6.990      0.000

 Means
    F                  0.000      0.000    999.000    999.000

 Variances
    F                  2.485      0.500      4.973      0.000

Between Level

Latent Class Pattern 1 1

 Thresholds
    U1$1              -2.028      0.297     -6.818      0.000
    U2$1              -2.131      0.348     -6.123      0.000
    U3$1              -2.223      0.314     -7.076      0.000
    U4$1               1.578      0.255      6.196      0.000
    U5$1               1.770      0.248      7.141      0.000
    U6$1               1.739      0.259      6.708      0.000
    U7$1               1.775      0.224      7.938      0.000
    U8$1               2.006      0.259      7.731      0.000

Latent Class Pattern 1 2

 Thresholds
    U1$1               1.057      0.142      7.463      0.000
    U2$1               0.901      0.160      5.627      0.000
    U3$1               1.133      0.151      7.522      0.000
    U4$1               1.156      0.182      6.356      0.000
    U5$1               0.012      0.160      0.072      0.942
    U6$1               0.025      0.155      0.159      0.874
    U7$1              -0.069      0.159     -0.433      0.665
    U8$1              -0.041      0.190     -0.213      0.831

Latent Class Pattern 2 1

 Thresholds
    U1$1              -1.990      0.226     -8.806      0.000
    U2$1              -1.883      0.219     -8.602      0.000
    U3$1              -1.951      0.199     -9.828      0.000
    U4$1              -2.312      0.272     -8.509      0.000
    U5$1               2.071      0.223      9.275      0.000
    U6$1               2.274      0.232      9.784      0.000
    U7$1               1.879      0.239      7.877      0.000
    U8$1               1.838      0.255      7.206      0.000

Latent Class Pattern 2 2

 Thresholds
    U1$1               1.634      0.168      9.713      0.000
    U2$1               1.914      0.174     11.023      0.000
    U3$1               2.231      0.201     11.089      0.000
    U4$1               2.041      0.179     11.424      0.000
    U5$1              -1.730      0.173    -10.021      0.000
    U6$1              -1.990      0.166    -11.970      0.000
    U7$1              -1.966      0.186    -10.574      0.000
    U8$1              -1.974      0.198     -9.977      0.000

Categorical Latent Variables

Within Level

 Means
    C#1               -0.501      0.071     -7.101      0.000

Between Level

 Means
    CB#1               0.358      0.204      1.754      0.079


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.426E-02
       (ratio of smallest to largest eigenvalue)


C-SPECIFIC CLASSIFICATION RESULTS

Classification Quality for CB

     Entropy                         0.993

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

           1        2

    1   0.997    0.003
    2   0.000    1.000


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

           1        2

    1   1.000    0.000
    2   0.004    0.996


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

              1        2

    1      9.934    0.000
    2     -5.570    0.000

Classification Quality for C

     Entropy                         0.755

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

           1        2

    1   0.908    0.092
    2   0.058    0.942


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

           1        2

    1   0.904    0.096
    2   0.056    0.944


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

              1        2

    1      2.247    0.000
    2     -2.829    0.000


RESULTS IN PROBABILITY SCALE

                    Estimate

Within Level

Between Level

Latent Class Pattern 1 1

 U1
    Category 1         0.189
    Category 2         0.811
 U2
    Category 1         0.182
    Category 2         0.818
 U3
    Category 1         0.179
    Category 2         0.821
 U4
    Category 1         0.740
    Category 2         0.260
 U5
    Category 1         0.766
    Category 2         0.234
 U6
    Category 1         0.775
    Category 2         0.225
 U7
    Category 1         0.777
    Category 2         0.223
 U8
    Category 1         0.801
    Category 2         0.199

Latent Class Pattern 1 2

 U1
    Category 1         0.676
    Category 2         0.324
 U2
    Category 1         0.648
    Category 2         0.352
 U3
    Category 1         0.678
    Category 2         0.322
 U4
    Category 1         0.678
    Category 2         0.322
 U5
    Category 1         0.502
    Category 2         0.498
 U6
    Category 1         0.504
    Category 2         0.496
 U7
    Category 1         0.488
    Category 2         0.512
 U8
    Category 1         0.493
    Category 2         0.507

Latent Class Pattern 2 1

 U1
    Category 1         0.193
    Category 2         0.807
 U2
    Category 1         0.211
    Category 2         0.789
 U3
    Category 1         0.210
    Category 2         0.790
 U4
    Category 1         0.174
    Category 2         0.826
 U5
    Category 1         0.802
    Category 2         0.198
 U6
    Category 1         0.838
    Category 2         0.162
 U7
    Category 1         0.790
    Category 2         0.210
 U8
    Category 1         0.781
    Category 2         0.219

Latent Class Pattern 2 2

 U1
    Category 1         0.759
    Category 2         0.241
 U2
    Category 1         0.789
    Category 2         0.211
 U3
    Category 1         0.818
    Category 2         0.182
 U4
    Category 1         0.793
    Category 2         0.207
 U5
    Category 1         0.243
    Category 2         0.757
 U6
    Category 1         0.198
    Category 2         0.802
 U7
    Category 1         0.204
    Category 2         0.796
 U8
    Category 1         0.207
    Category 2         0.793


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
                    0             0             0


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 1             0             0
 U3                 2             0             0
 U4                 3             0             0
 U5                 4             0             0
 U6                 5             0             0
 U7                 6             0             0
 U8                 7             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                    0             0             0


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F                  0             0             0
 CB#1               0             0             0
 C#1                0             0             0


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F                  8
 CB#1               0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
                    0             0             0


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 1             0             0
 U3                 2             0             0
 U4                 3             0             0
 U5                 4             0             0
 U6                 5             0             0
 U7                 6             0             0
 U8                 7             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                    0             0             0


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F                  0             0             0
 CB#1               0             0             0
 C#1                0             0             0


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F                  9
 CB#1               0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
                    0             0             0


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 1             0             0
 U3                 2             0             0
 U4                 3             0             0
 U5                 4             0             0
 U6                 5             0             0
 U7                 6             0             0
 U8                 7             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                    0             0             0


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F                  0             0             0
 CB#1               0             0             0
 C#1                0             0             0


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F                  8
 CB#1               0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
                    0             0             0


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 1             0             0
 U3                 2             0             0
 U4                 3             0             0
 U5                 4             0             0
 U6                 5             0             0
 U7                 6             0             0
 U8                 7             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                    0             0             0


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F                  0             0             0
 CB#1               0             0             0
 C#1                0             0             0


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F                  9
 CB#1               0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
                    0             0             0


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0
 U5                 0             0             0
 U6                 0             0             0
 U7                 0             0             0
 U8                 0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                    0             0             0


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F                  0             0             0
 CB#1               0             0             0
 C#1                0             0             0


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F                  0
 CB#1               0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
                    0             0             0


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0
 U5                 0             0             0
 U6                 0             0             0
 U7                 0             0             0
 U8                 0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                    0             0             0


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F                  0             0             0
 CB#1               0             0             0
 C#1                0             0             0


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F                  0
 CB#1               0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
                    0             0             0


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0
 U5                 0             0             0
 U6                 0             0             0
 U7                 0             0             0
 U8                 0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                    0             0             0


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F                  0             0             0
 CB#1               0             0             0
 C#1                0             0             0


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F                  0
 CB#1               0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
                    0             0             0


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0
 U5                 0             0             0
 U6                 0             0             0
 U7                 0             0             0
 U8                 0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                    0             0             0


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F                  0             0             0
 CB#1               0             0             0
 C#1                0             0             0


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F                  0
 CB#1               0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U6$1          U7$1          U8$1
              ________      ________      ________
                    0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U6$1          U7$1          U8$1
              ________      ________      ________
                    0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U6$1          U7$1          U8$1
              ________      ________      ________
                    0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                    0             0             0             0             0


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U6$1          U7$1          U8$1
              ________      ________      ________
                    0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                   10            11            12            13            14


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U6$1          U7$1          U8$1
              ________      ________      ________
                   15            16            17


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                   18            19            20            21            22


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U6$1          U7$1          U8$1
              ________      ________      ________
                   23            24            25


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                   26            27            28            29            30


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U6$1          U7$1          U8$1
              ________      ________      ________
                   31            32            33


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                   34            35            36            37            38


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U6$1          U7$1          U8$1
              ________      ________      ________
                   39            40            41


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


           ALPHA(C)
              CB#1          CB#2          C#1           C#2
              ________      ________      ________      ________
                    0             0            43             0


           GAMMA(C)
              F             CB#1          C#1
              ________      ________      ________
 CB#1               0             0             0
 CB#2               0             0             0
 C#1                0             0             0
 C#2                0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


           ALPHA(C)
              CB#1          CB#2          C#1           C#2
              ________      ________      ________      ________
                   42             0             0             0


           GAMMA(C)
              F             CB#1          C#1
              ________      ________      ________
 CB#1               0             0             0
 CB#2               0             0             0
 C#1                0             0             0
 C#2                0             0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1             1.000         0.000         0.000
 U2             1.000         0.000         0.000
 U3             1.000         0.000         0.000
 U4             1.000         0.000         0.000
 U5             1.000         0.000         0.000
 U6             1.000         0.000         0.000
 U7             1.000         0.000         0.000
 U8             1.000         0.000         0.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             1.000
 U7             0.000         1.000
 U8             0.000         0.000         1.000


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                0.000         0.000         0.000


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F              0.000         0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F              0.050
 CB#1           0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1             1.000         0.000         0.000
 U2             1.000         0.000         0.000
 U3             1.000         0.000         0.000
 U4             1.000         0.000         0.000
 U5             1.000         0.000         0.000
 U6             1.000         0.000         0.000
 U7             1.000         0.000         0.000
 U8             1.000         0.000         0.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             1.000
 U7             0.000         1.000
 U8             0.000         0.000         1.000


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                0.000         0.000         0.000


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F              0.000         0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F              0.050
 CB#1           0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1             1.000         0.000         0.000
 U2             1.000         0.000         0.000
 U3             1.000         0.000         0.000
 U4             1.000         0.000         0.000
 U5             1.000         0.000         0.000
 U6             1.000         0.000         0.000
 U7             1.000         0.000         0.000
 U8             1.000         0.000         0.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             1.000
 U7             0.000         1.000
 U8             0.000         0.000         1.000


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                0.000         0.000         0.000


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F              0.000         0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F              0.050
 CB#1           0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1             1.000         0.000         0.000
 U2             1.000         0.000         0.000
 U3             1.000         0.000         0.000
 U4             1.000         0.000         0.000
 U5             1.000         0.000         0.000
 U6             1.000         0.000         0.000
 U7             1.000         0.000         0.000
 U8             1.000         0.000         0.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             1.000
 U7             0.000         1.000
 U8             0.000         0.000         1.000


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                0.000         0.000         0.000


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F              0.000         0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F              0.050
 CB#1           0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1             0.000         0.000         0.000
 U2             0.000         0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000
 U5             0.000         0.000         0.000
 U6             0.000         0.000         0.000
 U7             0.000         0.000         0.000
 U8             0.000         0.000         0.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             0.000
 U7             0.000         0.000
 U8             0.000         0.000         0.000


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                0.000         0.000         0.000


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F              0.000         0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F              0.000
 CB#1           0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1             0.000         0.000         0.000
 U2             0.000         0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000
 U5             0.000         0.000         0.000
 U6             0.000         0.000         0.000
 U7             0.000         0.000         0.000
 U8             0.000         0.000         0.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             0.000
 U7             0.000         0.000
 U8             0.000         0.000         0.000


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                0.000         0.000         0.000


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F              0.000         0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F              0.000
 CB#1           0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1             0.000         0.000         0.000
 U2             0.000         0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000
 U5             0.000         0.000         0.000
 U6             0.000         0.000         0.000
 U7             0.000         0.000         0.000
 U8             0.000         0.000         0.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             0.000
 U7             0.000         0.000
 U8             0.000         0.000         0.000


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                0.000         0.000         0.000


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F              0.000         0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F              0.000
 CB#1           0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
                0.000         0.000         0.000


           LAMBDA
              F             CB#1          C#1
              ________      ________      ________
 U1             0.000         0.000         0.000
 U2             0.000         0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000
 U5             0.000         0.000         0.000
 U6             0.000         0.000         0.000
 U7             0.000         0.000         0.000
 U8             0.000         0.000         0.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             0.000
 U7             0.000         0.000
 U8             0.000         0.000         0.000


           ALPHA
              F             CB#1          C#1
              ________      ________      ________
                0.000         0.000         0.000


           BETA
              F             CB#1          C#1
              ________      ________      ________
 F              0.000         0.000         0.000
 CB#1           0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              F             CB#1          C#1
              ________      ________      ________
 F              0.000
 CB#1           0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U6$1          U7$1          U8$1
              ________      ________      ________
                0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U6$1          U7$1          U8$1
              ________      ________      ________
                0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U6$1          U7$1          U8$1
              ________      ________      ________
                0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U6$1          U7$1          U8$1
              ________      ________      ________
                0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
               -0.944        -0.948        -0.878        -0.418        -0.838


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U6$1          U7$1          U8$1
              ________      ________      ________
               -0.850        -0.896        -0.870


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.056         0.052         0.122         0.582         0.162


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U6$1          U7$1          U8$1
              ________      ________      ________
                0.150         0.104         0.130


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                0.056         0.052         0.122         0.582         0.162


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U6$1          U7$1          U8$1
              ________      ________      ________
                0.150         0.104         0.130


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
                1.056         1.052         1.122         1.582         1.162


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U6$1          U7$1          U8$1
              ________      ________      ________
                1.150         1.104         1.130


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


           GAMMA(C)
              F             CB#1          C#1
              ________      ________      ________
 CB#1           0.000         0.000         0.000
 CB#2           0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 C#2            0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


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


           GAMMA(C)
              F             CB#1          C#1
              ________      ________      ________
 CB#1           0.000         0.000         0.000
 CB#2           0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 C#2            0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.10655918D+05    0.0000000    0.0000000  EM
              2 -0.10361688D+05  294.2301640    0.0276119  EM
              3 -0.10269168D+05   92.5204319    0.0089291  EM
              4 -0.10215981D+05   53.1863646    0.0051792  EM
              5 -0.10097145D+05  118.8360876    0.0116324  EM
              6 -0.98674110D+04  229.7341034    0.0227524  EM
              7 -0.96576941D+04  209.7169260    0.0212535  EM
              8 -0.95179407D+04  139.7534152    0.0144707  EM
              9 -0.94389517D+04   78.9890203    0.0082990  EM
             10 -0.93776249D+04   61.3267607    0.0064972  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.13725787D+05    0.0000000    0.0000000  EM
              2 -0.10255357D+05 3470.4293044    0.2528401  EM
              3 -0.96873261D+04  568.0311074    0.0553887  EM
              4 -0.95119315D+04  175.3946725    0.0181056  EM
              5 -0.94362472D+04   75.6842544    0.0079568  EM
              6 -0.94027143D+04   33.5329183    0.0035536  EM
              7 -0.93868043D+04   15.9099842    0.0016921  EM
              8 -0.93785836D+04    8.2207092    0.0008758  EM
              9 -0.93737800D+04    4.8035700    0.0005122  EM
             10 -0.93700126D+04    3.7674490    0.0004019  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.16203359D+05    0.0000000    0.0000000  EM
              2 -0.12524427D+05 3678.9314596    0.2270475  EM
              3 -0.10412467D+05 2111.9598306    0.1686273  EM
              4 -0.95634149D+04  849.0526082    0.0815419  EM
              5 -0.93163722D+04  247.0426408    0.0258321  EM
              6 -0.92672765D+04   49.0957698    0.0052698  EM
              7 -0.92217882D+04   45.4882339    0.0049085  EM
              8 -0.92033486D+04   18.4396081    0.0019996  EM
              9 -0.91780531D+04   25.2955364    0.0027485  EM
             10 -0.91600184D+04   18.0346651    0.0019650  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.13282934D+05    0.0000000    0.0000000  EM
              2 -0.10797453D+05 2485.4810239    0.1871184  EM
              3 -0.10013973D+05  783.4799078    0.0725615  EM
              4 -0.96484766D+04  365.4962939    0.0364986  EM
              5 -0.94978705D+04  150.6060691    0.0156093  EM
              6 -0.94307460D+04   67.1244740    0.0070673  EM
              7 -0.93896685D+04   41.0774996    0.0043557  EM
              8 -0.93639816D+04   25.6869307    0.0027357  EM
              9 -0.93464538D+04   17.5278313    0.0018718  EM
             10 -0.93333404D+04   13.1133494    0.0014030  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.15050842D+05    0.0000000    0.0000000  EM
              2 -0.10601852D+05 4448.9896530    0.2955974  EM
              3 -0.96435072D+04  958.3449690    0.0903941  EM
              4 -0.94034814D+04  240.0257641    0.0248899  EM
              5 -0.92892416D+04  114.2398353    0.0121487  EM
              6 -0.91909122D+04   98.3293724    0.0105853  EM
              7 -0.91253012D+04   65.6110762    0.0071387  EM
              8 -0.90902067D+04   35.0944130    0.0038458  EM
              9 -0.90670468D+04   23.1598995    0.0025478  EM
             10 -0.90521114D+04   14.9354629    0.0016472  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.13736739D+05    0.0000000    0.0000000  EM
              2 -0.10669357D+05 3067.3814213    0.2232976  EM
              3 -0.99181252D+04  751.2321792    0.0704103  EM
              4 -0.95175579D+04  400.5672851    0.0403874  EM
              5 -0.94382381D+04   79.3197532    0.0083340  EM
              6 -0.93680632D+04   70.1749173    0.0074352  EM
              7 -0.93063599D+04   61.7033054    0.0065866  EM
              8 -0.92286160D+04   77.7438767    0.0083538  EM
              9 -0.91639438D+04   64.6721780    0.0070078  EM
             10 -0.91228924D+04   41.0514870    0.0044797  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.16316005D+05    0.0000000    0.0000000  EM
              2 -0.10357758D+05 5958.2473413    0.3651781  EM
              3 -0.99122324D+04  445.5254799    0.0430137  EM
              4 -0.96652778D+04  246.9545169    0.0249141  EM
              5 -0.95371249D+04  128.1529201    0.0132591  EM
              6 -0.94320244D+04  105.1004772    0.0110201  EM
              7 -0.92596010D+04  172.4234420    0.0182806  EM
              8 -0.91756065D+04   83.9945312    0.0090711  EM
              9 -0.91387197D+04   36.8867206    0.0040201  EM
             10 -0.91192930D+04   19.4267198    0.0021258  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.16771089D+05    0.0000000    0.0000000  EM
              2 -0.10596654D+05 6174.4348340    0.3681594  EM
              3 -0.95010506D+04 1095.6037483    0.1033915  EM
              4 -0.92525193D+04  248.5312865    0.0261583  EM
              5 -0.91815300D+04   70.9893415    0.0076724  EM
              6 -0.91510818D+04   30.4482050    0.0033162  EM
              7 -0.91329016D+04   18.1801889    0.0019867  EM
              8 -0.91199744D+04   12.9271641    0.0014154  EM
              9 -0.91096497D+04   10.3247306    0.0011321  EM
             10 -0.91009041D+04    8.7456000    0.0009600  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.18598668D+05    0.0000000    0.0000000  EM
              2 -0.10564076D+05 8034.5925617    0.4319983  EM
              3 -0.98601256D+04  703.9503165    0.0666362  EM
              4 -0.93382235D+04  521.9020979    0.0529306  EM
              5 -0.91876868D+04  150.5367083    0.0161205  EM
              6 -0.91411025D+04   46.5842418    0.0050703  EM
              7 -0.91172707D+04   23.8317984    0.0026071  EM
              8 -0.91026250D+04   14.6457028    0.0016064  EM
              9 -0.90933116D+04    9.3134428    0.0010232  EM
             10 -0.90871617D+04    6.1498770    0.0006763  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.17236519D+05    0.0000000    0.0000000  EM
              2 -0.11761094D+05 5475.4253011    0.3176642  EM
              3 -0.99926773D+04 1768.4167494    0.1503616  EM
              4 -0.93586801D+04  633.9971085    0.0634462  EM
              5 -0.92082330D+04  150.4471768    0.0160757  EM
              6 -0.91500481D+04   58.1848568    0.0063188  EM
              7 -0.91192705D+04   30.7776302    0.0033637  EM
              8 -0.91005907D+04   18.6797740    0.0020484  EM
              9 -0.90881461D+04   12.4445910    0.0013674  EM
             10 -0.90787121D+04    9.4340031    0.0010381  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.17178572D+05    0.0000000    0.0000000  EM
              2 -0.11178264D+05 6000.3076609    0.3492903  EM
              3 -0.10040494D+05 1137.7703206    0.1017842  EM
              4 -0.96775454D+04  362.9482369    0.0361484  EM
              5 -0.94788750D+04  198.6704670    0.0205290  EM
              6 -0.93675346D+04  111.3403860    0.0117462  EM
              7 -0.92845226D+04   83.0119918    0.0088617  EM
              8 -0.92399400D+04   44.5826305    0.0048018  EM
              9 -0.92038212D+04   36.1187492    0.0039090  EM
             10 -0.91694722D+04   34.3490480    0.0037320  EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4




   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.15050842D+05    0.0000000    0.0000000  EM
              2 -0.10601852D+05 4448.9896530    0.2955974  EM
              3 -0.96435072D+04  958.3449690    0.0903941  EM
              4 -0.94034814D+04  240.0257641    0.0248899  EM
              5 -0.92892416D+04  114.2398353    0.0121487  EM
              6 -0.91909122D+04   98.3293724    0.0105853  EM
              7 -0.91253012D+04   65.6110762    0.0071387  EM
              8 -0.90902067D+04   35.0944130    0.0038458  EM
              9 -0.90670468D+04   23.1598995    0.0025478  EM
             10 -0.90521114D+04   14.9354629    0.0016472  EM
             11 -0.90429429D+04    9.1684412    0.0010129  EM
             12 -0.90354302D+04    7.5126926    0.0008308  EM
             13 -0.90302571D+04    5.1731264    0.0005725  EM
             14 -0.90266039D+04    3.6531869    0.0004045  EM
             15 -0.90239324D+04    2.6715367    0.0002960  EM
             16 -0.90217451D+04    2.1872891    0.0002424  EM
             17 -0.90202172D+04    1.5278848    0.0001694  FS
             18 -0.90126575D+04    7.5597459    0.0008381  EM
             19 -0.90108422D+04    1.8153201    0.0002014  EM
             20 -0.90096984D+04    1.1437867    0.0001269  EM
             21 -0.90090259D+04    0.6724653    0.0000746  EM
             22 -0.90085244D+04    0.5015269    0.0000557  EM
             23 -0.90081733D+04    0.3510511    0.0000390  EM
             24 -0.90079233D+04    0.2500086    0.0000278  EM
             25 -0.90077432D+04    0.1800886    0.0000200  EM
             26 -0.90076086D+04    0.1346160    0.0000149  EM
             27 -0.90074976D+04    0.1110584    0.0000123  EM
             28 -0.90073955D+04    0.1020142    0.0000113  EM
             29 -0.90072829D+04    0.1126652    0.0000125  EM
             30 -0.90071428D+04    0.1401081    0.0000156  EM
             31 -0.90069569D+04    0.1858314    0.0000206  EM
             32 -0.90067176D+04    0.2392919    0.0000266  EM
             33 -0.90064342D+04    0.2834318    0.0000315  EM
             34 -0.90061369D+04    0.2972967    0.0000330  EM
             35 -0.90058627D+04    0.2741877    0.0000304  EM
             36 -0.90056368D+04    0.2259064    0.0000251  EM
             37 -0.90054650D+04    0.1717962    0.0000191  EM
             38 -0.90053403D+04    0.1246862    0.0000138  EM
             39 -0.90052519D+04    0.0883892    0.0000098  EM
             40 -0.90051904D+04    0.0615638    0.0000068  EM
             41 -0.90051488D+04    0.0415718    0.0000046  EM
             42 -0.90051227D+04    0.0261596    0.0000029  EM
             43 -0.90051088D+04    0.0138193    0.0000015  EM
             44 -0.90051052D+04    0.0036443    0.0000004  EM
             45 -0.90051101D+04   -0.0048863   -0.0000005  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9




   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.17236519D+05    0.0000000    0.0000000  EM
              2 -0.11761094D+05 5475.4253011    0.3176642  EM
              3 -0.99926773D+04 1768.4167494    0.1503616  EM
              4 -0.93586801D+04  633.9971085    0.0634462  EM
              5 -0.92082330D+04  150.4471768    0.0160757  EM
              6 -0.91500481D+04   58.1848568    0.0063188  EM
              7 -0.91192705D+04   30.7776302    0.0033637  EM
              8 -0.91005907D+04   18.6797740    0.0020484  EM
              9 -0.90881461D+04   12.4445910    0.0013674  EM
             10 -0.90787121D+04    9.4340031    0.0010381  EM
             11 -0.90705421D+04    8.1699785    0.0008999  EM
             12 -0.90628278D+04    7.7143795    0.0008505  EM
             13 -0.90553654D+04    7.4623985    0.0008234  EM
             14 -0.90483072D+04    7.0581309    0.0007794  EM
             15 -0.90419110D+04    6.3962710    0.0007069  EM
             16 -0.90363608D+04    5.5501810    0.0006138  EM
             17 -0.90317080D+04    4.6527562    0.0005149  EM
             18 -0.90278945D+04    3.8135259    0.0004222  EM
             19 -0.90248029D+04    3.0915693    0.0003424  EM
             20 -0.90222996D+04    2.5033012    0.0002774  EM
             21 -0.90202603D+04    2.0393610    0.0002260  EM
             22 -0.90185810D+04    1.6792779    0.0001862  EM
             23 -0.90171800D+04    1.4010019    0.0001553  EM
             24 -0.90159949D+04    1.1850782    0.0001314  EM
             25 -0.90149790D+04    1.0159288    0.0001127  EM
             26 -0.90140973D+04    0.8817109    0.0000978  EM
             27 -0.90133236D+04    0.7736589    0.0000858  EM
             28 -0.90126382D+04    0.6853668    0.0000760  EM
             29 -0.90120261D+04    0.6121672    0.0000679  EM
             30 -0.90114754D+04    0.5506492    0.0000611  EM
             31 -0.90109771D+04    0.4983008    0.0000553  EM
             32 -0.90105239D+04    0.4532539    0.0000503  EM
             33 -0.90101098D+04    0.4141016    0.0000460  EM
             34 -0.90097300D+04    0.3797708    0.0000421  EM
             35 -0.90093806D+04    0.3494315    0.0000388  EM
             36 -0.90090581D+04    0.3224330    0.0000358  EM
             37 -0.90087599D+04    0.2982587    0.0000331  EM
             38 -0.90084834D+04    0.2764928    0.0000307  EM
             39 -0.90082266D+04    0.2567981    0.0000285  EM
             40 -0.90079877D+04    0.2388982    0.0000265  EM
             41 -0.90077651D+04    0.2225616    0.0000247  EM
             42 -0.90075575D+04    0.2075972    0.0000230  EM
             43 -0.90073637D+04    0.1938440    0.0000215  EM
             44 -0.90071825D+04    0.1811651    0.0000201  EM
             45 -0.90070131D+04    0.1694444    0.0000188  EM
             46 -0.90068545D+04    0.1585822    0.0000176  EM
             47 -0.90067060D+04    0.1484932    0.0000165  EM
             48 -0.90065669D+04    0.1391033    0.0000154  EM
             49 -0.90064365D+04    0.1303486    0.0000145  EM
             50 -0.90063144D+04    0.1221730    0.0000136  EM
             51 -0.90061998D+04    0.1145279    0.0000127  EM
             52 -0.90060925D+04    0.1073704    0.0000119  EM
             53 -0.90059918D+04    0.1006625    0.0000112  EM
             54 -0.90058974D+04    0.0943706    0.0000105  EM
             55 -0.90058090D+04    0.0884650    0.0000098  EM
             56 -0.90057261D+04    0.0829189    0.0000092  EM
             57 -0.90056483D+04    0.0777081    0.0000086  EM
             58 -0.90055755D+04    0.0728110    0.0000081  EM
             59 -0.90055073D+04    0.0682076    0.0000076  EM
             60 -0.90054434D+04    0.0638813    0.0000071  EM
             61 -0.90053836D+04    0.0598112    0.0000066  EM
             62 -0.90049706D+04    0.4130425    0.0000459  QN
             63 -0.90047603D+04    0.2102752    0.0000234  EM
             64 -0.90047369D+04    0.0234332    0.0000026  EM
             65 -0.90047213D+04    0.0155749    0.0000017  EM
             66 -0.90047081D+04    0.0131824    0.0000015  EM
             67 -0.90046963D+04    0.0117847    0.0000013  EM
             68 -0.90046856D+04    0.0107289    0.0000012  EM
             69 -0.90046758D+04    0.0098464    0.0000011  EM
             70 -0.90046667D+04    0.0090746    0.0000010  EM
             71 -0.90046583D+04    0.0083841    0.0000009  EM
             72 -0.90046506D+04    0.0077584    0.0000009  EM
             73 -0.90046434D+04    0.0071872    0.0000008  EM
             74 -0.90046367D+04    0.0066631    0.0000007  EM
             75 -0.90046305D+04    0.0061806    0.0000007  EM
             76 -0.90045708D+04    0.0597511    0.0000066  QN
             77 -0.90045575D+04    0.0132342    0.0000015  EM
             78 -0.90045560D+04    0.0015096    0.0000002  EM
             79 -0.90045552D+04    0.0008524    0.0000001  EM


     Beginning Time:  22:57:32
        Ending Time:  22:58:13
       Elapsed Time:  00:00:41



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