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

INPUT INSTRUCTIONS

  title:
  	this is an example of a LCA with binary
  	latent class indicators using automatic
  	starting values with random starts

  montecarlo:
  	NAMES = u1-u4 x1-x10;
  	generate = u1-u4(1);
  	categorical = u1-u4;
  	genclasses = c(2);
  	classes = c(2);
  	nobs = 500;
  	seed = 3454367;
  	nrep = 1;
  	save = ex7.3.dat;

  analysis:
  	type = mixture;

  model population:

  	%overall%

  	[c#1*1];
      x1-x10*1;
  	
  	%c#1%
  	[u1$1*2 u2$1*2 u3$1*-2 u4$1*-2];
      [x1-x2*-2 x3-x4*-1 x5-x6*0 x7-x8*1 x9-x10*2];

  	%c#2%
  	[u1$1*-2 u2$1*-2 u3$1*2 u4$1*2];
      [x1-x2*2 x3-x4*1 x5-x6*0 x7-x8*-1 x9-x10*-2];

  model:

      %overall%

  	[c#1*1];
      x1-x10*1;
  	
  	%c#1%
  	[u1$1*2 u2$1*2 u3$1*-2 u4$1*-2];
      [x1-x2*-2 x3-x4*-1 x5-x6*0 x7-x8*1 x9-x10*2];

  	%c#2%
  	[u1$1*-2 u2$1*-2 u3$1*2 u4$1*2];
      [x1-x2*2 x3-x4*1 x5-x6*0 x7-x8*-1 x9-x10*-2];
  output:
  	tech8 tech9;	
  	



*** WARNING in MODEL command
  All variables are uncorrelated with all other variables within class.
  Check that this is what is intended.
   1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS




this is an example of a LCA with binary
latent class indicators using automatic
starting values with 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                                   14
Number of independent variables                                  0
Number of continuous latent variables                            0
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   X1          X2          X3          X4          X5          X6
   X7          X8          X9          X10

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

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-06
    Relative loglikelihood change                        0.100D-06
    Derivative                                           0.100D-05
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-05
  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-05
  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
Link                                                         LOGIT


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 1             -0.987        -0.993        -0.464        -0.508        -0.004


           Means
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 1             -0.030         0.483         0.439         0.940         0.945


           Covariances
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 X1             4.303
 X2             3.173         4.120
 X3             1.585         1.526         1.790
 X4             1.475         1.455         0.686         1.590
 X5             0.132         0.125        -0.038         0.078         1.067
 X6            -0.033         0.052        -0.044        -0.011         0.024
 X7            -1.426        -1.431        -0.761        -0.650        -0.116
 X8            -1.542        -1.546        -0.844        -0.658        -0.115
 X9            -3.113        -3.013        -1.542        -1.437        -0.126
 X10           -3.263        -3.249        -1.651        -1.506        -0.116


           Covariances
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 X6             0.928
 X7            -0.072         1.632
 X8             0.025         0.668         1.727
 X9            -0.011         1.376         1.469         3.823
 X10           -0.050         1.364         1.581         3.092         4.289


           Correlations
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 X1             1.000
 X2             0.754         1.000
 X3             0.571         0.562         1.000
 X4             0.564         0.568         0.407         1.000
 X5             0.062         0.060        -0.028         0.060         1.000
 X6            -0.016         0.026        -0.034        -0.009         0.024
 X7            -0.538        -0.552        -0.445        -0.403        -0.088
 X8            -0.566        -0.579        -0.480        -0.397        -0.085
 X9            -0.768        -0.759        -0.590        -0.583        -0.062
 X10           -0.759        -0.773        -0.596        -0.577        -0.054


           Correlations
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 X6             1.000
 X7            -0.059         1.000
 X8             0.019         0.398         1.000
 X9            -0.006         0.551         0.572         1.000
 X10           -0.025         0.516         0.581         0.764         1.000




MODEL FIT INFORMATION

Number of Free Parameters                       39

Loglikelihood

    H0 Value

        Mean                             -8071.281
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -8071.281      -8071.281
           0.980       0.000        -8071.281      -8071.281
           0.950       0.000        -8071.281      -8071.281
           0.900       0.000        -8071.281      -8071.281
           0.800       0.000        -8071.281      -8071.281
           0.700       0.000        -8071.281      -8071.281
           0.500       0.000        -8071.281      -8071.281
           0.300       0.000        -8071.281      -8071.281
           0.200       0.000        -8071.281      -8071.281
           0.100       0.000        -8071.281      -8071.281
           0.050       0.000        -8071.281      -8071.281
           0.020       0.000        -8071.281      -8071.281
           0.010       0.000        -8071.281      -8071.281

Information Criteria

    Akaike (AIC)

        Mean                             16220.562
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        16220.562      16220.562
           0.980       0.000        16220.562      16220.562
           0.950       0.000        16220.562      16220.562
           0.900       0.000        16220.562      16220.562
           0.800       0.000        16220.562      16220.562
           0.700       0.000        16220.562      16220.562
           0.500       0.000        16220.562      16220.562
           0.300       0.000        16220.562      16220.562
           0.200       0.000        16220.562      16220.562
           0.100       0.000        16220.562      16220.562
           0.050       0.000        16220.562      16220.562
           0.020       0.000        16220.562      16220.562
           0.010       0.000        16220.562      16220.562

    Bayesian (BIC)

        Mean                             16384.932
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        16384.932      16384.932
           0.980       0.000        16384.932      16384.932
           0.950       0.000        16384.932      16384.932
           0.900       0.000        16384.932      16384.932
           0.800       0.000        16384.932      16384.932
           0.700       0.000        16384.932      16384.932
           0.500       0.000        16384.932      16384.932
           0.300       0.000        16384.932      16384.932
           0.200       0.000        16384.932      16384.932
           0.100       0.000        16384.932      16384.932
           0.050       0.000        16384.932      16384.932
           0.020       0.000        16384.932      16384.932
           0.010       0.000        16384.932      16384.932

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

        Mean                             16261.143
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        16261.143      16261.143
           0.980       0.000        16261.143      16261.143
           0.950       0.000        16261.143      16261.143
           0.900       0.000        16261.143      16261.143
           0.800       0.000        16261.143      16261.143
           0.700       0.000        16261.143      16261.143
           0.500       0.000        16261.143      16261.143
           0.300       0.000        16261.143      16261.143
           0.200       0.000        16261.143      16261.143
           0.100       0.000        16261.143      16261.143
           0.050       0.000        16261.143      16261.143
           0.020       0.000        16261.143      16261.143
           0.010       0.000        16261.143      16261.143

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

    Pearson Chi-Square

        Mean                                 7.597
        Std Dev                              0.000
        Degrees of freedom                       6
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000            0.872          7.597
           0.980       1.000            1.134          7.597
           0.950       1.000            1.635          7.597
           0.900       1.000            2.204          7.597
           0.800       1.000            3.070          7.597
           0.700       1.000            3.828          7.597
           0.500       1.000            5.348          7.597
           0.300       1.000            7.231          7.597
           0.200       0.000            8.558          7.597
           0.100       0.000           10.645          7.597
           0.050       0.000           12.592          7.597
           0.020       0.000           15.033          7.597
           0.010       0.000           16.812          7.597

    Likelihood Ratio Chi-Square

        Mean                                 6.993
        Std Dev                              0.000
        Degrees of freedom                       6
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000            0.872          6.993
           0.980       1.000            1.134          6.993
           0.950       1.000            1.635          6.993
           0.900       1.000            2.204          6.993
           0.800       1.000            3.070          6.993
           0.700       1.000            3.828          6.993
           0.500       1.000            5.348          6.993
           0.300       0.000            7.231          6.993
           0.200       0.000            8.558          6.993
           0.100       0.000           10.645          6.993
           0.050       0.000           12.592          6.993
           0.020       0.000           15.033          6.993
           0.010       0.000           16.812          6.993



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

    Latent
   Classes

       1        367.00000          0.73400
       2        133.00000          0.26600


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

    Latent
   Classes

       1        367.00000          0.73400
       2        133.00000          0.26600


CLASSIFICATION QUALITY

     Entropy                         1.000


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              367          0.73400
       2              133          0.26600


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

 Means
  X1                 -2.000    -2.0608     0.0000     0.0554     0.0037 1.000 1.000
  X2                 -2.000    -2.0644     0.0000     0.0504     0.0042 1.000 1.000
  X3                 -1.000    -0.9884     0.0000     0.0546     0.0001 1.000 1.000
  X4                 -1.000    -0.9948     0.0000     0.0515     0.0000 1.000 1.000
  X5                  0.000    -0.0396     0.0000     0.0527     0.0016 1.000 0.000
  X6                  0.000    -0.0368     0.0000     0.0496     0.0014 1.000 0.000
  X7                  1.000     0.9563     0.0000     0.0509     0.0019 1.000 1.000
  X8                  1.000     0.9667     0.0000     0.0527     0.0011 1.000 1.000
  X9                  2.000     1.9576     0.0000     0.0507     0.0018 1.000 1.000
  X10                 2.000     2.0433     0.0000     0.0518     0.0019 1.000 1.000

 Thresholds
  U1$1                2.000     2.0195     0.0000     0.1623     0.0004 1.000 1.000
  U2$1                2.000     2.0733     0.0000     0.1657     0.0054 1.000 1.000
  U3$1               -2.000    -2.0733     0.0000     0.1657     0.0054 1.000 1.000
  U4$1               -2.000    -1.9428     0.0000     0.1577     0.0033 1.000 1.000

 Variances
  X1                  1.000     1.1187     0.0000     0.0730     0.0141 1.000 1.000
  X2                  1.000     0.9514     0.0000     0.0570     0.0024 1.000 1.000
  X3                  1.000     1.0312     0.0000     0.0593     0.0010 1.000 1.000
  X4                  1.000     0.9370     0.0000     0.0583     0.0040 1.000 1.000
  X5                  1.000     1.0638     0.0000     0.0675     0.0041 1.000 1.000
  X6                  1.000     0.9277     0.0000     0.0556     0.0052 1.000 1.000
  X7                  1.000     1.0126     0.0000     0.0680     0.0002 1.000 1.000
  X8                  1.000     0.9604     0.0000     0.0598     0.0016 1.000 1.000
  X9                  1.000     0.9678     0.0000     0.0572     0.0010 1.000 1.000
  X10                 1.000     0.9601     0.0000     0.0556     0.0016 1.000 1.000

Latent Class 2

 Means
  X1                  2.000     1.9776     0.0000     0.0910     0.0005 1.000 1.000
  X2                  2.000     1.9641     0.0000     0.0869     0.0013 1.000 1.000
  X3                  1.000     0.9826     0.0000     0.0802     0.0003 1.000 1.000
  X4                  1.000     0.8343     0.0000     0.0793     0.0275 0.000 1.000
  X5                  0.000     0.0951     0.0000     0.0943     0.0090 1.000 0.000
  X6                  0.000    -0.0106     0.0000     0.0864     0.0001 1.000 0.000
  X7                 -1.000    -0.8246     0.0000     0.0943     0.0308 1.000 1.000
  X8                 -1.000    -1.0154     0.0000     0.0776     0.0002 1.000 1.000
  X9                 -2.000    -1.8663     0.0000     0.0882     0.0179 1.000 1.000
  X10                -2.000    -2.0858     0.0000     0.0821     0.0074 1.000 1.000

 Thresholds
  U1$1               -2.000    -2.0626     0.0000     0.2741     0.0039 1.000 1.000
  U2$1               -2.000    -1.9204     0.0000     0.2597     0.0063 1.000 1.000
  U3$1                2.000     2.2225     0.0000     0.2920     0.0495 1.000 1.000
  U4$1                2.000     2.3109     0.0000     0.3027     0.0966 1.000 1.000

 Variances
  X1                  1.000     1.1187     0.0000     0.0730     0.0141 1.000 1.000
  X2                  1.000     0.9514     0.0000     0.0570     0.0024 1.000 1.000
  X3                  1.000     1.0312     0.0000     0.0593     0.0010 1.000 1.000
  X4                  1.000     0.9370     0.0000     0.0583     0.0040 1.000 1.000
  X5                  1.000     1.0638     0.0000     0.0675     0.0041 1.000 1.000
  X6                  1.000     0.9277     0.0000     0.0556     0.0052 1.000 1.000
  X7                  1.000     1.0126     0.0000     0.0680     0.0002 1.000 1.000
  X8                  1.000     0.9604     0.0000     0.0598     0.0016 1.000 1.000
  X9                  1.000     0.9678     0.0000     0.0572     0.0010 1.000 1.000
  X10                 1.000     0.9601     0.0000     0.0556     0.0016 1.000 1.000

Categorical Latent Variables

 Means
  C#1                 1.000     1.0150     0.0000     0.1012     0.0002 1.000 1.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.224E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           NU
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           THETA
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 X1                11
 X2                 0            12
 X3                 0             0            13
 X4                 0             0             0            14
 X5                 0             0             0             0            15
 X6                 0             0             0             0             0
 X7                 0             0             0             0             0
 X8                 0             0             0             0             0
 X9                 0             0             0             0             0
 X10                0             0             0             0             0


           THETA
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 X6                16
 X7                 0            17
 X8                 0             0            18
 X9                 0             0             0            19
 X10                0             0             0             0            20


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 1                 21            22            23            24            25


           NU
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 1                 26            27            28            29            30


           THETA
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 X1                11
 X2                 0            12
 X3                 0             0            13
 X4                 0             0             0            14
 X5                 0             0             0             0            15
 X6                 0             0             0             0             0
 X7                 0             0             0             0             0
 X8                 0             0             0             0             0
 X9                 0             0             0             0             0
 X10                0             0             0             0             0


           THETA
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 X6                16
 X7                 0            17
 X8                 0             0            18
 X9                 0             0             0            19
 X10                0             0             0             0            20


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                 31            32            33            34


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


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 39             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 1             -2.000        -2.000        -1.000        -1.000         0.000


           NU
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 1              0.000         1.000         1.000         2.000         2.000


           THETA
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 X1             1.000
 X2             0.000         1.000
 X3             0.000         0.000         1.000
 X4             0.000         0.000         0.000         1.000
 X5             0.000         0.000         0.000         0.000         1.000
 X6             0.000         0.000         0.000         0.000         0.000
 X7             0.000         0.000         0.000         0.000         0.000
 X8             0.000         0.000         0.000         0.000         0.000
 X9             0.000         0.000         0.000         0.000         0.000
 X10            0.000         0.000         0.000         0.000         0.000


           THETA
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 X6             1.000
 X7             0.000         1.000
 X8             0.000         0.000         1.000
 X9             0.000         0.000         0.000         1.000
 X10            0.000         0.000         0.000         0.000         1.000


     STARTING VALUES FOR LATENT CLASS 2


           NU
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 1              2.000         2.000         1.000         1.000         0.000


           NU
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 1              0.000        -1.000        -1.000        -2.000        -2.000


           THETA
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 X1             1.000
 X2             0.000         1.000
 X3             0.000         0.000         1.000
 X4             0.000         0.000         0.000         1.000
 X5             0.000         0.000         0.000         0.000         1.000
 X6             0.000         0.000         0.000         0.000         0.000
 X7             0.000         0.000         0.000         0.000         0.000
 X8             0.000         0.000         0.000         0.000         0.000
 X9             0.000         0.000         0.000         0.000         0.000
 X10            0.000         0.000         0.000         0.000         0.000


           THETA
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 X6             1.000
 X7             0.000         1.000
 X8             0.000         0.000         1.000
 X9             0.000         0.000         0.000         1.000
 X10            0.000         0.000         0.000         0.000         1.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1              2.000         2.000        -2.000        -2.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1             -2.000        -2.000         2.000         2.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1              1.000         0.000


     POPULATION VALUES FOR LATENT CLASS 1


           NU
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 1             -2.000        -2.000        -1.000        -1.000         0.000


           NU
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 1              0.000         1.000         1.000         2.000         2.000


           THETA
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 X1             1.000
 X2             0.000         1.000
 X3             0.000         0.000         1.000
 X4             0.000         0.000         0.000         1.000
 X5             0.000         0.000         0.000         0.000         1.000
 X6             0.000         0.000         0.000         0.000         0.000
 X7             0.000         0.000         0.000         0.000         0.000
 X8             0.000         0.000         0.000         0.000         0.000
 X9             0.000         0.000         0.000         0.000         0.000
 X10            0.000         0.000         0.000         0.000         0.000


           THETA
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 X6             1.000
 X7             0.000         1.000
 X8             0.000         0.000         1.000
 X9             0.000         0.000         0.000         1.000
 X10            0.000         0.000         0.000         0.000         1.000


     POPULATION VALUES FOR LATENT CLASS 2


           NU
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 1              2.000         2.000         1.000         1.000         0.000


           NU
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 1              0.000        -1.000        -1.000        -2.000        -2.000


           THETA
              X1            X2            X3            X4            X5
              ________      ________      ________      ________      ________
 X1             1.000
 X2             0.000         1.000
 X3             0.000         0.000         1.000
 X4             0.000         0.000         0.000         1.000
 X5             0.000         0.000         0.000         0.000         1.000
 X6             0.000         0.000         0.000         0.000         0.000
 X7             0.000         0.000         0.000         0.000         0.000
 X8             0.000         0.000         0.000         0.000         0.000
 X9             0.000         0.000         0.000         0.000         0.000
 X10            0.000         0.000         0.000         0.000         0.000


           THETA
              X6            X7            X8            X9            X10
              ________      ________      ________      ________      ________
 X6             1.000
 X7             0.000         1.000
 X8             0.000         0.000         1.000
 X9             0.000         0.000         0.000         1.000
 X10            0.000         0.000         0.000         0.000         1.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1              2.000         2.000        -2.000        -2.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1             -2.000        -2.000         2.000         2.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1              1.000         0.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.80863758D+04    0.0000000    0.0000000    367.000   133.000    EM
     2 -0.80712810D+04   15.0947489    0.0018667    367.000   133.000    EM
     3 -0.80712810D+04    0.0000000    0.0000000    367.000   133.000    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    U1
    U2
    U3
    U4
    X1
    X2
    X3
    X4
    X5
    X6
    X7
    X8
    X9
    X10
    C

  Save file
    ex7.3.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  14:05:11
        Ending Time:  14:05:11
       Elapsed Time:  00:00:00



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