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

INPUT INSTRUCTIONS

  TITLE:  this is an example of LTA with a
          continuous covariate

  MONTECARLO:
    	NAMES = u11-u15 u21-u25 x;
    	GENERATE = u11-u15 u21-u25(1);
    	CATEGORICAL = u11-u15 u21-u25;
    	GENCLASSES = c1(3) c2(3);
    	CLASSES = c1(3) c2(3);
    	NOBSERVATION = 2000;
    	NREPS = 1;
      save = ex8.14.dat;

  ANALYSIS:
    	TYPE=MIXTURE;

  MODEL POPULATION:
    	%OVERALL%
      [x@0]; x@1;
      c1#1 on x*1.5; c1#2 on x*-0.5;
    	c2#1 on c1#1*0.5; c2#2 on c1#1*0.2;
    	c2#1 on c1#2*0.2; c2#2 on c1#2*0.3;

  MODEL POPULATION-c1:
    	%c1#1%
      ! parameterization 2 in Mplus Web Note 13
      c2#1 ON x*-0.5; c2#2 ON x*1.5;
    	[u11$1*1] (1);
    	[u12$1*1] (2);
    	[u13$1*1] (3);
    	[u14$1*1] (4);
      [u15$1*1] (5);

      %c1#2%
      c2#1 ON x*1.5; c2#2 ON x*-0.5;
    	[u11$1*1] (6);
    	[u12$1*1] (7);
    	[u13$1*-1] (8);
    	[u14$1*-1] (9);
      [u15$1*-1] (10);

    	%c1#3%
      c2#1 ON x*0.8; c2#2 ON x*-0.8;
    	[u11$1*-1] (11);
    	[u12$1*-1] (12);
    	[u13$1*-1] (13);
    	[u14$1*-1] (14);
      [u15$1*-1] (15);


  MODEL POPULATION-c2:
      %c2#1%
    	[u21$1*1] (1);
    	[u22$1*1] (2);
    	[u23$1*1] (3);
    	[u24$1*1] (4);
      [u25$1*1] (5);

      %c2#2%
    	[u21$1*1] (6);
    	[u22$1*1] (7);
    	[u23$1*-1] (8);
    	[u24$1*-1] (9);
      [u25$1*-1] (10);

    	%c2#3%
    	[u21$1*-1] (11);
    	[u22$1*-1] (12);
    	[u23$1*-1] (13);
    	[u24$1*-1] (14);
      [u25$1*-1] (15);


   MODEL:
     	%OVERALL%
      c1#1 on x*1.5; c1#2 on x*-0.5;
    	c2#1 on c1#1*0.5; c2#2 on c1#1*0.2;
    	c2#1 on c1#2*0.2; c2#2 on c1#2*0.3;

  MODEL c1:
    	%c1#1%
      ! parameterization 2 in Mplus Web Note 13
      c2#1 ON x*-0.5; c2#2 ON x*1.5;
    	[u11$1*1] (1);
    	[u12$1*1] (2);
    	[u13$1*1] (3);
    	[u14$1*1] (4);
      [u15$1*1] (5);

      %c1#2%
      c2#1 ON x*1.5; c2#2 ON x*-0.5;
    	[u11$1*1] (6);
    	[u12$1*1] (7);
    	[u13$1*-1] (8);
    	[u14$1*-1] (9);
      [u15$1*-1] (10);

    	%c1#3%
      c2#1 ON x*0.8; c2#2 ON x*-0.8;
    	[u11$1*-1] (11);
    	[u12$1*-1] (12);
    	[u13$1*-1] (13);
    	[u14$1*-1] (14);
      [u15$1*-1] (15);

  MODEL c2:
      %c2#1%
    	[u21$1*1] (1);
    	[u22$1*1] (2);
    	[u23$1*1] (3);
    	[u24$1*1] (4);
      [u25$1*1] (5);

      %c2#2%
    	[u21$1*1] (6);
    	[u22$1*1] (7);
    	[u23$1*-1] (8);
    	[u24$1*-1] (9);
      [u25$1*-1] (10);

    	%c2#3%
    	[u21$1*-1] (11);
    	[u22$1*-1] (12);
    	[u23$1*-1] (13);
    	[u24$1*-1] (14);
      [u25$1*-1] (15);


  OUTPUT: TECH9;



INPUT READING TERMINATED NORMALLY



this is an example of LTA with a
continuous covariate

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                                    0

Number of dependent variables                                   10
Number of independent variables                                  1
Number of continuous latent variables                            0
Number of categorical latent variables                           2

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U11         U12         U13         U14         U15         U21
   U22         U23         U24         U25

Observed independent variables
   X

Categorical latent variables
   C1          C2


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
Parameterization                                             LOGIT
Link                                                         LOGIT


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              X
              ________
 1              0.025


           Covariances
              X
              ________
 X              1.006


           Correlations
              X
              ________
 X              1.000




MODEL FIT INFORMATION

Number of Free Parameters                       31

Loglikelihood

    H0 Value

        Mean                            -12902.140
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000       -12902.140     -12902.140
           0.980       0.000       -12902.140     -12902.140
           0.950       0.000       -12902.140     -12902.140
           0.900       0.000       -12902.140     -12902.140
           0.800       0.000       -12902.140     -12902.140
           0.700       0.000       -12902.140     -12902.140
           0.500       0.000       -12902.140     -12902.140
           0.300       0.000       -12902.140     -12902.140
           0.200       0.000       -12902.140     -12902.140
           0.100       0.000       -12902.140     -12902.140
           0.050       0.000       -12902.140     -12902.140
           0.020       0.000       -12902.140     -12902.140
           0.010       0.000       -12902.140     -12902.140

Information Criteria

    Akaike (AIC)

        Mean                             25866.281
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        25866.281      25866.281
           0.980       0.000        25866.281      25866.281
           0.950       0.000        25866.281      25866.281
           0.900       0.000        25866.281      25866.281
           0.800       0.000        25866.281      25866.281
           0.700       0.000        25866.281      25866.281
           0.500       0.000        25866.281      25866.281
           0.300       0.000        25866.281      25866.281
           0.200       0.000        25866.281      25866.281
           0.100       0.000        25866.281      25866.281
           0.050       0.000        25866.281      25866.281
           0.020       0.000        25866.281      25866.281
           0.010       0.000        25866.281      25866.281

    Bayesian (BIC)

        Mean                             26039.909
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        26039.909      26039.909
           0.980       0.000        26039.909      26039.909
           0.950       0.000        26039.909      26039.909
           0.900       0.000        26039.909      26039.909
           0.800       0.000        26039.909      26039.909
           0.700       0.000        26039.909      26039.909
           0.500       0.000        26039.909      26039.909
           0.300       0.000        26039.909      26039.909
           0.200       0.000        26039.909      26039.909
           0.100       0.000        26039.909      26039.909
           0.050       0.000        26039.909      26039.909
           0.020       0.000        26039.909      26039.909
           0.010       0.000        26039.909      26039.909

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

        Mean                             25941.420
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        25941.420      25941.420
           0.980       0.000        25941.420      25941.420
           0.950       0.000        25941.420      25941.420
           0.900       0.000        25941.420      25941.420
           0.800       0.000        25941.420      25941.420
           0.700       0.000        25941.420      25941.420
           0.500       0.000        25941.420      25941.420
           0.300       0.000        25941.420      25941.420
           0.200       0.000        25941.420      25941.420
           0.100       0.000        25941.420      25941.420
           0.050       0.000        25941.420      25941.420
           0.020       0.000        25941.420      25941.420
           0.010       0.000        25941.420      25941.420

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

    Pearson Chi-Square

        Mean                              1028.523
        Std Dev                              0.000
        Degrees of freedom                    1000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000          898.912       1028.523
           0.980       1.000          910.313       1028.523
           0.950       1.000          927.594       1028.523
           0.900       1.000          943.133       1028.523
           0.800       1.000          962.180       1028.523
           0.700       1.000          976.074       1028.523
           0.500       1.000          999.333       1028.523
           0.300       1.000         1022.960       1028.523
           0.200       0.000         1037.431       1028.523
           0.100       0.000         1057.724       1028.523
           0.050       0.000         1074.679       1028.523
           0.020       0.000         1093.977       1028.523
           0.010       0.000         1106.969       1028.523

    Likelihood Ratio Chi-Square

        Mean                              1102.232
        Std Dev                              0.000
        Degrees of freedom                    1000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000          898.912       1102.232
           0.980       1.000          910.313       1102.232
           0.950       1.000          927.594       1102.232
           0.900       1.000          943.133       1102.232
           0.800       1.000          962.180       1102.232
           0.700       1.000          976.074       1102.232
           0.500       1.000          999.333       1102.232
           0.300       1.000         1022.960       1102.232
           0.200       1.000         1037.431       1102.232
           0.100       1.000         1057.724       1102.232
           0.050       1.000         1074.679       1102.232
           0.020       1.000         1093.977       1102.232
           0.010       0.000         1106.969       1102.232



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   C1  C2

  Latent Class Variable Patterns

         C1        C2
      Class     Class

         1         1
         1         2
         1         3
         2         1
         2         2
         2         3
         3         1
         3         2
         3         3


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

  Latent Class
    Pattern

    1  1        188.25975          0.09413
    1  2        440.63104          0.22032
    1  3         95.89525          0.04795
    2  1        129.04361          0.06452
    2  2        455.01079          0.22751
    2  3        165.41091          0.08271
    3  1        158.58711          0.07929
    3  2        237.07051          0.11854
    3  3        130.09103          0.06505


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

  Latent Class
    Variable    Class

    C1             1       724.78607          0.36239
                   2       749.46527          0.37473
                   3       525.74866          0.26287
    C2             1       475.89044          0.23795
                   2      1132.71240          0.56636
                   3       391.39719          0.19570


LATENT TRANSITION PROBABILITIES BASED ON THE ESTIMATED MODEL

  C1 Classes (Rows) by C2 Classes (Columns)

            1        2        3

   1     0.260    0.608    0.132
   2     0.172    0.607    0.221
   3     0.302    0.451    0.247


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

  Latent Class
    Pattern

    1  1        188.26402          0.09413
    1  2        440.67450          0.22034
    1  3         95.84733          0.04792
    2  1        128.83809          0.06442
    2  2        455.21721          0.22761
    2  3        165.40881          0.08270
    3  1        158.65256          0.07933
    3  2        236.77495          0.11839
    3  3        130.32251          0.06516


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

  Latent Class
    Variable    Class

    C1             1       724.78589          0.36239
                   2       749.46411          0.37473
                   3       525.75000          0.26288
    C2             1       475.75467          0.23788
                   2      1132.66663          0.56633
                   3       391.57867          0.19579


CLASSIFICATION QUALITY

     Entropy                         0.520


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

    1  1              172          0.08600
    1  2              496          0.24800
    1  3               74          0.03700
    2  1              106          0.05300
    2  2              550          0.27500
    2  3              152          0.07600
    3  1              155          0.07750
    3  2              180          0.09000
    3  3              115          0.05750


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

  Latent Class Variable Patterns

  Latent Class         C1        C2
   Pattern No.      Class     Class

         1             1         1
         2             1         2
         3             1         3
         4             2         1
         5             2         2
         6             2         3
         7             3         1
         8             3         2
         9             3         3

           1        2        3        4        5        6        7        8        9

    1   0.605    0.154    0.023    0.099    0.049    0.011    0.046    0.011    0.003
    2   0.089    0.718    0.071    0.024    0.041    0.014    0.016    0.017    0.011
    3   0.055    0.264    0.516    0.010    0.014    0.079    0.005    0.006    0.051
    4   0.124    0.052    0.005    0.499    0.114    0.036    0.142    0.019    0.009
    5   0.020    0.037    0.008    0.037    0.628    0.090    0.021    0.137    0.022
    6   0.010    0.018    0.058    0.019    0.184    0.524    0.007    0.041    0.139
    7   0.050    0.027    0.002    0.128    0.037    0.009    0.593    0.110    0.043
    8   0.009    0.014    0.002    0.009    0.164    0.022    0.085    0.593    0.103
    9   0.006    0.029    0.035    0.013    0.043    0.110    0.066    0.163    0.535



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

  Latent Class
    Variable    Class

    C1             1             742          0.37100
                   2             808          0.40400
                   3             450          0.22500
    C2             1             433          0.21650
                   2            1226          0.61300
                   3             341          0.17050


MODEL RESULTS

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

 Thresholds
  U11$1               1.000     0.8577     0.0000     0.0799     0.0202 1.000 1.000
  U12$1               1.000     1.0818     0.0000     0.0871     0.0067 1.000 1.000
  U13$1               1.000     1.1250     0.0000     0.0977     0.0156 1.000 1.000
  U14$1               1.000     1.0118     0.0000     0.1064     0.0001 1.000 1.000
  U15$1               1.000     1.1552     0.0000     0.1122     0.0241 1.000 1.000
  U21$1               1.000     0.8577     0.0000     0.0799     0.0202 1.000 1.000
  U22$1               1.000     1.0818     0.0000     0.0871     0.0067 1.000 1.000
  U23$1               1.000     1.1250     0.0000     0.0977     0.0156 1.000 1.000
  U24$1               1.000     1.0118     0.0000     0.1064     0.0001 1.000 1.000
  U25$1               1.000     1.1552     0.0000     0.1122     0.0241 1.000 1.000

Latent Class Pattern 1 2

 Thresholds
  U11$1               1.000     0.8577     0.0000     0.0799     0.0202 1.000 1.000
  U12$1               1.000     1.0818     0.0000     0.0871     0.0067 1.000 1.000
  U13$1               1.000     1.1250     0.0000     0.0977     0.0156 1.000 1.000
  U14$1               1.000     1.0118     0.0000     0.1064     0.0001 1.000 1.000
  U15$1               1.000     1.1552     0.0000     0.1122     0.0241 1.000 1.000
  U21$1               1.000     0.9525     0.0000     0.2038     0.0023 1.000 1.000
  U22$1               1.000     0.9336     0.0000     0.1998     0.0044 1.000 1.000
  U23$1              -1.000    -0.8649     0.0000     0.0897     0.0182 1.000 1.000
  U24$1              -1.000    -1.0878     0.0000     0.0853     0.0077 1.000 1.000
  U25$1              -1.000    -0.7938     0.0000     0.0738     0.0425 0.000 1.000

Latent Class Pattern 1 3

 Thresholds
  U11$1               1.000     0.8577     0.0000     0.0799     0.0202 1.000 1.000
  U12$1               1.000     1.0818     0.0000     0.0871     0.0067 1.000 1.000
  U13$1               1.000     1.1250     0.0000     0.0977     0.0156 1.000 1.000
  U14$1               1.000     1.0118     0.0000     0.1064     0.0001 1.000 1.000
  U15$1               1.000     1.1552     0.0000     0.1122     0.0241 1.000 1.000
  U21$1              -1.000    -1.1075     0.0000     0.3882     0.0116 1.000 1.000
  U22$1              -1.000    -1.4423     0.0000     0.6000     0.1956 1.000 1.000
  U23$1              -1.000    -1.1477     0.0000     0.1342     0.0218 1.000 1.000
  U24$1              -1.000    -0.9318     0.0000     0.1127     0.0047 1.000 1.000
  U25$1              -1.000    -1.1956     0.0000     0.1542     0.0383 1.000 1.000

Latent Class Pattern 2 1

 Thresholds
  U11$1               1.000     0.9525     0.0000     0.2038     0.0023 1.000 1.000
  U12$1               1.000     0.9336     0.0000     0.1998     0.0044 1.000 1.000
  U13$1              -1.000    -0.8649     0.0000     0.0897     0.0182 1.000 1.000
  U14$1              -1.000    -1.0878     0.0000     0.0853     0.0077 1.000 1.000
  U15$1              -1.000    -0.7938     0.0000     0.0738     0.0425 0.000 1.000
  U21$1               1.000     0.8577     0.0000     0.0799     0.0202 1.000 1.000
  U22$1               1.000     1.0818     0.0000     0.0871     0.0067 1.000 1.000
  U23$1               1.000     1.1250     0.0000     0.0977     0.0156 1.000 1.000
  U24$1               1.000     1.0118     0.0000     0.1064     0.0001 1.000 1.000
  U25$1               1.000     1.1552     0.0000     0.1122     0.0241 1.000 1.000

Latent Class Pattern 2 2

 Thresholds
  U11$1               1.000     0.9525     0.0000     0.2038     0.0023 1.000 1.000
  U12$1               1.000     0.9336     0.0000     0.1998     0.0044 1.000 1.000
  U13$1              -1.000    -0.8649     0.0000     0.0897     0.0182 1.000 1.000
  U14$1              -1.000    -1.0878     0.0000     0.0853     0.0077 1.000 1.000
  U15$1              -1.000    -0.7938     0.0000     0.0738     0.0425 0.000 1.000
  U21$1               1.000     0.9525     0.0000     0.2038     0.0023 1.000 1.000
  U22$1               1.000     0.9336     0.0000     0.1998     0.0044 1.000 1.000
  U23$1              -1.000    -0.8649     0.0000     0.0897     0.0182 1.000 1.000
  U24$1              -1.000    -1.0878     0.0000     0.0853     0.0077 1.000 1.000
  U25$1              -1.000    -0.7938     0.0000     0.0738     0.0425 0.000 1.000

Latent Class Pattern 2 3

 Thresholds
  U11$1               1.000     0.9525     0.0000     0.2038     0.0023 1.000 1.000
  U12$1               1.000     0.9336     0.0000     0.1998     0.0044 1.000 1.000
  U13$1              -1.000    -0.8649     0.0000     0.0897     0.0182 1.000 1.000
  U14$1              -1.000    -1.0878     0.0000     0.0853     0.0077 1.000 1.000
  U15$1              -1.000    -0.7938     0.0000     0.0738     0.0425 0.000 1.000
  U21$1              -1.000    -1.1075     0.0000     0.3882     0.0116 1.000 1.000
  U22$1              -1.000    -1.4423     0.0000     0.6000     0.1956 1.000 1.000
  U23$1              -1.000    -1.1477     0.0000     0.1342     0.0218 1.000 1.000
  U24$1              -1.000    -0.9318     0.0000     0.1127     0.0047 1.000 1.000
  U25$1              -1.000    -1.1956     0.0000     0.1542     0.0383 1.000 1.000

Latent Class Pattern 3 1

 Thresholds
  U11$1              -1.000    -1.1075     0.0000     0.3882     0.0116 1.000 1.000
  U12$1              -1.000    -1.4423     0.0000     0.6000     0.1956 1.000 1.000
  U13$1              -1.000    -1.1477     0.0000     0.1342     0.0218 1.000 1.000
  U14$1              -1.000    -0.9318     0.0000     0.1127     0.0047 1.000 1.000
  U15$1              -1.000    -1.1956     0.0000     0.1542     0.0383 1.000 1.000
  U21$1               1.000     0.8577     0.0000     0.0799     0.0202 1.000 1.000
  U22$1               1.000     1.0818     0.0000     0.0871     0.0067 1.000 1.000
  U23$1               1.000     1.1250     0.0000     0.0977     0.0156 1.000 1.000
  U24$1               1.000     1.0118     0.0000     0.1064     0.0001 1.000 1.000
  U25$1               1.000     1.1552     0.0000     0.1122     0.0241 1.000 1.000

Latent Class Pattern 3 2

 Thresholds
  U11$1              -1.000    -1.1075     0.0000     0.3882     0.0116 1.000 1.000
  U12$1              -1.000    -1.4423     0.0000     0.6000     0.1956 1.000 1.000
  U13$1              -1.000    -1.1477     0.0000     0.1342     0.0218 1.000 1.000
  U14$1              -1.000    -0.9318     0.0000     0.1127     0.0047 1.000 1.000
  U15$1              -1.000    -1.1956     0.0000     0.1542     0.0383 1.000 1.000
  U21$1               1.000     0.9525     0.0000     0.2038     0.0023 1.000 1.000
  U22$1               1.000     0.9336     0.0000     0.1998     0.0044 1.000 1.000
  U23$1              -1.000    -0.8649     0.0000     0.0897     0.0182 1.000 1.000
  U24$1              -1.000    -1.0878     0.0000     0.0853     0.0077 1.000 1.000
  U25$1              -1.000    -0.7938     0.0000     0.0738     0.0425 0.000 1.000

Latent Class Pattern 3 3

 Thresholds
  U11$1              -1.000    -1.1075     0.0000     0.3882     0.0116 1.000 1.000
  U12$1              -1.000    -1.4423     0.0000     0.6000     0.1956 1.000 1.000
  U13$1              -1.000    -1.1477     0.0000     0.1342     0.0218 1.000 1.000
  U14$1              -1.000    -0.9318     0.0000     0.1127     0.0047 1.000 1.000
  U15$1              -1.000    -1.1956     0.0000     0.1542     0.0383 1.000 1.000
  U21$1              -1.000    -1.1075     0.0000     0.3882     0.0116 1.000 1.000
  U22$1              -1.000    -1.4423     0.0000     0.6000     0.1956 1.000 1.000
  U23$1              -1.000    -1.1477     0.0000     0.1342     0.0218 1.000 1.000
  U24$1              -1.000    -0.9318     0.0000     0.1127     0.0047 1.000 1.000
  U25$1              -1.000    -1.1956     0.0000     0.1542     0.0383 1.000 1.000

Categorical Latent Variables

 C2#1     ON
  C1#1                0.500     0.7822     0.0000     0.4273     0.0796 1.000 0.000
  C1#2                0.200    -0.2601     0.0000     0.5074     0.2117 1.000 0.000

 C2#2     ON
  C1#1                0.200     0.6188     0.0000     0.6336     0.1754 1.000 0.000
  C1#2                0.300     0.3098     0.0000     0.7434     0.0001 1.000 0.000

 C1#1       ON
  X                   1.500     1.5521     0.0000     0.1528     0.0027 1.000 1.000

 C1#2       ON
  X                  -0.500    -0.5085     0.0000     0.1677     0.0001 1.000 1.000

 Intercepts
  C1#1                0.000    -0.1306     0.0000     0.2542     0.0171 1.000 0.000
  C1#2                0.000     0.1654     0.0000     0.4186     0.0274 1.000 0.000
  C2#1                0.000     0.1301     0.0000     0.4448     0.0169 1.000 0.000
  C2#2                0.000     0.2676     0.0000     0.7368     0.0716 1.000 0.000

Latent Class Pattern 1 1

 C2#1       ON
  X                  -0.500    -0.5219     0.0000     0.3838     0.0005 1.000 0.000

 C2#2       ON
  X                   1.500     0.7939     0.0000     0.3204     0.4985 0.000 1.000

Latent Class Pattern 2 1

 C2#1       ON
  X                   1.500     1.6585     0.0000     0.8631     0.0251 1.000 0.000

 C2#2       ON
  X                  -0.500    -0.6945     0.0000     0.4895     0.0378 1.000 0.000

Latent Class Pattern 3 1

 C2#1       ON
  X                   0.800     0.6886     0.0000     0.3270     0.0124 1.000 1.000

 C2#2       ON
  X                  -0.800    -1.0189     0.0000     0.6202     0.0479 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.209E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 1


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 2


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 3


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 1


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 2


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 3


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 1


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 2


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 3


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C1#3          C2#1          C2#2
              ________      ________      ________      ________      ________
 1                 16            17             0            18            19


           ALPHA(C)
              C2#3
              ________
 1                  0


           GAMMA(C)
              X
              ________
 C1#1              20
 C1#2              21
 C1#3               0
 C2#1               0
 C2#2               0
 C2#3               0


           BETA(C)
              C1#1          C1#2          C1#3
              ________      ________      ________
 C2#1              22            24             0
 C2#2              23            25             0
 C2#3               0             0             0


           GAMMA(CC) FOR C1#1
              X
              ________
 C2#1              26
 C2#2              27
 C2#3               0


           GAMMA(CC) FOR C1#2
              X
              ________
 C2#1              28
 C2#2              29
 C2#3               0


           GAMMA(CC) FOR C1#3
              X
              ________
 C2#1              30
 C2#2              31
 C2#3               0


     STARTING VALUES FOR LATENT CLASS PATTERN 1 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS PATTERN 1 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS PATTERN 1 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS PATTERN 2 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS PATTERN 2 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS PATTERN 2 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS PATTERN 3 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS PATTERN 3 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS PATTERN 3 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.500


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C1#3          C2#1          C2#2
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA(C)
              C2#3
              ________
 1              0.000


           GAMMA(C)
              X
              ________
 C1#1           1.500
 C1#2          -0.500
 C1#3           0.000
 C2#1           0.000
 C2#2           0.000
 C2#3           0.000


           BETA(C)
              C1#1          C1#2          C1#3
              ________      ________      ________
 C2#1           0.500         0.200         0.000
 C2#2           0.200         0.300         0.000
 C2#3           0.000         0.000         0.000


           GAMMA(CC) FOR C1#1
              X
              ________
 C2#1          -0.500
 C2#2           1.500
 C2#3           0.000


           GAMMA(CC) FOR C1#2
              X
              ________
 C2#1           1.500
 C2#2          -0.500
 C2#3           0.000


           GAMMA(CC) FOR C1#3
              X
              ________
 C2#1           0.800
 C2#2          -0.800
 C2#3           0.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 1 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 1 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 1 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 2 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 2 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 2 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 3 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 3 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 3 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              1.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.000         1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000        -1.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C1#3          C2#1          C2#2
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA(C)
              C2#3
              ________
 1              0.000


           GAMMA(C)
              X
              ________
 C1#1           1.500
 C1#2          -0.500
 C1#3           0.000
 C2#1           0.000
 C2#2           0.000
 C2#3           0.000


           BETA(C)
              C1#1          C1#2          C1#3
              ________      ________      ________
 C2#1           0.500         0.200         0.000
 C2#2           0.200         0.300         0.000
 C2#3           0.000         0.000         0.000


           GAMMA(CC) FOR C1#1
              X
              ________
 C2#1          -0.500
 C2#2           1.500
 C2#3           0.000


           GAMMA(CC) FOR C1#2
              X
              ________
 C2#1           1.500
 C2#2          -0.500
 C2#3           0.000


           GAMMA(CC) FOR C1#3
              X
              ________
 C2#1           0.800
 C2#2          -0.800
 C2#3           0.000


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    U11
    U12
    U13
    U14
    U15
    U21
    U22
    U23
    U24
    U25
    X
    C1
    C2

  Save file
    ex8.14.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  14:05:13
        Ending Time:  14:05:14
       Elapsed Time:  00:00:01



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