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

INPUT INSTRUCTIONS

  title:
  	this is an example of a sequential
  	process GMM for continuous outcomes with
  	two categorical latent variables

  montecarlo:
  	names are y1-y8;
  	genclasses = c1 (3) c2 (2);
  	classes = c1 (3) c2 (2);
  	nobs = 500;
  	seed = 3454367;
  	nrep = 1;
  	save = ex8.7.dat;

  analysis:
  	type = mixture;

  model population:

  	%overall%

  	y1-y8*.5;
  	i1 s1 | y1@0 y2@1 y3@2 y4@3;
  	i1*1; s1*.2;

  	i2 s2 | y5@0 y6@1 y7@2 y8@3;
  	i2*1; s2*.2;

  	c2#1 on c1#1*1 c1#2*.8;

  model population-c1:

  	%c1#1%
  	[i1*0 s1*0];

  	%c1#2%
  	[i1*2 s1*1];

  	%c1#3%
  	[i1*4 s1*1.5];


  model population-c2:

  	%c2#1%
  	[i2*0 s2*0];

  	%c2#2%
  	[i2*-2 s2*-1];



  model:

  	%overall%

  	y1-y8*.5;
  	i1 s1 | y1@0 y2@1 y3@2 y4@3;
  	i1*1; s1*.2;

  	i2 s2 | y5@0 y6@1 y7@2 y8@3;
  	i2*1; s2*.2;

  	c2#1 on c1#1*1 c1#2*.8;

  model c1:

  	%c1#1%
  	[i1*0 s1*0];

  	%c1#2%
  	[i1*2 s1*1];

  	%c1#3%
  	[i1*4 s1*1.5];


  model c2:

  	%c2#1%
  	[i2*0 s2*0];

  	%c2#2%
  	[i2*-2 s2*-1];



  output:
  	tech8 tech9;



INPUT READING TERMINATED NORMALLY




this is an example of a sequential
process GMM for continuous outcomes with
two categorical latent variables

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                              3454367

Number of dependent variables                                    8
Number of independent variables                                  0
Number of continuous latent variables                            4
Number of categorical latent variables                           2

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4          Y5          Y6
   Y7          Y8

Continuous latent variables
   I1          S1          I2          S2

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


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              1.921         2.727         3.522         4.349        -0.710


           Means
              Y6            Y7            Y8
              ________      ________      ________
 1             -1.107        -1.487        -1.905


           Covariances
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             4.321
 Y2             4.739         6.824
 Y3             5.724         7.873        10.414
 Y4             6.626         9.420        11.987        15.044
 Y5            -0.456        -0.468        -0.449        -0.565         2.475
 Y6            -0.824        -0.970        -1.102        -1.325         2.516
 Y7            -1.077        -1.240        -1.371        -1.680         2.913
 Y8            -1.515        -1.783        -2.055        -2.453         3.274


           Covariances
              Y6            Y7            Y8
              ________      ________      ________
 Y6             3.902
 Y7             4.296         6.210
 Y8             5.127         6.953         9.156


           Correlations
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             1.000
 Y2             0.873         1.000
 Y3             0.853         0.934         1.000
 Y4             0.822         0.930         0.958         1.000
 Y5            -0.140        -0.114        -0.088        -0.093         1.000
 Y6            -0.201        -0.188        -0.173        -0.173         0.810
 Y7            -0.208        -0.190        -0.170        -0.174         0.743
 Y8            -0.241        -0.226        -0.210        -0.209         0.688


           Correlations
              Y6            Y7            Y8
              ________      ________      ________
 Y6             1.000
 Y7             0.873         1.000
 Y8             0.858         0.922         1.000




MODEL FIT INFORMATION

Number of Free Parameters                       33

Loglikelihood

    H0 Value

        Mean                             -6606.707
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -6606.707      -6606.707
           0.980       0.000        -6606.707      -6606.707
           0.950       0.000        -6606.707      -6606.707
           0.900       0.000        -6606.707      -6606.707
           0.800       0.000        -6606.707      -6606.707
           0.700       0.000        -6606.707      -6606.707
           0.500       0.000        -6606.707      -6606.707
           0.300       0.000        -6606.707      -6606.707
           0.200       0.000        -6606.707      -6606.707
           0.100       0.000        -6606.707      -6606.707
           0.050       0.000        -6606.707      -6606.707
           0.020       0.000        -6606.707      -6606.707
           0.010       0.000        -6606.707      -6606.707

Information Criteria

    Akaike (AIC)

        Mean                             13279.414
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        13279.414      13279.414
           0.980       0.000        13279.414      13279.414
           0.950       0.000        13279.414      13279.414
           0.900       0.000        13279.414      13279.414
           0.800       0.000        13279.414      13279.414
           0.700       0.000        13279.414      13279.414
           0.500       0.000        13279.414      13279.414
           0.300       0.000        13279.414      13279.414
           0.200       0.000        13279.414      13279.414
           0.100       0.000        13279.414      13279.414
           0.050       0.000        13279.414      13279.414
           0.020       0.000        13279.414      13279.414
           0.010       0.000        13279.414      13279.414

    Bayesian (BIC)

        Mean                             13418.496
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        13418.496      13418.496
           0.980       0.000        13418.496      13418.496
           0.950       0.000        13418.496      13418.496
           0.900       0.000        13418.496      13418.496
           0.800       0.000        13418.496      13418.496
           0.700       0.000        13418.496      13418.496
           0.500       0.000        13418.496      13418.496
           0.300       0.000        13418.496      13418.496
           0.200       0.000        13418.496      13418.496
           0.100       0.000        13418.496      13418.496
           0.050       0.000        13418.496      13418.496
           0.020       0.000        13418.496      13418.496
           0.010       0.000        13418.496      13418.496

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

        Mean                             13313.752
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        13313.752      13313.752
           0.980       0.000        13313.752      13313.752
           0.950       0.000        13313.752      13313.752
           0.900       0.000        13313.752      13313.752
           0.800       0.000        13313.752      13313.752
           0.700       0.000        13313.752      13313.752
           0.500       0.000        13313.752      13313.752
           0.300       0.000        13313.752      13313.752
           0.200       0.000        13313.752      13313.752
           0.100       0.000        13313.752      13313.752
           0.050       0.000        13313.752      13313.752
           0.020       0.000        13313.752      13313.752
           0.010       0.000        13313.752      13313.752



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   C1  C2

  Latent Class Variable Patterns

         C1        C2
      Class     Class

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


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

  Latent Class
    Pattern

   1 1        138.22689          0.27645
   1 2         36.56881          0.07314
   2 1        132.23612          0.26447
   2 2         47.35794          0.09472
   3 1         59.61907          0.11924
   3 2         85.99117          0.17198


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

  Latent Class
    Variable    Class

    C1             1       174.79568          0.34959
                   2       179.59407          0.35919
                   3       145.61024          0.29122
    C2             1       330.08209          0.66016
                   2       169.91792          0.33984


LATENT TRANSITION PROBABILITIES BASED ON THE ESTIMATED MODEL

  C1 Classes (Rows) by C2 Classes (Columns)

            1        2

   1     0.791    0.209
   2     0.736    0.264
   3     0.409    0.591


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

  Latent Class
    Pattern

   1 1        138.22682          0.27645
   1 2         36.56881          0.07314
   2 1        132.23604          0.26447
   2 2         47.35783          0.09472
   3 1         59.61923          0.11924
   3 2         85.99128          0.17198


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

  Latent Class
    Variable    Class

    C1             1       174.79564          0.34959
                   2       179.59387          0.35919
                   3       145.61050          0.29122
    C2             1       330.08209          0.66016
                   2       169.91791          0.33984


CLASSIFICATION QUALITY

     Entropy                         0.721


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

   1 1              136          0.27200
   1 2               37          0.07400
   2 1              145          0.29000
   2 2               41          0.08200
   3 1               51          0.10200
   3 2               90          0.18000


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             2         1
         4             2         2
         5             3         1
         6             3         2

           1        2        3        4        5        6

    1   0.899    0.033    0.065    0.003    0.000    0.000
    2   0.105    0.798    0.012    0.083    0.000    0.001
    3   0.082    0.003    0.757    0.038    0.102    0.018
    4   0.006    0.050    0.086    0.695    0.006    0.157
    5   0.000    0.000    0.147    0.005    0.778    0.070
    6   0.000    0.000    0.024    0.107    0.053    0.815


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

  Latent Class
    Variable    Class

    C1             1             173          0.34600
                   2             186          0.37200
                   3             141          0.28200
    C2             1             332          0.66400
                   2             168          0.33600


MODEL RESULTS

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

 I1       |
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       |
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I2       |
  Y5               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S2       |
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       WITH
  I1               0.000     0.0218     0.0000     0.0516     0.0005 1.000 0.000

 I2       WITH
  I1               0.000     0.0065     0.0000     0.1190     0.0000 1.000 0.000
  S1               0.000     0.0691     0.0000     0.0454     0.0048 1.000 0.000

 S2       WITH
  I1               0.000    -0.0290     0.0000     0.0595     0.0008 1.000 0.000
  S1               0.000    -0.0026     0.0000     0.0231     0.0000 1.000 0.000
  I2               0.000    -0.0787     0.0000     0.0368     0.0062 0.000 1.000

 Means
  I1               0.000    -0.0544     0.0000     0.1285     0.0030 1.000 0.000
  S1               0.000     0.0528     0.0000     0.0602     0.0028 1.000 0.000
  I2               0.000    -0.0115     0.0000     0.0765     0.0001 1.000 0.000
  S2               0.000    -0.0501     0.0000     0.0423     0.0025 1.000 0.000

 Intercepts
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  I1               1.000     1.0152     0.0000     0.1810     0.0002 1.000 1.000
  S1               0.200     0.2208     0.0000     0.0358     0.0004 1.000 1.000
  I2               1.000     1.1685     0.0000     0.1314     0.0284 1.000 1.000
  S2               0.200     0.2410     0.0000     0.0310     0.0017 1.000 1.000

 Residual Variances
  Y1               0.500     0.5791     0.0000     0.0684     0.0063 1.000 1.000
  Y2               0.500     0.4595     0.0000     0.0419     0.0016 1.000 1.000
  Y3               0.500     0.4995     0.0000     0.0499     0.0000 1.000 1.000
  Y4               0.500     0.4010     0.0000     0.0828     0.0098 1.000 1.000
  Y5               0.500     0.3671     0.0000     0.0604     0.0177 0.000 1.000
  Y6               0.500     0.4835     0.0000     0.0394     0.0003 1.000 1.000
  Y7               0.500     0.5598     0.0000     0.0508     0.0036 1.000 1.000
  Y8               0.500     0.4459     0.0000     0.0861     0.0029 1.000 1.000

Latent Class Pattern 1 2

 I1       |
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       |
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I2       |
  Y5               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S2       |
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       WITH
  I1               0.000     0.0218     0.0000     0.0516     0.0005 1.000 0.000

 I2       WITH
  I1               0.000     0.0065     0.0000     0.1190     0.0000 1.000 0.000
  S1               0.000     0.0691     0.0000     0.0454     0.0048 1.000 0.000

 S2       WITH
  I1               0.000    -0.0290     0.0000     0.0595     0.0008 1.000 0.000
  S1               0.000    -0.0026     0.0000     0.0231     0.0000 1.000 0.000
  I2               0.000    -0.0787     0.0000     0.0368     0.0062 0.000 1.000

 Means
  I1               0.000    -0.0544     0.0000     0.1285     0.0030 1.000 0.000
  S1               0.000     0.0528     0.0000     0.0602     0.0028 1.000 0.000
  I2              -2.000    -2.0606     0.0000     0.1345     0.0037 1.000 1.000
  S2              -1.000    -1.0697     0.0000     0.0481     0.0049 1.000 1.000

 Intercepts
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  I1               1.000     1.0152     0.0000     0.1810     0.0002 1.000 1.000
  S1               0.200     0.2208     0.0000     0.0358     0.0004 1.000 1.000
  I2               1.000     1.1685     0.0000     0.1314     0.0284 1.000 1.000
  S2               0.200     0.2410     0.0000     0.0310     0.0017 1.000 1.000

 Residual Variances
  Y1               0.500     0.5791     0.0000     0.0684     0.0063 1.000 1.000
  Y2               0.500     0.4595     0.0000     0.0419     0.0016 1.000 1.000
  Y3               0.500     0.4995     0.0000     0.0499     0.0000 1.000 1.000
  Y4               0.500     0.4010     0.0000     0.0828     0.0098 1.000 1.000
  Y5               0.500     0.3671     0.0000     0.0604     0.0177 0.000 1.000
  Y6               0.500     0.4835     0.0000     0.0394     0.0003 1.000 1.000
  Y7               0.500     0.5598     0.0000     0.0508     0.0036 1.000 1.000
  Y8               0.500     0.4459     0.0000     0.0861     0.0029 1.000 1.000

Latent Class Pattern 2 1

 I1       |
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       |
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I2       |
  Y5               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S2       |
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       WITH
  I1               0.000     0.0218     0.0000     0.0516     0.0005 1.000 0.000

 I2       WITH
  I1               0.000     0.0065     0.0000     0.1190     0.0000 1.000 0.000
  S1               0.000     0.0691     0.0000     0.0454     0.0048 1.000 0.000

 S2       WITH
  I1               0.000    -0.0290     0.0000     0.0595     0.0008 1.000 0.000
  S1               0.000    -0.0026     0.0000     0.0231     0.0000 1.000 0.000
  I2               0.000    -0.0787     0.0000     0.0368     0.0062 0.000 1.000

 Means
  I1               2.000     2.0682     0.0000     0.1820     0.0046 1.000 1.000
  S1               1.000     1.0172     0.0000     0.0801     0.0003 1.000 1.000
  I2               0.000    -0.0115     0.0000     0.0765     0.0001 1.000 0.000
  S2               0.000    -0.0501     0.0000     0.0423     0.0025 1.000 0.000

 Intercepts
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  I1               1.000     1.0152     0.0000     0.1810     0.0002 1.000 1.000
  S1               0.200     0.2208     0.0000     0.0358     0.0004 1.000 1.000
  I2               1.000     1.1685     0.0000     0.1314     0.0284 1.000 1.000
  S2               0.200     0.2410     0.0000     0.0310     0.0017 1.000 1.000

 Residual Variances
  Y1               0.500     0.5791     0.0000     0.0684     0.0063 1.000 1.000
  Y2               0.500     0.4595     0.0000     0.0419     0.0016 1.000 1.000
  Y3               0.500     0.4995     0.0000     0.0499     0.0000 1.000 1.000
  Y4               0.500     0.4010     0.0000     0.0828     0.0098 1.000 1.000
  Y5               0.500     0.3671     0.0000     0.0604     0.0177 0.000 1.000
  Y6               0.500     0.4835     0.0000     0.0394     0.0003 1.000 1.000
  Y7               0.500     0.5598     0.0000     0.0508     0.0036 1.000 1.000
  Y8               0.500     0.4459     0.0000     0.0861     0.0029 1.000 1.000

Latent Class Pattern 2 2

 I1       |
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       |
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I2       |
  Y5               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S2       |
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       WITH
  I1               0.000     0.0218     0.0000     0.0516     0.0005 1.000 0.000

 I2       WITH
  I1               0.000     0.0065     0.0000     0.1190     0.0000 1.000 0.000
  S1               0.000     0.0691     0.0000     0.0454     0.0048 1.000 0.000

 S2       WITH
  I1               0.000    -0.0290     0.0000     0.0595     0.0008 1.000 0.000
  S1               0.000    -0.0026     0.0000     0.0231     0.0000 1.000 0.000
  I2               0.000    -0.0787     0.0000     0.0368     0.0062 0.000 1.000

 Means
  I1               2.000     2.0682     0.0000     0.1820     0.0046 1.000 1.000
  S1               1.000     1.0172     0.0000     0.0801     0.0003 1.000 1.000
  I2              -2.000    -2.0606     0.0000     0.1345     0.0037 1.000 1.000
  S2              -1.000    -1.0697     0.0000     0.0481     0.0049 1.000 1.000

 Intercepts
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  I1               1.000     1.0152     0.0000     0.1810     0.0002 1.000 1.000
  S1               0.200     0.2208     0.0000     0.0358     0.0004 1.000 1.000
  I2               1.000     1.1685     0.0000     0.1314     0.0284 1.000 1.000
  S2               0.200     0.2410     0.0000     0.0310     0.0017 1.000 1.000

 Residual Variances
  Y1               0.500     0.5791     0.0000     0.0684     0.0063 1.000 1.000
  Y2               0.500     0.4595     0.0000     0.0419     0.0016 1.000 1.000
  Y3               0.500     0.4995     0.0000     0.0499     0.0000 1.000 1.000
  Y4               0.500     0.4010     0.0000     0.0828     0.0098 1.000 1.000
  Y5               0.500     0.3671     0.0000     0.0604     0.0177 0.000 1.000
  Y6               0.500     0.4835     0.0000     0.0394     0.0003 1.000 1.000
  Y7               0.500     0.5598     0.0000     0.0508     0.0036 1.000 1.000
  Y8               0.500     0.4459     0.0000     0.0861     0.0029 1.000 1.000

Latent Class Pattern 3 1

 I1       |
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       |
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I2       |
  Y5               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S2       |
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       WITH
  I1               0.000     0.0218     0.0000     0.0516     0.0005 1.000 0.000

 I2       WITH
  I1               0.000     0.0065     0.0000     0.1190     0.0000 1.000 0.000
  S1               0.000     0.0691     0.0000     0.0454     0.0048 1.000 0.000

 S2       WITH
  I1               0.000    -0.0290     0.0000     0.0595     0.0008 1.000 0.000
  S1               0.000    -0.0026     0.0000     0.0231     0.0000 1.000 0.000
  I2               0.000    -0.0787     0.0000     0.0368     0.0062 0.000 1.000

 Means
  I1               4.000     4.0985     0.0000     0.2118     0.0097 1.000 1.000
  S1               1.500     1.4582     0.0000     0.0617     0.0018 1.000 1.000
  I2               0.000    -0.0115     0.0000     0.0765     0.0001 1.000 0.000
  S2               0.000    -0.0501     0.0000     0.0423     0.0025 1.000 0.000

 Intercepts
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  I1               1.000     1.0152     0.0000     0.1810     0.0002 1.000 1.000
  S1               0.200     0.2208     0.0000     0.0358     0.0004 1.000 1.000
  I2               1.000     1.1685     0.0000     0.1314     0.0284 1.000 1.000
  S2               0.200     0.2410     0.0000     0.0310     0.0017 1.000 1.000

 Residual Variances
  Y1               0.500     0.5791     0.0000     0.0684     0.0063 1.000 1.000
  Y2               0.500     0.4595     0.0000     0.0419     0.0016 1.000 1.000
  Y3               0.500     0.4995     0.0000     0.0499     0.0000 1.000 1.000
  Y4               0.500     0.4010     0.0000     0.0828     0.0098 1.000 1.000
  Y5               0.500     0.3671     0.0000     0.0604     0.0177 0.000 1.000
  Y6               0.500     0.4835     0.0000     0.0394     0.0003 1.000 1.000
  Y7               0.500     0.5598     0.0000     0.0508     0.0036 1.000 1.000
  Y8               0.500     0.4459     0.0000     0.0861     0.0029 1.000 1.000

Latent Class Pattern 3 2

 I1       |
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       |
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I2       |
  Y5               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S2       |
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 S1       WITH
  I1               0.000     0.0218     0.0000     0.0516     0.0005 1.000 0.000

 I2       WITH
  I1               0.000     0.0065     0.0000     0.1190     0.0000 1.000 0.000
  S1               0.000     0.0691     0.0000     0.0454     0.0048 1.000 0.000

 S2       WITH
  I1               0.000    -0.0290     0.0000     0.0595     0.0008 1.000 0.000
  S1               0.000    -0.0026     0.0000     0.0231     0.0000 1.000 0.000
  I2               0.000    -0.0787     0.0000     0.0368     0.0062 0.000 1.000

 Means
  I1               4.000     4.0985     0.0000     0.2118     0.0097 1.000 1.000
  S1               1.500     1.4582     0.0000     0.0617     0.0018 1.000 1.000
  I2              -2.000    -2.0606     0.0000     0.1345     0.0037 1.000 1.000
  S2              -1.000    -1.0697     0.0000     0.0481     0.0049 1.000 1.000

 Intercepts
  Y1               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y5               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y6               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y7               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y8               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  I1               1.000     1.0152     0.0000     0.1810     0.0002 1.000 1.000
  S1               0.200     0.2208     0.0000     0.0358     0.0004 1.000 1.000
  I2               1.000     1.1685     0.0000     0.1314     0.0284 1.000 1.000
  S2               0.200     0.2410     0.0000     0.0310     0.0017 1.000 1.000

 Residual Variances
  Y1               0.500     0.5791     0.0000     0.0684     0.0063 1.000 1.000
  Y2               0.500     0.4595     0.0000     0.0419     0.0016 1.000 1.000
  Y3               0.500     0.4995     0.0000     0.0499     0.0000 1.000 1.000
  Y4               0.500     0.4010     0.0000     0.0828     0.0098 1.000 1.000
  Y5               0.500     0.3671     0.0000     0.0604     0.0177 0.000 1.000
  Y6               0.500     0.4835     0.0000     0.0394     0.0003 1.000 1.000
  Y7               0.500     0.5598     0.0000     0.0508     0.0036 1.000 1.000
  Y8               0.500     0.4459     0.0000     0.0861     0.0029 1.000 1.000

Categorical Latent Variables

 C2#1     ON
  C1#1             1.000     1.6960     0.0000     0.4298     0.4844 1.000 1.000
  C1#2             0.800     1.3931     0.0000     0.3975     0.3518 1.000 1.000

 Means
  C1#1             0.000     0.1827     0.0000     0.2090     0.0334 1.000 0.000
  C1#2             0.000     0.2098     0.0000     0.2641     0.0440 1.000 0.000
  C2#1             0.000    -0.3663     0.0000     0.2796     0.1342 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.115E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 Y5                 0             0             0             0
 Y6                 0             0             0             0
 Y7                 0             0             0             0
 Y8                 0             0             0             0


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 Y5                 0             0             0             0             5
 Y6                 0             0             0             0             0
 Y7                 0             0             0             0             0
 Y8                 0             0             0             0             0


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6                 6
 Y7                 0             7
 Y8                 0             0             8


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1                  9            10            11            12


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                 0             0             0             0
 S1                 0             0             0             0
 I2                 0             0             0             0
 S2                 0             0             0             0


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                13
 S1                14            15
 I2                16            17            18
 S2                19            20            21            22


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 Y5                 0             0             0             0
 Y6                 0             0             0             0
 Y7                 0             0             0             0
 Y8                 0             0             0             0


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 Y5                 0             0             0             0             5
 Y6                 0             0             0             0             0
 Y7                 0             0             0             0             0
 Y8                 0             0             0             0             0


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6                 6
 Y7                 0             7
 Y8                 0             0             8


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1                  9            10            23            24


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                 0             0             0             0
 S1                 0             0             0             0
 I2                 0             0             0             0
 S2                 0             0             0             0


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                13
 S1                14            15
 I2                16            17            18
 S2                19            20            21            22


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 Y5                 0             0             0             0
 Y6                 0             0             0             0
 Y7                 0             0             0             0
 Y8                 0             0             0             0


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 Y5                 0             0             0             0             5
 Y6                 0             0             0             0             0
 Y7                 0             0             0             0             0
 Y8                 0             0             0             0             0


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6                 6
 Y7                 0             7
 Y8                 0             0             8


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1                 25            26            11            12


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                 0             0             0             0
 S1                 0             0             0             0
 I2                 0             0             0             0
 S2                 0             0             0             0


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                13
 S1                14            15
 I2                16            17            18
 S2                19            20            21            22


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 Y5                 0             0             0             0
 Y6                 0             0             0             0
 Y7                 0             0             0             0
 Y8                 0             0             0             0


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 Y5                 0             0             0             0             5
 Y6                 0             0             0             0             0
 Y7                 0             0             0             0             0
 Y8                 0             0             0             0             0


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6                 6
 Y7                 0             7
 Y8                 0             0             8


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1                 25            26            23            24


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                 0             0             0             0
 S1                 0             0             0             0
 I2                 0             0             0             0
 S2                 0             0             0             0


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                13
 S1                14            15
 I2                16            17            18
 S2                19            20            21            22


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 Y5                 0             0             0             0
 Y6                 0             0             0             0
 Y7                 0             0             0             0
 Y8                 0             0             0             0


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 Y5                 0             0             0             0             5
 Y6                 0             0             0             0             0
 Y7                 0             0             0             0             0
 Y8                 0             0             0             0             0


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6                 6
 Y7                 0             7
 Y8                 0             0             8


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1                 27            28            11            12


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                 0             0             0             0
 S1                 0             0             0             0
 I2                 0             0             0             0
 S2                 0             0             0             0


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                13
 S1                14            15
 I2                16            17            18
 S2                19            20            21            22


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1                 0             0             0             0
 Y2                 0             0             0             0
 Y3                 0             0             0             0
 Y4                 0             0             0             0
 Y5                 0             0             0             0
 Y6                 0             0             0             0
 Y7                 0             0             0             0
 Y8                 0             0             0             0


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 Y5                 0             0             0             0             5
 Y6                 0             0             0             0             0
 Y7                 0             0             0             0             0
 Y8                 0             0             0             0             0


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6                 6
 Y7                 0             7
 Y8                 0             0             8


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1                 27            28            23            24


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                 0             0             0             0
 S1                 0             0             0             0
 I2                 0             0             0             0
 S2                 0             0             0             0


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1                13
 S1                14            15
 I2                16            17            18
 S2                19            20            21            22


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C1#3          C2#1          C2#2
              ________      ________      ________      ________      ________
 1                 29            30             0            31             0


           BETA(C)
              C1#1          C1#2          C1#3
              ________      ________      ________
 C2#1              32            33             0
 C2#2               0             0             0


     STARTING VALUES FOR LATENT CLASS PATTERN 1 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     STARTING VALUES FOR LATENT CLASS PATTERN 1 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              0.000         0.000        -2.000        -1.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     STARTING VALUES FOR LATENT CLASS PATTERN 2 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              2.000         1.000         0.000         0.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     STARTING VALUES FOR LATENT CLASS PATTERN 2 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              2.000         1.000        -2.000        -1.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     STARTING VALUES FOR LATENT CLASS PATTERN 3 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              4.000         1.500         0.000         0.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     STARTING VALUES FOR LATENT CLASS PATTERN 3 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              4.000         1.500        -2.000        -1.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     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


           BETA(C)
              C1#1          C1#2          C1#3
              ________      ________      ________
 C2#1           1.000         0.800         0.000
 C2#2           0.000         0.000         0.000


     POPULATION VALUES FOR LATENT CLASS PATTERN 1 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     POPULATION VALUES FOR LATENT CLASS PATTERN 1 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              0.000         0.000        -2.000        -1.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     POPULATION VALUES FOR LATENT CLASS PATTERN 2 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              2.000         1.000         0.000         0.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     POPULATION VALUES FOR LATENT CLASS PATTERN 2 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              2.000         1.000        -2.000        -1.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     POPULATION VALUES FOR LATENT CLASS PATTERN 3 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              4.000         1.500         0.000         0.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     POPULATION VALUES FOR LATENT CLASS PATTERN 3 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y6            Y7            Y8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              I1            S1            I2            S2
              ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000
 Y5             0.000         0.000         1.000         0.000
 Y6             0.000         0.000         1.000         1.000
 Y7             0.000         0.000         1.000         2.000
 Y8             0.000         0.000         1.000         3.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 Y5             0.000         0.000         0.000         0.000         0.500
 Y6             0.000         0.000         0.000         0.000         0.000
 Y7             0.000         0.000         0.000         0.000         0.000
 Y8             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6            Y7            Y8
              ________      ________      ________
 Y6             0.500
 Y7             0.000         0.500
 Y8             0.000         0.000         0.500


           ALPHA
              I1            S1            I2            S2
              ________      ________      ________      ________
 1              4.000         1.500        -2.000        -1.000


           BETA
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             0.000         0.000         0.000         0.000
 S1             0.000         0.000         0.000         0.000
 I2             0.000         0.000         0.000         0.000
 S2             0.000         0.000         0.000         0.000


           PSI
              I1            S1            I2            S2
              ________      ________      ________      ________
 I1             1.000
 S1             0.000         0.200
 I2             0.000         0.000         1.000
 S2             0.000         0.000         0.000         0.200


     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


           BETA(C)
              C1#1          C1#2          C1#3
              ________      ________      ________
 C2#1           1.000         0.800         0.000
 C2#2           0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.66213906D+04    0.0000000    0.0000000    130.564    41.978    EM
                                                    119.482    51.270
                                                     69.612    87.093
     2 -0.66083076D+04   13.0829733    0.0019759    132.409    39.574    EM
                                                    123.519    49.246
                                                     66.793    88.459
     3 -0.66073915D+04    0.9161421    0.0001386    133.246    38.495    EM
                                                    126.151    47.944
                                                     65.482    88.682
     4 -0.66070697D+04    0.3217824    0.0000487    133.793    37.919    EM
                                                    127.840    47.099
                                                     64.760    88.590
     5 -0.66069291D+04    0.1406381    0.0000213    134.234    37.570    EM
                                                    128.926    46.557
                                                     64.287    88.426
     6 -0.66068583D+04    0.0707619    0.0000107    134.621    37.339    EM
                                                    129.633    46.217
                                                     63.932    88.258
     7 -0.66068183D+04    0.0399558    0.0000060    134.967    37.179    EM
                                                    130.101    46.013
                                                     63.637    88.104
     8 -0.66067934D+04    0.0249336    0.0000038    135.276    37.063    EM
                                                    130.419    45.900
                                                     63.376    87.966
     9 -0.66067765D+04    0.0169175    0.0000026    135.552    36.977    EM
                                                    130.643    45.848
                                                     63.137    87.842
    10 -0.66067642D+04    0.0122650    0.0000019    135.798    36.913    EM
                                                    130.808    45.838
                                                     62.915    87.729
    11 -0.66067549D+04    0.0093484    0.0000014    136.018    36.863    EM
                                                    130.934    45.855
                                                     62.706    87.624
    12 -0.66067475D+04    0.0073918    0.0000011    136.213    36.824    EM
                                                    131.036    45.892
                                                     62.509    87.527
    13 -0.66067415D+04    0.0060010    0.0000009    136.388    36.794    EM
                                                    131.121    45.940
                                                     62.322    87.435
    14 -0.66067365D+04    0.0049641    0.0000008    136.544    36.769    EM
                                                    131.195    45.997
                                                     62.147    87.349
    15 -0.66067324D+04    0.0041619    0.0000006    136.685    36.749    EM
                                                    131.261    46.057
                                                     61.981    87.268
    16 -0.66067288D+04    0.0035229    0.0000005    136.811    36.731    EM
                                                    131.321    46.121
                                                     61.825    87.191
    17 -0.66067258D+04    0.0030026    0.0000005    136.926    36.717    EM
                                                    131.377    46.184
                                                     61.678    87.118
    18 -0.66067233D+04    0.0025719    0.0000004    137.029    36.704    EM
                                                    131.429    46.248
                                                     61.540    87.049
    19 -0.66067210D+04    0.0022109    0.0000003    137.123    36.693    EM
                                                    131.478    46.310
                                                     61.411    86.984
    20 -0.66067191D+04    0.0019055    0.0000003    137.208    36.684    EM
                                                    131.525    46.371
                                                     61.290    86.922
    21 -0.66067175D+04    0.0016456    0.0000002    137.286    36.675    EM
                                                    131.569    46.429
                                                     61.177    86.863
    22 -0.66067161D+04    0.0014232    0.0000002    137.358    36.667    EM
                                                    131.610    46.485
                                                     61.072    86.808
    23 -0.66067148D+04    0.0012320    0.0000002    137.423    36.660    EM
                                                    131.650    46.539
                                                     60.973    86.756
    24 -0.66067138D+04    0.0010674    0.0000002    137.483    36.654    EM
                                                    131.687    46.590
                                                     60.880    86.707
    25 -0.66067128D+04    0.0009253    0.0000001    137.538    36.648    EM
                                                    131.722    46.638
                                                     60.794    86.661
    26 -0.66067120D+04    0.0008024    0.0000001    137.588    36.642    EM
                                                    131.755    46.684
                                                     60.714    86.617
    27 -0.66067113D+04    0.0006961    0.0000001    137.634    36.637    EM
                                                    131.786    46.727
                                                     60.639    86.576
    28 -0.66067107D+04    0.0006039    0.0000001    137.677    36.632    EM
                                                    131.815    46.768
                                                     60.569    86.538
    29 -0.66067102D+04    0.0005240    0.0000001    137.717    36.628    EM
                                                    131.843    46.807
                                                     60.504    86.502
    30 -0.66067098D+04    0.0004547    0.0000001    137.753    36.624    EM
                                                    131.869    46.843
                                                     60.443    86.468
    31 -0.66067094D+04    0.0003946    0.0000001    137.787    36.620    EM
                                                    131.893    46.877
                                                     60.387    86.436
    32 -0.66067090D+04    0.0003424    0.0000001    137.818    36.616    EM
                                                    131.916    46.909
                                                     60.334    86.407
    33 -0.66067087D+04    0.0002974    0.0000000    137.847    36.613    EM
                                                    131.937    46.939
                                                     60.285    86.379
    34 -0.66067085D+04    0.0002580    0.0000000    137.874    36.610    EM
                                                    131.957    46.967
                                                     60.239    86.353
    35 -0.66067082D+04    0.0002238    0.0000000    137.899    36.607    EM
                                                    131.976    46.993
                                                     60.196    86.328
    36 -0.66067081D+04    0.0001942    0.0000000    137.922    36.605    EM
                                                    131.994    47.017
                                                     60.157    86.306
    37 -0.66067070D+04    0.0010171    0.0000002    138.173    36.626    FS
                                                    132.213    47.306
                                                     59.668    86.013
    38 -0.66067069D+04    0.0001661    0.0000000    138.175    36.583    FS
                                                    132.170    47.281
                                                     59.737    86.053
    39 -0.66067068D+04    0.0000408    0.0000000    138.212    36.583    FS
                                                    132.255    47.359
                                                     59.606    85.986
    40 -0.66067068D+04    0.0000118    0.0000000    138.216    36.570    FS
                                                    132.206    47.328
                                                     59.667    86.013
    41 -0.66067068D+04    0.0000027    0.0000000    138.221    36.575    FS
                                                    132.252    47.369
                                                     59.600    85.984
    42 -0.66067068D+04    0.0000211    0.0000000    138.224    36.572    EM
                                                    132.248    47.368
                                                     59.604    85.984
    43 -0.66067068D+04    0.0000039    0.0000000    138.225    36.571    EM
                                                    132.245    47.367
                                                     59.608    85.984
    44 -0.66067068D+04    0.0000014    0.0000000    138.226    36.570    EM
                                                    132.243    47.366
                                                     59.610    85.985
    45 -0.66067068D+04    0.0000006    0.0000000    138.227    36.570    EM
                                                    132.242    47.365
                                                     59.611    85.985
    46 -0.66067068D+04    0.0000003    0.0000000    138.228    36.570    EM
                                                    132.241    47.364
                                                     59.613    85.986
    47 -0.66067068D+04    0.0000002    0.0000000    138.228    36.569    EM
                                                    132.240    47.363
                                                     59.613    85.987
    48 -0.66067068D+04    0.0000001    0.0000000    138.228    36.569    EM
                                                    132.239    47.362
                                                     59.614    85.987
    49 -0.66067068D+04    0.0000001    0.0000000    138.228    36.569    EM
                                                    132.239    47.362
                                                     59.615    85.988
    50 -0.66067068D+04    0.0000000    0.0000000    138.228    36.569    EM
                                                    132.239    47.361
                                                     59.615    85.988
    51 -0.66067068D+04    0.0000000    0.0000000    138.228    36.569    EM
                                                    132.238    47.361
                                                     59.616    85.989
    52 -0.66067068D+04    0.0000000    0.0000000    138.228    36.569    EM
                                                    132.238    47.360
                                                     59.616    85.989
    53 -0.66067068D+04    0.0000000    0.0000000    138.228    36.569    EM
                                                    132.238    47.360
                                                     59.617    85.989
    54 -0.66067068D+04    0.0000000    0.0000000    138.228    36.569    EM
                                                    132.237    47.360
                                                     59.617    85.990
    55 -0.66067068D+04    0.0000000    0.0000000    138.228    36.569    EM
                                                    132.237    47.359
                                                     59.617    85.990
    56 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.237    47.359
                                                     59.618    85.990
    57 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.237    47.359
                                                     59.618    85.990
    58 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.237    47.359
                                                     59.618    85.990
    59 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.237    47.359
                                                     59.618    85.991
    60 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.236    47.358
                                                     59.619    85.991
    61 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.236    47.358
                                                     59.619    85.991
    62 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.236    47.358
                                                     59.619    85.991
    63 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.236    47.358
                                                     59.619    85.991
    64 -0.66067068D+04    0.0000000    0.0000000    138.227    36.569    EM
                                                    132.236    47.358
                                                     59.619    85.991


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    Y1
    Y2
    Y3
    Y4
    Y5
    Y6
    Y7
    Y8
    C1
    C2

  Save file
    ex8.7.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  22:04:07
        Ending Time:  22:04:08
       Elapsed Time:  00:00:01



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