Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:04 PM

INPUT INSTRUCTIONS

  title:	this is an example of a MZ-DZ AE twin model
      for a factor with multiple binary outcomes using
      logit and ML and doing the 2 groups via 2 classes
  	
  montecarlo:
  	names = u11-u14 u21-u24 dz;
  	nobs = 4000;
      generate = u11-u24(1) dz(1);
  	categorical = u11-dz;
      genclasses = cdz(2);
      classes = cdz(2);
  	nreps = 1;
  	save = ex7.29.dat;

  model population:
      %overall%
      f1 by u11@1
      u12-u14*1 (lam2-lam4);
      f2 by u21@1
      u22-u24*1 (lam2-lam4);
      [f1-f2@0];
      f1-f2*1 (var);
      [u11$1-u14$1*0] (t1-t4);
      [u21$1-u24$1*0] (t1-t4);

      %cdz#1% ! mz class
      [dz$1@15]; ! P(dz=1)=0
      f1 WITH f2*.64(covmz);

      %cdz#2% ! dz class
      [dz$1@-15]; ! P(dz=1)=1
      f1 WITH f2*.32(covdz);

  analysis:
      type = mixture;
      algorithm = integration;

  model:
      %overall%
      f1 by u11@1
      u12-u14*1 (lam2-lam4);
      f2 by u21@1
      u22-u24*1 (lam2-lam4);
      [f1-f2@0];
      f1-f2*1 (var);
      [u11$1-u14$1*0] (t1-t4);
      [u21$1-u24$1*0] (t1-t4);

      %cdz#1% ! mz class
      [dz$1@15]; ! P(dz=1)=0
      f1 WITH f2*.64(covmz);

      %cdz#2% ! dz class
      [dz$1@-15]; ! P(dz=1)=1
      f1 WITH f2*.32(covdz);

  model constraint:
      NEW(a*.8 c*.3 e*.52 h*.64);
      var = a**2 + c**2 + e**2;
      covmz = a**2 + c**2;
      covdz = 0.5*a**2 + c**2;
      h = a**2/(a**2 + c**2 + e**2);

  output:
  	tech8 tech9;




INPUT READING TERMINATED NORMALLY



this is an example of a MZ-DZ AE twin model
for a factor with multiple binary outcomes using
logit and ML and doing the 2 groups via 2 classes

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        4000

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                                    0

Number of dependent variables                                    9
Number of independent variables                                  0
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

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

Continuous latent variables
   F1          F2

Categorical latent variables
   CDZ


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            2
  Adaptive quadrature                                           ON
Link                                                         LOGIT
Cholesky                                                        ON





MODEL FIT INFORMATION

Number of Free Parameters                       11

Loglikelihood

    H0 Value

        Mean                            -24258.020
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000       -24258.020     -24258.020
           0.980       0.000       -24258.020     -24258.020
           0.950       0.000       -24258.020     -24258.020
           0.900       0.000       -24258.020     -24258.020
           0.800       0.000       -24258.020     -24258.020
           0.700       0.000       -24258.020     -24258.020
           0.500       0.000       -24258.020     -24258.020
           0.300       0.000       -24258.020     -24258.020
           0.200       0.000       -24258.020     -24258.020
           0.100       0.000       -24258.020     -24258.020
           0.050       0.000       -24258.020     -24258.020
           0.020       0.000       -24258.020     -24258.020
           0.010       0.000       -24258.020     -24258.020

Information Criteria

    Akaike (AIC)

        Mean                             48538.041
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        48538.041      48538.041
           0.980       0.000        48538.041      48538.041
           0.950       0.000        48538.041      48538.041
           0.900       0.000        48538.041      48538.041
           0.800       0.000        48538.041      48538.041
           0.700       0.000        48538.041      48538.041
           0.500       0.000        48538.041      48538.041
           0.300       0.000        48538.041      48538.041
           0.200       0.000        48538.041      48538.041
           0.100       0.000        48538.041      48538.041
           0.050       0.000        48538.041      48538.041
           0.020       0.000        48538.041      48538.041
           0.010       0.000        48538.041      48538.041

    Bayesian (BIC)

        Mean                             48607.275
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        48607.275      48607.275
           0.980       0.000        48607.275      48607.275
           0.950       0.000        48607.275      48607.275
           0.900       0.000        48607.275      48607.275
           0.800       0.000        48607.275      48607.275
           0.700       0.000        48607.275      48607.275
           0.500       0.000        48607.275      48607.275
           0.300       0.000        48607.275      48607.275
           0.200       0.000        48607.275      48607.275
           0.100       0.000        48607.275      48607.275
           0.050       0.000        48607.275      48607.275
           0.020       0.000        48607.275      48607.275
           0.010       0.000        48607.275      48607.275

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

        Mean                             48572.322
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        48572.322      48572.322
           0.980       0.000        48572.322      48572.322
           0.950       0.000        48572.322      48572.322
           0.900       0.000        48572.322      48572.322
           0.800       0.000        48572.322      48572.322
           0.700       0.000        48572.322      48572.322
           0.500       0.000        48572.322      48572.322
           0.300       0.000        48572.322      48572.322
           0.200       0.000        48572.322      48572.322
           0.100       0.000        48572.322      48572.322
           0.050       0.000        48572.322      48572.322
           0.020       0.000        48572.322      48572.322
           0.010       0.000        48572.322      48572.322

Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes

    Pearson Chi-Square

        Mean                               465.459
        Std Dev                              0.000
        Degrees of freedom                     500
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000          429.388        465.459
           0.980       1.000          437.219        465.459
           0.950       1.000          449.147        465.459
           0.900       1.000          459.926        465.459
           0.800       0.000          473.210        465.459
           0.700       0.000          482.946        465.459
           0.500       0.000          499.333        465.459
           0.300       0.000          516.087        465.459
           0.200       0.000          526.401        465.459
           0.100       0.000          540.930        465.459
           0.050       0.000          553.127        465.459
           0.020       0.000          567.070        465.459
           0.010       0.000          576.493        465.459

    Likelihood Ratio Chi-Square

        Mean                               473.897
        Std Dev                              0.000
        Degrees of freedom                     500
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000          429.388        473.897
           0.980       1.000          437.219        473.897
           0.950       1.000          449.147        473.897
           0.900       1.000          459.926        473.897
           0.800       1.000          473.210        473.897
           0.700       0.000          482.946        473.897
           0.500       0.000          499.333        473.897
           0.300       0.000          516.087        473.897
           0.200       0.000          526.401        473.897
           0.100       0.000          540.930        473.897
           0.050       0.000          553.127        473.897
           0.020       0.000          567.070        473.897
           0.010       0.000          576.493        473.897



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

    Latent
   Classes

       1       2030.00002          0.50750
       2       1969.99998          0.49250


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

    Latent
   Classes

       1       2030.00002          0.50750
       2       1969.99998          0.49250


CLASSIFICATION QUALITY

     Entropy                         1.000


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1             2030          0.50750
       2             1970          0.49250


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

           1        2

    1   1.000    0.000
    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   0.000    1.000


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

              1        2

    1     13.816    0.000
    2    -13.816    0.000


MODEL RESULTS

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

 F1       BY
  U11                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U12                 1.000     0.9682     0.0000     0.0750     0.0010 1.000 1.000
  U13                 1.000     0.9762     0.0000     0.0780     0.0006 1.000 1.000
  U14                 1.000     0.9321     0.0000     0.0758     0.0046 1.000 1.000

 F2       BY
  U21                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U22                 1.000     0.9682     0.0000     0.0750     0.0010 1.000 1.000
  U23                 1.000     0.9762     0.0000     0.0780     0.0006 1.000 1.000
  U24                 1.000     0.9321     0.0000     0.0758     0.0046 1.000 1.000

 F2       WITH
  F1                  0.640     0.6331     0.0000     0.0803     0.0000 1.000 1.000

 Means
  F1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  F2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Thresholds
  U11$1               0.000     0.0278     0.0000     0.0282     0.0008 1.000 0.000
  U12$1               0.000     0.0233     0.0000     0.0279     0.0005 1.000 0.000
  U13$1               0.000    -0.0196     0.0000     0.0282     0.0004 1.000 0.000
  U14$1               0.000     0.0278     0.0000     0.0278     0.0008 1.000 0.000
  U21$1               0.000     0.0278     0.0000     0.0282     0.0008 1.000 0.000
  U22$1               0.000     0.0233     0.0000     0.0279     0.0005 1.000 0.000
  U23$1               0.000    -0.0196     0.0000     0.0282     0.0004 1.000 0.000
  U24$1               0.000     0.0278     0.0000     0.0278     0.0008 1.000 0.000
  DZ$1               15.000    15.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  F1                  1.000     1.0414     0.0000     0.1121     0.0017 1.000 1.000
  F2                  1.000     1.0414     0.0000     0.1121     0.0017 1.000 1.000

Latent Class 2

 F1       BY
  U11                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U12                 1.000     0.9682     0.0000     0.0750     0.0010 1.000 1.000
  U13                 1.000     0.9762     0.0000     0.0780     0.0006 1.000 1.000
  U14                 1.000     0.9321     0.0000     0.0758     0.0046 1.000 1.000

 F2       BY
  U21                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U22                 1.000     0.9682     0.0000     0.0750     0.0010 1.000 1.000
  U23                 1.000     0.9762     0.0000     0.0780     0.0006 1.000 1.000
  U24                 1.000     0.9321     0.0000     0.0758     0.0046 1.000 1.000

 F2       WITH
  F1                  0.320     0.3994     0.0000     0.0632     0.0063 1.000 1.000

 Means
  F1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  F2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Thresholds
  U11$1               0.000     0.0278     0.0000     0.0282     0.0008 1.000 0.000
  U12$1               0.000     0.0233     0.0000     0.0279     0.0005 1.000 0.000
  U13$1               0.000    -0.0196     0.0000     0.0282     0.0004 1.000 0.000
  U14$1               0.000     0.0278     0.0000     0.0278     0.0008 1.000 0.000
  U21$1               0.000     0.0278     0.0000     0.0282     0.0008 1.000 0.000
  U22$1               0.000     0.0233     0.0000     0.0279     0.0005 1.000 0.000
  U23$1               0.000    -0.0196     0.0000     0.0282     0.0004 1.000 0.000
  U24$1               0.000     0.0278     0.0000     0.0278     0.0008 1.000 0.000
  DZ$1              -15.000   -15.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  F1                  1.000     1.0414     0.0000     0.1121     0.0017 1.000 1.000
  F2                  1.000     1.0414     0.0000     0.1121     0.0017 1.000 1.000

Categorical Latent Variables

 Means
  CDZ#1               0.000     0.0300     0.0000     0.0316     0.0009 1.000 0.000

New/Additional Parameters
  A                   0.800     0.6838     0.0000     0.1086     0.0135 1.000 1.000
  C                   0.300     0.4069     0.0000     0.1378     0.0114 1.000 1.000
  E                   0.520     0.6390     0.0000     0.0526     0.0142 0.000 1.000
  H                   0.640     0.4490     0.0000     0.1329     0.0365 1.000 1.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.452E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


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


           NU
              U22           U23           U24           DZ
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              F1            F2
              ________      ________
 U11                0             0
 U12                1             0
 U13                2             0
 U14                3             0
 U21                0             0
 U22                0             1
 U23                0             2
 U24                0             3
 DZ                 0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 DZ                 0             0             0             0             0


           THETA
              U22           U23           U24           DZ
              ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 DZ                 0             0             0             0


           ALPHA
              F1            F2
              ________      ________
 1                  0             0


           BETA
              F1            F2
              ________      ________
 F1                 0             0
 F2                 0             0


           PSI
              F1            F2
              ________      ________
 F1                 4
 F2                 5             4


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


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


           NU
              U22           U23           U24           DZ
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              F1            F2
              ________      ________
 U11                0             0
 U12                1             0
 U13                2             0
 U14                3             0
 U21                0             0
 U22                0             1
 U23                0             2
 U24                0             3
 DZ                 0             0


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11                0
 U12                0             0
 U13                0             0             0
 U14                0             0             0             0
 U21                0             0             0             0             0
 U22                0             0             0             0             0
 U23                0             0             0             0             0
 U24                0             0             0             0             0
 DZ                 0             0             0             0             0


           THETA
              U22           U23           U24           DZ
              ________      ________      ________      ________
 U22                0
 U23                0             0
 U24                0             0             0
 DZ                 0             0             0             0


           ALPHA
              F1            F2
              ________      ________
 1                  0             0


           BETA
              F1            F2
              ________      ________
 F1                 0             0
 F2                 0             0


           PSI
              F1            F2
              ________      ________
 F1                 4
 F2                 6             4


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


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


           TAU(U) FOR LATENT CLASS 1
              U22$1         U23$1         U24$1         DZ$1
              ________      ________      ________      ________
 1                  8             9            10             0


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


           TAU(U) FOR LATENT CLASS 2
              U22$1         U23$1         U24$1         DZ$1
              ________      ________      ________      ________
 1                  8             9            10             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              CDZ#1         CDZ#2
              ________      ________
 1                 11             0


           GAMMA(C)
              F1            F2
              ________      ________
 CDZ#1              0             0
 CDZ#2              0             0


     PARAMETER SPECIFICATION FOR THE ADDITIONAL PARAMETERS


           NEW/ADDITIONAL PARAMETERS
              A             C             E             H
              ________      ________      ________      ________
 1                 12            13            14            15


     STARTING VALUES FOR LATENT CLASS 1


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


           NU
              U22           U23           U24           DZ
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              F1            F2
              ________      ________
 U11            1.000         0.000
 U12            1.000         0.000
 U13            1.000         0.000
 U14            1.000         0.000
 U21            0.000         1.000
 U22            0.000         1.000
 U23            0.000         1.000
 U24            0.000         1.000
 DZ             0.000         0.000


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            0.000         0.000         0.000         0.000         0.000
 DZ             0.000         0.000         0.000         0.000         0.000


           THETA
              U22           U23           U24           DZ
              ________      ________      ________      ________
 U22            1.000
 U23            0.000         1.000
 U24            0.000         0.000         1.000
 DZ             0.000         0.000         0.000         1.000


           ALPHA
              F1            F2
              ________      ________
 1              0.000         0.000


           BETA
              F1            F2
              ________      ________
 F1             0.000         0.000
 F2             0.000         0.000


           PSI
              F1            F2
              ________      ________
 F1             1.000
 F2             0.640         1.000


     STARTING VALUES FOR LATENT CLASS 2


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


           NU
              U22           U23           U24           DZ
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              F1            F2
              ________      ________
 U11            1.000         0.000
 U12            1.000         0.000
 U13            1.000         0.000
 U14            1.000         0.000
 U21            0.000         1.000
 U22            0.000         1.000
 U23            0.000         1.000
 U24            0.000         1.000
 DZ             0.000         0.000


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            1.000
 U12            0.000         1.000
 U13            0.000         0.000         1.000
 U14            0.000         0.000         0.000         1.000
 U21            0.000         0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            0.000         0.000         0.000         0.000         0.000
 DZ             0.000         0.000         0.000         0.000         0.000


           THETA
              U22           U23           U24           DZ
              ________      ________      ________      ________
 U22            1.000
 U23            0.000         1.000
 U24            0.000         0.000         1.000
 DZ             0.000         0.000         0.000         1.000


           ALPHA
              F1            F2
              ________      ________
 1              0.000         0.000


           BETA
              F1            F2
              ________      ________
 F1             0.000         0.000
 F2             0.000         0.000


           PSI
              F1            F2
              ________      ________
 F1             1.000
 F2             0.320         1.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


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


           TAU(U) FOR LATENT CLASS 1
              U22$1         U23$1         U24$1         DZ$1
              ________      ________      ________      ________
 1              0.000         0.000         0.000        15.000


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


           TAU(U) FOR LATENT CLASS 2
              U22$1         U23$1         U24$1         DZ$1
              ________      ________      ________      ________
 1              0.000         0.000         0.000       -15.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              F1            F2
              ________      ________
 CDZ#1          0.000         0.000
 CDZ#2          0.000         0.000


     STARTING VALUES FOR THE ADDITIONAL PARAMETERS


           NEW/ADDITIONAL PARAMETERS
              A             C             E             H
              ________      ________      ________      ________
 1              0.800         0.300         0.520         0.640


     POPULATION VALUES FOR LATENT CLASS 1


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


           NU
              U22           U23           U24           DZ
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              F1            F2
              ________      ________
 U11            1.000         0.000
 U12            1.000         0.000
 U13            1.000         0.000
 U14            1.000         0.000
 U21            0.000         1.000
 U22            0.000         1.000
 U23            0.000         1.000
 U24            0.000         1.000
 DZ             0.000         0.000


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            0.000
 U12            0.000         0.000
 U13            0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            0.000         0.000         0.000         0.000         0.000
 DZ             0.000         0.000         0.000         0.000         0.000


           THETA
              U22           U23           U24           DZ
              ________      ________      ________      ________
 U22            0.000
 U23            0.000         0.000
 U24            0.000         0.000         0.000
 DZ             0.000         0.000         0.000         0.000


           ALPHA
              F1            F2
              ________      ________
 1              0.000         0.000


           BETA
              F1            F2
              ________      ________
 F1             0.000         0.000
 F2             0.000         0.000


           PSI
              F1            F2
              ________      ________
 F1             1.000
 F2             0.640         1.000


     POPULATION VALUES FOR LATENT CLASS 2


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


           NU
              U22           U23           U24           DZ
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              F1            F2
              ________      ________
 U11            1.000         0.000
 U12            1.000         0.000
 U13            1.000         0.000
 U14            1.000         0.000
 U21            0.000         1.000
 U22            0.000         1.000
 U23            0.000         1.000
 U24            0.000         1.000
 DZ             0.000         0.000


           THETA
              U11           U12           U13           U14           U21
              ________      ________      ________      ________      ________
 U11            0.000
 U12            0.000         0.000
 U13            0.000         0.000         0.000
 U14            0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U24            0.000         0.000         0.000         0.000         0.000
 DZ             0.000         0.000         0.000         0.000         0.000


           THETA
              U22           U23           U24           DZ
              ________      ________      ________      ________
 U22            0.000
 U23            0.000         0.000
 U24            0.000         0.000         0.000
 DZ             0.000         0.000         0.000         0.000


           ALPHA
              F1            F2
              ________      ________
 1              0.000         0.000


           BETA
              F1            F2
              ________      ________
 F1             0.000         0.000
 F2             0.000         0.000


           PSI
              F1            F2
              ________      ________
 F1             1.000
 F2             0.320         1.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART


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


           TAU(U) FOR LATENT CLASS 1
              U22$1         U23$1         U24$1         DZ$1
              ________      ________      ________      ________
 1              0.000         0.000         0.000        15.000


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


           TAU(U) FOR LATENT CLASS 2
              U22$1         U23$1         U24$1         DZ$1
              ________      ________      ________      ________
 1              0.000         0.000         0.000       -15.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              F1            F2
              ________      ________
 CDZ#1          0.000         0.000
 CDZ#2          0.000         0.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24265078D+05    0.0000000    0.0000000   2030.000  1970.000    EM
     2 -0.24261726D+05    3.3524706    0.0001382   2030.000  1970.000    EM
     3 -0.24261148D+05    0.5773320    0.0000238   2030.000  1970.000    EM
     4 -0.24260817D+05    0.3316988    0.0000137   2030.000  1970.000    EM
     5 -0.24260562D+05    0.2546298    0.0000105   2030.000  1970.000    EM
     6 -0.24260342D+05    0.2197782    0.0000091   2030.000  1970.000    EM
     7 -0.24260145D+05    0.1972056    0.0000081   2030.000  1970.000    EM
     8 -0.24259966D+05    0.1791180    0.0000074   2030.000  1970.000    EM
     9 -0.24259803D+05    0.1633090    0.0000067   2030.000  1970.000    EM
    10 -0.24259654D+05    0.1489888    0.0000061   2030.000  1970.000    EM
    11 -0.24259518D+05    0.1358371    0.0000056   2030.000  1970.000    EM
    12 -0.24259394D+05    0.1237240    0.0000051   2030.000  1970.000    EM
    13 -0.24259281D+05    0.1125543    0.0000046   2030.000  1970.000    EM
    14 -0.24259179D+05    0.1022675    0.0000042   2030.000  1970.000    EM
    15 -0.24259086D+05    0.0928129    0.0000038   2030.000  1970.000    EM
    16 -0.24259002D+05    0.0841549    0.0000035   2030.000  1970.000    EM
    17 -0.24258926D+05    0.0762209    0.0000031   2030.000  1970.000    EM
    18 -0.24258857D+05    0.0689910    0.0000028   2030.000  1970.000    EM
    19 -0.24258795D+05    0.0624023    0.0000026   2030.000  1970.000    EM
    20 -0.24258738D+05    0.0564551    0.0000023   2030.000  1970.000    EM
    21 -0.24258687D+05    0.0510568    0.0000021   2030.000  1970.000    EM
    22 -0.24258641D+05    0.0461791    0.0000019   2030.000  1970.000    EM
    23 -0.24258599D+05    0.0417838    0.0000017   2030.000  1970.000    EM
    24 -0.24258561D+05    0.0378282    0.0000016   2030.000  1970.000    EM
    25 -0.24258527D+05    0.0342745    0.0000014   2030.000  1970.000    EM
    26 -0.24258496D+05    0.0310867    0.0000013   2030.000  1970.000    EM
    27 -0.24258468D+05    0.0282390    0.0000012   2030.000  1970.000    EM
    28 -0.24258442D+05    0.0256955    0.0000011   2030.000  1970.000    EM
    29 -0.24258419D+05    0.0234175    0.0000010   2030.000  1970.000    EM
    30 -0.24258397D+05    0.0213792    0.0000009   2030.000  1970.000    EM
    31 -0.24258378D+05    0.0195642    0.0000008   2030.000  1970.000    EM
    32 -0.24258360D+05    0.0179436    0.0000007   2030.000  1970.000    EM
    33 -0.24258343D+05    0.0164958    0.0000007   2030.000  1970.000    EM
    34 -0.24258328D+05    0.0152026    0.0000006   2030.000  1970.000    EM
    35 -0.24258314D+05    0.0140469    0.0000006   2030.000  1970.000    EM
    36 -0.24258301D+05    0.0130149    0.0000005   2030.000  1970.000    EM
    37 -0.24258289D+05    0.0120927    0.0000005   2030.000  1970.000    EM
    38 -0.24258278D+05    0.0112626    0.0000005   2030.000  1970.000    EM
    39 -0.24258267D+05    0.0105185    0.0000004   2030.000  1970.000    EM
    40 -0.24258257D+05    0.0098490    0.0000004   2030.000  1970.000    EM
    41 -0.24258248D+05    0.0092456    0.0000004   2030.000  1970.000    EM
    42 -0.24258239D+05    0.0087006    0.0000004   2030.000  1970.000    EM
    43 -0.24258231D+05    0.0082081    0.0000003   2030.000  1970.000    EM
    44 -0.24258223D+05    0.0077598    0.0000003   2030.000  1970.000    EM
    45 -0.24258216D+05    0.0073516    0.0000003   2030.000  1970.000    EM
    46 -0.24258209D+05    0.0069789    0.0000003   2030.000  1970.000    EM
    47 -0.24258170D+05    0.0390023    0.0000016   2030.000  1970.000    FS
    48 -0.24258164D+05    0.0060588    0.0000002   2030.000  1970.000    EM
    49 -0.24258158D+05    0.0054963    0.0000002   2030.000  1970.000    EM
    50 -0.24258153D+05    0.0051439    0.0000002   2030.000  1970.000    EM
    51 -0.24258148D+05    0.0048553    0.0000002   2030.000  1970.000    EM
    52 -0.24258144D+05    0.0045999    0.0000002   2030.000  1970.000    EM
    53 -0.24258139D+05    0.0043687    0.0000002   2030.000  1970.000    EM
    54 -0.24258135D+05    0.0041578    0.0000002   2030.000  1970.000    EM
    55 -0.24258131D+05    0.0039644    0.0000002   2030.000  1970.000    EM
    56 -0.24258128D+05    0.0037862    0.0000002   2030.000  1970.000    EM
    57 -0.24258124D+05    0.0036215    0.0000001   2030.000  1970.000    EM
    58 -0.24258120D+05    0.0034688    0.0000001   2030.000  1970.000    EM
    59 -0.24258021D+05    0.0997041    0.0000041   2030.000  1970.000    QN
    60 -0.24258020D+05    0.0003033    0.0000000   2030.000  1970.000    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    U11
    U12
    U13
    U14
    U21
    U22
    U23
    U24
    DZ
    CDZ

  Save file
    ex7.29.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  14:04:59
        Ending Time:  14:05:11
       Elapsed Time:  00:00:12



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