Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:04 PM

INPUT INSTRUCTIONS

  title:
  	this is an example of a GMM for a count
      outcome using a negative binomial model
      with automatic starting values and random
      starts

  montecarlo:
  	names are u1-u8 x;
  	generate = u1-u8(nb);
  	count = u1-u8(nb);
  	genclasses = c(2);
  	classes = c(2);
  	nobs = 500;
  	seed = 3454367;
  	nrep = 1;
  	save = ex8.5b.dat;

  analysis:
  	type = mixture;
  	algorithm = integration;

  model population:

  	%overall%

  	[x@0]; x@1;

  	i s q | u1@0 u2@1 u3@2 u4@3 u5@4 u6@5 u7@6 u8@7;
  	[u1-u8@0];

  	i*.7;
  	s-q@0;
  	i with s-q@0;
  	q with s@0;

  	u1-u8*2;

  	c#1 on x*1;
  	i on x*.02;
  	s on x*.01;

  	%c#1%
  	[i*-3 s*1.5 q*-.2];

  	%c#2%
  	[i*-1 s*.7 q*-.1];


  model:
  	
  	%overall%



  	i s q | u1@0 u2@1 u3@2 u4@3 u5@4 u6@5 u7@6 u8@7;
  	[u1-u8@0];

  	i*.7;
  	s-q@0;
  	i with s-q@0;
  	q with s@0;

  	u1-u8*2;

  	c#1 on x*1;
  	i on x*.02;
  	s on x*.01;

  	%c#1%
  	[i*-3 s*1.5 q*-.2];

  	%c#2%
  	[i*-1 s*.7 q*-.1];



  output:
  	tech8 tech9;



INPUT READING TERMINATED NORMALLY




this is an example of a GMM for a count
outcome using a negative binomial model
with automatic starting values and random
starts

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                              3454367

Number of dependent variables                                    8
Number of independent variables                                  1
Number of continuous latent variables                            3
Number of categorical latent variables                           1

Observed dependent variables

  Count
   U1          U2          U3          U4          U5          U6
   U7          U8

Observed independent variables
   X

Continuous latent variables
   I           S           Q

Categorical latent variables
   C


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
Cholesky                                                        ON


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              X
              ________
 1             -0.021


           Covariances
              X
              ________
 X              1.034


           Correlations
              X
              ________
 X              1.000




MODEL FIT INFORMATION

Number of Free Parameters                       19

Loglikelihood

    H0 Value

        Mean                             -4424.635
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -4424.635      -4424.635
           0.980       0.000        -4424.635      -4424.635
           0.950       0.000        -4424.635      -4424.635
           0.900       0.000        -4424.635      -4424.635
           0.800       0.000        -4424.635      -4424.635
           0.700       0.000        -4424.635      -4424.635
           0.500       0.000        -4424.635      -4424.635
           0.300       0.000        -4424.635      -4424.635
           0.200       0.000        -4424.635      -4424.635
           0.100       0.000        -4424.635      -4424.635
           0.050       0.000        -4424.635      -4424.635
           0.020       0.000        -4424.635      -4424.635
           0.010       0.000        -4424.635      -4424.635

Information Criteria

    Akaike (AIC)

        Mean                              8887.270
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         8887.270       8887.270
           0.980       0.000         8887.270       8887.270
           0.950       0.000         8887.270       8887.270
           0.900       0.000         8887.270       8887.270
           0.800       0.000         8887.270       8887.270
           0.700       0.000         8887.270       8887.270
           0.500       0.000         8887.270       8887.270
           0.300       0.000         8887.270       8887.270
           0.200       0.000         8887.270       8887.270
           0.100       0.000         8887.270       8887.270
           0.050       0.000         8887.270       8887.270
           0.020       0.000         8887.270       8887.270
           0.010       0.000         8887.270       8887.270

    Bayesian (BIC)

        Mean                              8967.348
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         8967.348       8967.348
           0.980       0.000         8967.348       8967.348
           0.950       0.000         8967.348       8967.348
           0.900       0.000         8967.348       8967.348
           0.800       0.000         8967.348       8967.348
           0.700       0.000         8967.348       8967.348
           0.500       0.000         8967.348       8967.348
           0.300       0.000         8967.348       8967.348
           0.200       0.000         8967.348       8967.348
           0.100       0.000         8967.348       8967.348
           0.050       0.000         8967.348       8967.348
           0.020       0.000         8967.348       8967.348
           0.010       0.000         8967.348       8967.348

    Sample-Size Adjusted BIC (n* = (n + 2) / 24)

        Mean                              8907.041
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         8907.041       8907.041
           0.980       0.000         8907.041       8907.041
           0.950       0.000         8907.041       8907.041
           0.900       0.000         8907.041       8907.041
           0.800       0.000         8907.041       8907.041
           0.700       0.000         8907.041       8907.041
           0.500       0.000         8907.041       8907.041
           0.300       0.000         8907.041       8907.041
           0.200       0.000         8907.041       8907.041
           0.100       0.000         8907.041       8907.041
           0.050       0.000         8907.041       8907.041
           0.020       0.000         8907.041       8907.041
           0.010       0.000         8907.041       8907.041



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

    Latent
   Classes

       1        326.32027          0.65264
       2        173.67973          0.34736


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

    Latent
   Classes

       1        326.31908          0.65264
       2        173.68092          0.34736


CLASSIFICATION QUALITY

     Entropy                         0.396


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              358          0.71600
       2              142          0.28400


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

           1        2

    1   0.828    0.172
    2   0.210    0.790


MODEL RESULTS

                           ESTIMATES              S. E.     M. S. E.  95%  % Sig
              Population   Average   Std. Dev.   Average             Cover Coeff
Latent Class 1

 I        |
  U1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U7               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U8               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S        |
  U1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5               4.000     4.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6               5.000     5.0000     0.0000     0.0000     0.0000 1.000 0.000
  U7               6.000     6.0000     0.0000     0.0000     0.0000 1.000 0.000
  U8               7.000     7.0000     0.0000     0.0000     0.0000 1.000 0.000

 Q        |
  U1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3               4.000     4.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4               9.000     9.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5              16.000    16.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6              25.000    25.0000     0.0000     0.0000     0.0000 1.000 0.000
  U7              36.000    36.0000     0.0000     0.0000     0.0000 1.000 0.000
  U8              49.000    49.0000     0.0000     0.0000     0.0000 1.000 0.000

 I          ON
  X                0.020    -0.2478     0.0000     0.0985     0.0717 0.000 1.000

 S          ON
  X                0.010     0.0278     0.0000     0.0181     0.0003 1.000 0.000

 I        WITH
  S                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Q                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Q        WITH
  S                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Means
  Q               -0.200    -0.1616     0.0000     0.0194     0.0015 0.000 1.000

 Intercepts
  I               -3.000    -2.4568     0.0000     0.2793     0.2951 1.000 1.000
  S                1.500     1.1683     0.0000     0.1439     0.1100 0.000 1.000
  U1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U7               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U8               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  Q                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Residual Variances
  I                0.700     0.2710     0.0000     0.1101     0.1840 0.000 1.000
  S                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Dispersion
  U1               2.000     2.4413     0.0000     0.7163     0.1948 1.000 1.000
  U2               2.000     3.1870     0.0000     0.5208     1.4090 0.000 1.000
  U3               2.000     1.8985     0.0000     0.3222     0.0103 1.000 1.000
  U4               2.000     1.9447     0.0000     0.2804     0.0031 1.000 1.000
  U5               2.000     2.1262     0.0000     0.2963     0.0159 1.000 1.000
  U6               2.000     2.0358     0.0000     0.2897     0.0013 1.000 1.000
  U7               2.000     2.0420     0.0000     0.3804     0.0018 1.000 1.000
  U8               2.000     2.5355     0.0000     0.7123     0.2868 1.000 1.000

Latent Class 2

 I        |
  U1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U7               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U8               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S        |
  U1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5               4.000     4.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6               5.000     5.0000     0.0000     0.0000     0.0000 1.000 0.000
  U7               6.000     6.0000     0.0000     0.0000     0.0000 1.000 0.000
  U8               7.000     7.0000     0.0000     0.0000     0.0000 1.000 0.000

 Q        |
  U1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3               4.000     4.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4               9.000     9.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5              16.000    16.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6              25.000    25.0000     0.0000     0.0000     0.0000 1.000 0.000
  U7              36.000    36.0000     0.0000     0.0000     0.0000 1.000 0.000
  U8              49.000    49.0000     0.0000     0.0000     0.0000 1.000 0.000

 I          ON
  X                0.020    -0.2478     0.0000     0.0985     0.0717 0.000 1.000

 S          ON
  X                0.010     0.0278     0.0000     0.0181     0.0003 1.000 0.000

 I        WITH
  S                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Q                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Q        WITH
  S                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Means
  Q               -0.100    -0.1157     0.0000     0.0158     0.0002 1.000 1.000

 Intercepts
  I               -1.000    -0.4470     0.0000     0.2316     0.3058 0.000 0.000
  S                0.700     0.7742     0.0000     0.1112     0.0055 1.000 1.000
  U1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U6               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U7               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U8               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  Q                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Residual Variances
  I                0.700     0.2710     0.0000     0.1101     0.1840 0.000 1.000
  S                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Dispersion
  U1               2.000     2.4413     0.0000     0.7163     0.1948 1.000 1.000
  U2               2.000     3.1870     0.0000     0.5208     1.4090 0.000 1.000
  U3               2.000     1.8985     0.0000     0.3222     0.0103 1.000 1.000
  U4               2.000     1.9447     0.0000     0.2804     0.0031 1.000 1.000
  U5               2.000     2.1262     0.0000     0.2963     0.0159 1.000 1.000
  U6               2.000     2.0358     0.0000     0.2897     0.0013 1.000 1.000
  U7               2.000     2.0420     0.0000     0.3804     0.0018 1.000 1.000
  U8               2.000     2.5355     0.0000     0.7123     0.2868 1.000 1.000

Categorical Latent Variables

 C#1        ON
  X                1.000     0.2495     0.0000     0.1804     0.5633 0.000 0.000

 Intercepts
  C#1              0.000     0.6455     0.0000     0.3738     0.4167 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.970E-05
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U8            X
              ________      ________
 1                  0             0


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1               0             0             0             0
 U1                 0             0             0             0
 U2#1               0             0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0
 U3                 0             0             0             0
 U4#1               0             0             0             0
 U4                 0             0             0             0
 U5#1               0             0             0             0
 U5                 0             0             0             0
 U6#1               0             0             0             0
 U6                 0             0             0             0
 U7#1               0             0             0             0
 U7                 0             0             0             0
 U8#1               0             0             0             0
 U8                 0             0             0             0
 X                  0             0             0             0


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1               0
 U1                 0             1
 U2#1               0             0             0
 U2                 0             0             0             2
 U3#1               0             0             0             0             0
 U3                 0             0             0             0             0
 U4#1               0             0             0             0             0
 U4                 0             0             0             0             0
 U5#1               0             0             0             0             0
 U5                 0             0             0             0             0
 U6#1               0             0             0             0             0
 U6                 0             0             0             0             0
 U7#1               0             0             0             0             0
 U7                 0             0             0             0             0
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3                 3
 U4#1               0             0
 U4                 0             0             4
 U5#1               0             0             0             0
 U5                 0             0             0             0             5
 U6#1               0             0             0             0             0
 U6                 0             0             0             0             0
 U7#1               0             0             0             0             0
 U7                 0             0             0             0             0
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1               0
 U6                 0             6
 U7#1               0             0             0
 U7                 0             0             0             7
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U8            X
              ________      ________
 U8                 8
 X                  0             0


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1                  9            10            11             0


           BETA
              I             S             Q             X
              ________      ________      ________      ________
 I                  0             0             0            12
 S                  0             0             0            13
 Q                  0             0             0             0
 X                  0             0             0             0


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I                 14
 S                  0             0
 Q                  0             0             0
 X                  0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U8            X
              ________      ________
 1                  0             0


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1               0             0             0             0
 U1                 0             0             0             0
 U2#1               0             0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0
 U3                 0             0             0             0
 U4#1               0             0             0             0
 U4                 0             0             0             0
 U5#1               0             0             0             0
 U5                 0             0             0             0
 U6#1               0             0             0             0
 U6                 0             0             0             0
 U7#1               0             0             0             0
 U7                 0             0             0             0
 U8#1               0             0             0             0
 U8                 0             0             0             0
 X                  0             0             0             0


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1               0
 U1                 0             1
 U2#1               0             0             0
 U2                 0             0             0             2
 U3#1               0             0             0             0             0
 U3                 0             0             0             0             0
 U4#1               0             0             0             0             0
 U4                 0             0             0             0             0
 U5#1               0             0             0             0             0
 U5                 0             0             0             0             0
 U6#1               0             0             0             0             0
 U6                 0             0             0             0             0
 U7#1               0             0             0             0             0
 U7                 0             0             0             0             0
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3                 3
 U4#1               0             0
 U4                 0             0             4
 U5#1               0             0             0             0
 U5                 0             0             0             0             5
 U6#1               0             0             0             0             0
 U6                 0             0             0             0             0
 U7#1               0             0             0             0             0
 U7                 0             0             0             0             0
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1               0
 U6                 0             6
 U7#1               0             0             0
 U7                 0             0             0             7
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U8            X
              ________      ________
 U8                 8
 X                  0             0


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1                 15            16            17             0


           BETA
              I             S             Q             X
              ________      ________      ________      ________
 I                  0             0             0            12
 S                  0             0             0            13
 Q                  0             0             0             0
 X                  0             0             0             0


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I                 14
 S                  0             0
 Q                  0             0             0
 X                  0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 18             0


           GAMMA(C)
              I             S             Q             X
              ________      ________      ________      ________
 C#1                0             0             0            19
 C#2                0             0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1              0.000       -20.000         0.000       -20.000         0.000


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U8            X
              ________      ________
 1              0.000         0.000


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1           0.000         0.000         0.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         0.000         0.000
 U2             1.000         1.000         1.000         0.000
 U3#1           0.000         0.000         0.000         0.000
 U3             1.000         2.000         4.000         0.000
 U4#1           0.000         0.000         0.000         0.000
 U4             1.000         3.000         9.000         0.000
 U5#1           0.000         0.000         0.000         0.000
 U5             1.000         4.000        16.000         0.000
 U6#1           0.000         0.000         0.000         0.000
 U6             1.000         5.000        25.000         0.000
 U7#1           0.000         0.000         0.000         0.000
 U7             1.000         6.000        36.000         0.000
 U8#1           0.000         0.000         0.000         0.000
 U8             1.000         7.000        49.000         0.000
 X              0.000         0.000         0.000         1.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         2.000
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         2.000
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5#1           0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3             2.000
 U4#1           0.000         0.000
 U4             0.000         0.000         2.000
 U5#1           0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         2.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1           0.000
 U6             0.000         2.000
 U7#1           0.000         0.000         0.000
 U7             0.000         0.000         0.000         2.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U8            X
              ________      ________
 U8             2.000
 X              0.000         0.000


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1             -3.000         1.500        -0.200         0.000


           BETA
              I             S             Q             X
              ________      ________      ________      ________
 I              0.000         0.000         0.000         0.020
 S              0.000         0.000         0.000         0.010
 Q              0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I              0.700
 S              0.000         0.000
 Q              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.500


     STARTING VALUES FOR LATENT CLASS 2


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1              0.000       -20.000         0.000       -20.000         0.000


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U8            X
              ________      ________
 1              0.000         0.000


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1           0.000         0.000         0.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         0.000         0.000
 U2             1.000         1.000         1.000         0.000
 U3#1           0.000         0.000         0.000         0.000
 U3             1.000         2.000         4.000         0.000
 U4#1           0.000         0.000         0.000         0.000
 U4             1.000         3.000         9.000         0.000
 U5#1           0.000         0.000         0.000         0.000
 U5             1.000         4.000        16.000         0.000
 U6#1           0.000         0.000         0.000         0.000
 U6             1.000         5.000        25.000         0.000
 U7#1           0.000         0.000         0.000         0.000
 U7             1.000         6.000        36.000         0.000
 U8#1           0.000         0.000         0.000         0.000
 U8             1.000         7.000        49.000         0.000
 X              0.000         0.000         0.000         1.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         2.000
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         2.000
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5#1           0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3             2.000
 U4#1           0.000         0.000
 U4             0.000         0.000         2.000
 U5#1           0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         2.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1           0.000
 U6             0.000         2.000
 U7#1           0.000         0.000         0.000
 U7             0.000         0.000         0.000         2.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U8            X
              ________      ________
 U8             2.000
 X              0.000         0.000


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1             -1.000         0.700        -0.100         0.000


           BETA
              I             S             Q             X
              ________      ________      ________      ________
 I              0.000         0.000         0.000         0.020
 S              0.000         0.000         0.000         0.010
 Q              0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I              0.700
 S              0.000         0.000
 Q              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.500


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             Q             X
              ________      ________      ________      ________
 C#1            0.000         0.000         0.000         1.000
 C#2            0.000         0.000         0.000         0.000


     POPULATION VALUES FOR LATENT CLASS 1


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1              0.000       -20.000         0.000       -20.000         0.000


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U8            X
              ________      ________
 1              0.000         0.000


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1           0.000         0.000         0.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         0.000         0.000
 U2             1.000         1.000         1.000         0.000
 U3#1           0.000         0.000         0.000         0.000
 U3             1.000         2.000         4.000         0.000
 U4#1           0.000         0.000         0.000         0.000
 U4             1.000         3.000         9.000         0.000
 U5#1           0.000         0.000         0.000         0.000
 U5             1.000         4.000        16.000         0.000
 U6#1           0.000         0.000         0.000         0.000
 U6             1.000         5.000        25.000         0.000
 U7#1           0.000         0.000         0.000         0.000
 U7             1.000         6.000        36.000         0.000
 U8#1           0.000         0.000         0.000         0.000
 U8             1.000         7.000        49.000         0.000
 X              0.000         0.000         0.000         1.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         2.000
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         2.000
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5#1           0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3             2.000
 U4#1           0.000         0.000
 U4             0.000         0.000         2.000
 U5#1           0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         2.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1           0.000
 U6             0.000         2.000
 U7#1           0.000         0.000         0.000
 U7             0.000         0.000         0.000         2.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U8            X
              ________      ________
 U8             2.000
 X              0.000         0.000


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1             -3.000         1.500        -0.200         0.000


           BETA
              I             S             Q             X
              ________      ________      ________      ________
 I              0.000         0.000         0.000         0.020
 S              0.000         0.000         0.000         0.010
 Q              0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I              0.700
 S              0.000         0.000
 Q              0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000


     POPULATION VALUES FOR LATENT CLASS 2


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1              0.000       -20.000         0.000       -20.000         0.000


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U8            X
              ________      ________
 1              0.000         0.000


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1           0.000         0.000         0.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         0.000         0.000
 U2             1.000         1.000         1.000         0.000
 U3#1           0.000         0.000         0.000         0.000
 U3             1.000         2.000         4.000         0.000
 U4#1           0.000         0.000         0.000         0.000
 U4             1.000         3.000         9.000         0.000
 U5#1           0.000         0.000         0.000         0.000
 U5             1.000         4.000        16.000         0.000
 U6#1           0.000         0.000         0.000         0.000
 U6             1.000         5.000        25.000         0.000
 U7#1           0.000         0.000         0.000         0.000
 U7             1.000         6.000        36.000         0.000
 U8#1           0.000         0.000         0.000         0.000
 U8             1.000         7.000        49.000         0.000
 X              0.000         0.000         0.000         1.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         2.000
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         2.000
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5#1           0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3             2.000
 U4#1           0.000         0.000
 U4             0.000         0.000         2.000
 U5#1           0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         2.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1           0.000
 U6             0.000         2.000
 U7#1           0.000         0.000         0.000
 U7             0.000         0.000         0.000         2.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U8            X
              ________      ________
 U8             2.000
 X              0.000         0.000


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1             -1.000         0.700        -0.100         0.000


           BETA
              I             S             Q             X
              ________      ________      ________      ________
 I              0.000         0.000         0.000         0.020
 S              0.000         0.000         0.000         0.010
 Q              0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I              0.700
 S              0.000         0.000
 Q              0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             Q             X
              ________      ________      ________      ________
 C#1            0.000         0.000         0.000         1.000
 C#2            0.000         0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44400631D+04    0.0000000    0.0000000    245.797   254.203    EM
     2 -0.44286088D+04   11.4543148    0.0025798    290.202   209.798    FS
     3 -0.44285958D+04    0.0130464    0.0000029    399.066   100.934    FS
     4 -0.44263474D+04    2.2484000    0.0005077    395.128   104.872    EM
     5 -0.44259871D+04    0.3602645    0.0000814    393.102   106.898    EM
     6 -0.44258865D+04    0.1006420    0.0000227    391.885   108.115    EM
     7 -0.44258440D+04    0.0424187    0.0000096    391.010   108.990    EM
     8 -0.44258186D+04    0.0253866    0.0000057    390.282   109.718    EM
     9 -0.44258002D+04    0.0183986    0.0000042    389.617   110.383    EM
    10 -0.44257856D+04    0.0146733    0.0000033    388.979   111.021    EM
    11 -0.44257732D+04    0.0124009    0.0000028    388.352   111.648    EM
    12 -0.44257622D+04    0.0109254    0.0000025    387.731   112.269    EM
    13 -0.44257523D+04    0.0099331    0.0000022    387.113   112.887    EM
    14 -0.44257431D+04    0.0092484    0.0000021    386.497   113.503    EM
    15 -0.44257343D+04    0.0087663    0.0000020    385.881   114.119    EM
    16 -0.44257259D+04    0.0084225    0.0000019    385.267   114.733    EM
    17 -0.44257177D+04    0.0081765    0.0000018    384.653   115.347    EM
    18 -0.44257097D+04    0.0080026    0.0000018    384.040   115.960    EM
    19 -0.44257018D+04    0.0078841    0.0000018    383.428   116.572    EM
    20 -0.44256940D+04    0.0078100    0.0000018    382.816   117.184    EM
    21 -0.44256862D+04    0.0077727    0.0000018    382.204   117.796    EM
    22 -0.44256785D+04    0.0077670    0.0000018    381.592   118.408    EM
    23 -0.44256707D+04    0.0077890    0.0000018    380.980   119.020    EM
    24 -0.44256628D+04    0.0078359    0.0000018    380.367   119.633    EM
    25 -0.44256549D+04    0.0079054    0.0000018    379.754   120.246    EM
    26 -0.44256469D+04    0.0079958    0.0000018    379.139   120.861    EM
    27 -0.44256388D+04    0.0081058    0.0000018    378.524   121.476    EM
    28 -0.44256306D+04    0.0082341    0.0000019    377.908   122.092    EM
    29 -0.44256222D+04    0.0083797    0.0000019    377.290   122.710    EM
    30 -0.44256137D+04    0.0085417    0.0000019    376.671   123.329    EM
    31 -0.44256050D+04    0.0087193    0.0000020    376.050   123.950    EM
    32 -0.44255960D+04    0.0089119    0.0000020    375.428   124.572    EM
    33 -0.44255869D+04    0.0091187    0.0000021    374.803   125.197    EM
    34 -0.44255776D+04    0.0093390    0.0000021    374.176   125.824    EM
    35 -0.44255680D+04    0.0095723    0.0000022    373.548   126.452    EM
    36 -0.44255582D+04    0.0098178    0.0000022    372.917   127.083    EM
    37 -0.44255481D+04    0.0100749    0.0000023    372.284   127.716    EM
    38 -0.44255378D+04    0.0103429    0.0000023    371.649   128.351    EM
    39 -0.44255272D+04    0.0106211    0.0000024    371.011   128.989    EM
    40 -0.44255163D+04    0.0109086    0.0000025    370.371   129.629    EM
    41 -0.44255050D+04    0.0112046    0.0000025    369.729   130.271    EM
    42 -0.44254935D+04    0.0115081    0.0000026    369.084   130.916    EM
    43 -0.44254817D+04    0.0118183    0.0000027    368.437   131.563    EM
    44 -0.44254696D+04    0.0121339    0.0000027    367.788   132.212    EM
    45 -0.44254571D+04    0.0124539    0.0000028    367.137   132.863    EM
    46 -0.44254444D+04    0.0127771    0.0000029    366.484   133.516    EM
    47 -0.44254313D+04    0.0131019    0.0000030    365.829   134.171    EM
    48 -0.44254178D+04    0.0134272    0.0000030    365.172   134.828    EM
    49 -0.44254041D+04    0.0137513    0.0000031    364.514   135.486    EM
    50 -0.44253900D+04    0.0140725    0.0000032    363.854   136.146    EM
    51 -0.44253756D+04    0.0143893    0.0000033    363.193   136.807    EM
    52 -0.44253609D+04    0.0146998    0.0000033    362.531   137.469    EM
    53 -0.44253459D+04    0.0150023    0.0000034    361.869   138.131    EM
    54 -0.44253306D+04    0.0152948    0.0000035    361.206   138.794    EM
    55 -0.44253150D+04    0.0155754    0.0000035    360.542   139.458    EM
    56 -0.44252992D+04    0.0158421    0.0000036    359.879   140.121    EM
    57 -0.44252831D+04    0.0160930    0.0000036    359.216   140.784    EM
    58 -0.44252668D+04    0.0163260    0.0000037    358.554   141.446    EM
    59 -0.44252502D+04    0.0165393    0.0000037    357.892   142.108    EM
    60 -0.44252335D+04    0.0167308    0.0000038    357.233   142.767    EM
    61 -0.44248743D+04    0.3592417    0.0000812    330.468   169.532    QN
    62 -0.44247670D+04    0.1072723    0.0000242    330.841   169.159    EM
    63 -0.44247486D+04    0.0184097    0.0000042    330.817   169.183    EM
    64 -0.44247381D+04    0.0104383    0.0000024    330.676   169.324    EM
    65 -0.44247296D+04    0.0085650    0.0000019    330.500   169.500    EM
    66 -0.44247220D+04    0.0076017    0.0000017    330.316   169.684    EM
    67 -0.44247151D+04    0.0069174    0.0000016    330.134   169.866    EM
    68 -0.44247087D+04    0.0063643    0.0000014    329.957   170.043    EM
    69 -0.44247028D+04    0.0058849    0.0000013    329.785   170.215    EM
    70 -0.44246974D+04    0.0054525    0.0000012    329.619   170.381    EM
    71 -0.44246923D+04    0.0050542    0.0000011    329.459   170.541    EM
    72 -0.44246876D+04    0.0046835    0.0000011    329.306   170.694    EM
    73 -0.44246833D+04    0.0043368    0.0000010    329.158   170.842    EM
    74 -0.44246793D+04    0.0040121    0.0000009    329.017   170.983    EM
    75 -0.44246366D+04    0.0426651    0.0000096    326.295   173.705    QN
    76 -0.44246352D+04    0.0013703    0.0000003    326.320   173.680    EM
    77 -0.44246351D+04    0.0001408    0.0000000    326.319   173.681    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    U1
    U2
    U3
    U4
    U5
    U6
    U7
    U8
    X
    C

  Save file
    ex8.5b.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  22:04:00
        Ending Time:  22:04:07
       Elapsed Time:  00:00:07



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