Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010  10:58 PM

INPUT INSTRUCTIONS

  TITLE:
          penn8

          Growth mixture model with latent trajectory classes
          predicting a distal binary outcome.

          Data are from the National Longitudinal Survey of Youth (NLSY)
          (public domain data).  The growth outcome variable is frequency of
          heavy drinking (6 or more drinks) in the last 30 days, measured
          at ages 18 - 25. The distal binary outcome is alcohol dependence
          at age 30. Birth cohort 1964.

          Source: Muthen, B. (1998). Second-generation structural equation
          modeling with a combination of categorical and continuous latent
          variables: New opportunities for latent class/latent growth modeling.
          Forthcoming in New Methods for the Analysis of Change.
          A. Sayer & L. Collins (eds.). Washington D.C.: APA.

          For a related model using the same data, see
          Muthen, B. & Shedden, K. (1998). Finite mixture modeling with
          mixture outcomes using the EM algorithm. Biometrics, in press.

  DATA:
          FILE IS nlsy64.dat;

  VARIABLE:
          NAMES ARE
          dep94 hd82 hd83 hd84 hd88 hd89
          male black hisp es fh123 hsdrp coll;

          MISSING ARE .;

  !        the statement above gives listwise deletion
  !        using the missing data symbol "."

          CATEGORICAL IS dep94;

          CLASSES = c(3);

  ANALYSIS:
          TYPE = MIXTURE;
          MITERATIONS = 150;

  MODEL:

          %OVERALL%
          f1 BY hd82-hd89@1;
          f2 BY hd82@-3.5 hd83@-2.5 hd84@-1.5 hd88@2.5 hd89@3.5;
          f3 BY hd82@12.25 hd83@6.25 hd84@2.25 hd88@6.25 hd89@12.25;
          [hd82-hd89@0];

          f1 ON male black hisp es fh123
          hsdrp coll;
          f2 ON male black hisp es fh123
          hsdrp coll;
          f3 ON male black hisp es fh123
          hsdrp coll;

          f1*1.1 f2*0.06 f3*0.005;

  !  c#1 BY dep94*-1.199;
  !  c#2 BY dep94*-.597;
  !  c#3 BY dep94*-2.397;

    [dep94$1*1.199];

          c#1 ON male*1.253 black*-1.596 hisp*-.221 es*1.073 fh123*.623
          hsdrp*-.221 coll*-.607;
          c#2 ON male*1.483 black*-.670 hisp*-.736 es*.617 fh123*.681
          hsdrp*.800 coll*-.043;

          [c#1*-2.461 c#2*-3.379];

          %c#1%
          [f1*2.26 f2*-.268 f3*.027];

          %c#2%
          [f1*2.66 f2*.456 f3*-.012];
    [dep94$1*.597];

          %c#3%
          [f1*.83 f2*.007 f3*-.041];
    [dep94$1*2.397];

  OUTPUT:

          tech1;



INPUT READING TERMINATED NORMALLY




penn8

Growth mixture model with latent trajectory classes
predicting a distal binary outcome.

Data are from the National Longitudinal Survey of Youth (NLSY)
(public domain data).  The growth outcome variable is frequency of
heavy drinking (6 or more drinks) in the last 30 days, measured
at ages 18 - 25. The distal binary outcome is alcohol dependence
at age 30. Birth cohort 1964.

Source: Muthen, B. (1998). Second-generation structural equation
modeling with a combination of categorical and continuous latent
variables: New opportunities for latent class/latent growth modeling.
Forthcoming in New Methods for the Analysis of Change.
A. Sayer & L. Collins (eds.). Washington D.C.: APA.

For a related model using the same data, see
Muthen, B. & Shedden, K. (1998). Finite mixture modeling with
mixture outcomes using the EM algorithm. Biometrics, in press.

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         922

Number of dependent variables                                    6
Number of independent variables                                  7
Number of continuous latent variables                            3
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   HD82        HD83        HD84        HD88        HD89

  Binary and ordered categorical (ordinal)
   DEP94

Observed independent variables
   MALE        BLACK       HISP        ES          FH123       HSDRP
   COLL

Continuous latent variables
   F1          F2          F3

Categorical latent variables
   C


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 150
  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
Maximum number of iterations for H1                           2000
Convergence criterion for H1                             0.100D-03
Optimization algorithm                                         EMA
Random Starts Specifications
  Number of initial stage random starts                         10
  Number of final stage optimizations                            2
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Link                                                         LOGIT

Input data file(s)
  nlsy64.dat
Input data format  FREE


SUMMARY OF DATA

     Number of missing data patterns             1
     Number of y missing data patterns           1
     Number of u missing data patterns           1


COVARIANCE COVERAGE OF DATA

Minimum covariance coverage value   0.100


     PROPORTION OF DATA PRESENT FOR Y


           Covariance Coverage
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 HD82           1.000
 HD83           1.000         1.000
 HD84           1.000         1.000         1.000
 HD88           1.000         1.000         1.000         1.000
 HD89           1.000         1.000         1.000         1.000         1.000
 MALE           1.000         1.000         1.000         1.000         1.000
 BLACK          1.000         1.000         1.000         1.000         1.000
 HISP           1.000         1.000         1.000         1.000         1.000
 ES             1.000         1.000         1.000         1.000         1.000
 FH123          1.000         1.000         1.000         1.000         1.000
 HSDRP          1.000         1.000         1.000         1.000         1.000
 COLL           1.000         1.000         1.000         1.000         1.000


           Covariance Coverage
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 MALE           1.000
 BLACK          1.000         1.000
 HISP           1.000         1.000         1.000
 ES             1.000         1.000         1.000         1.000
 FH123          1.000         1.000         1.000         1.000         1.000
 HSDRP          1.000         1.000         1.000         1.000         1.000
 COLL           1.000         1.000         1.000         1.000         1.000


           Covariance Coverage
              HSDRP         COLL
              ________      ________
 HSDRP          1.000
 COLL           1.000         1.000


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    DEP94
      Category 1    0.880      811.000
      Category 2    0.120      111.000


RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES

Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:

           -7438.854  unperturbed      0
           -7438.854  903420           5



     WARNING:  WHEN ESTIMATING A MODEL WITH MORE THAN TWO CLASSES, IT MAY BE
     NECESSARY TO INCREASE THE NUMBER OF RANDOM STARTS USING THE STARTS OPTION
     TO AVOID LOCAL MAXIMA.


THE MODEL ESTIMATION TERMINATED NORMALLY

     WARNING:  THE LATENT VARIABLE COVARIANCE MATRIX (PSI)  IN CLASS 1
     IS NOT POSITIVE DEFINITE.  THIS COULD INDICATE A NEGATIVE VARIANCE/
     RESIDUAL VARIANCE FOR A LATENT VARIABLE, A CORRELATION GREATER OR EQUAL
     TO ONE BETWEEN TWO LATENT VARIABLES, OR A LINEAR DEPENDENCY AMONG MORE
     THAN TWO LATENT VARIABLES.  CHECK THE TECH4 OUTPUT FOR MORE INFORMATION.
     PROBLEM INVOLVING VARIABLE F3.


     WARNING:  THE LATENT VARIABLE COVARIANCE MATRIX (PSI)  IN CLASS 2
     IS NOT POSITIVE DEFINITE.  THIS COULD INDICATE A NEGATIVE VARIANCE/
     RESIDUAL VARIANCE FOR A LATENT VARIABLE, A CORRELATION GREATER OR EQUAL
     TO ONE BETWEEN TWO LATENT VARIABLES, OR A LINEAR DEPENDENCY AMONG MORE
     THAN TWO LATENT VARIABLES.  CHECK THE TECH4 OUTPUT FOR MORE INFORMATION.
     PROBLEM INVOLVING VARIABLE F3.


     WARNING:  THE LATENT VARIABLE COVARIANCE MATRIX (PSI)  IN CLASS 3
     IS NOT POSITIVE DEFINITE.  THIS COULD INDICATE A NEGATIVE VARIANCE/
     RESIDUAL VARIANCE FOR A LATENT VARIABLE, A CORRELATION GREATER OR EQUAL
     TO ONE BETWEEN TWO LATENT VARIABLES, OR A LINEAR DEPENDENCY AMONG MORE
     THAN TWO LATENT VARIABLES.  CHECK THE TECH4 OUTPUT FOR MORE INFORMATION.
     PROBLEM INVOLVING VARIABLE F3.




TESTS OF MODEL FIT

Loglikelihood

          H0 Value                       -7438.854
          H0 Scaling Correction Factor       1.598
            for MLR

Information Criteria

          Number of Free Parameters             60
          Akaike (AIC)                   14997.707
          Bayesian (BIC)                 15287.300
          Sample-Size Adjusted BIC       15096.747
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                              0.000
          Degrees of freedom cannot be computed for this model part.

          Likelihood Ratio Chi-Square

          Value                              0.000
          Degrees of freedom cannot be computed for this model part.



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

    Latent
   Classes

       1        109.71363          0.11900
       2         65.60030          0.07115
       3        746.68608          0.80985


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

    Latent
   Classes

       1        109.71363          0.11900
       2         65.60030          0.07115
       3        746.68608          0.80985


CLASSIFICATION QUALITY

     Entropy                         0.939


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              108          0.11714
       2               62          0.06725
       3              752          0.81562


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

           1        2        3

    1   0.957    0.004    0.039
    2   0.019    0.908    0.073
    3   0.007    0.012    0.981


MODEL RESULTS

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

Latent Class 1

 F1       BY
    HD82               1.000      0.000    999.000    999.000
    HD83               1.000      0.000    999.000    999.000
    HD84               1.000      0.000    999.000    999.000
    HD88               1.000      0.000    999.000    999.000
    HD89               1.000      0.000    999.000    999.000

 F2       BY
    HD82              -3.500      0.000    999.000    999.000
    HD83              -2.500      0.000    999.000    999.000
    HD84              -1.500      0.000    999.000    999.000
    HD88               2.500      0.000    999.000    999.000
    HD89               3.500      0.000    999.000    999.000

 F3       BY
    HD82              12.250      0.000    999.000    999.000
    HD83               6.250      0.000    999.000    999.000
    HD84               2.250      0.000    999.000    999.000
    HD88               6.250      0.000    999.000    999.000
    HD89              12.250      0.000    999.000    999.000

 F1         ON
    MALE               0.728      0.119      6.140      0.000
    BLACK             -0.731      0.133     -5.485      0.000
    HISP              -0.661      0.142     -4.653      0.000
    ES                -0.058      0.196     -0.294      0.768
    FH123              0.099      0.171      0.577      0.564
    HSDRP              0.238      0.159      1.499      0.134
    COLL               0.097      0.111      0.867      0.386

 F2         ON
    MALE               0.046      0.014      3.347      0.001
    BLACK              0.010      0.014      0.678      0.498
    HISP               0.003      0.016      0.162      0.871
    ES                -0.052      0.023     -2.267      0.023
    FH123              0.016      0.025      0.648      0.517
    HSDRP             -0.037      0.020     -1.907      0.056
    COLL              -0.016      0.017     -0.945      0.345

 F3         ON
    MALE              -0.041      0.010     -4.118      0.000
    BLACK              0.044      0.010      4.512      0.000
    HISP               0.043      0.012      3.596      0.000
    ES                 0.031      0.017      1.861      0.063
    FH123             -0.001      0.014     -0.080      0.937
    HSDRP             -0.023      0.014     -1.664      0.096
    COLL              -0.010      0.009     -1.094      0.274

 F2       WITH
    F1                 0.031      0.017      1.813      0.070

 F3       WITH
    F1                -0.070      0.014     -5.067      0.000
    F2                 0.000      0.002      0.221      0.825

 Intercepts
    HD82               0.000      0.000    999.000    999.000
    HD83               0.000      0.000    999.000    999.000
    HD84               0.000      0.000    999.000    999.000
    HD88               0.000      0.000    999.000    999.000
    HD89               0.000      0.000    999.000    999.000
    F1                 2.340      0.359      6.517      0.000
    F2                -0.252      0.035     -7.170      0.000
    F3                 0.009      0.029      0.293      0.770

 Thresholds
    DEP94$1            1.199      0.248      4.837      0.000

 Residual Variances
    HD82               0.596      0.108      5.519      0.000
    HD83               0.991      0.105      9.474      0.000
    HD84               1.010      0.104      9.742      0.000
    HD88               1.147      0.141      8.133      0.000
    HD89               0.513      0.149      3.439      0.001
    F1                 1.089      0.215      5.077      0.000
    F2                 0.005      0.003      1.599      0.110
    F3                 0.005      0.001      4.062      0.000

Latent Class 2

 F1       BY
    HD82               1.000      0.000    999.000    999.000
    HD83               1.000      0.000    999.000    999.000
    HD84               1.000      0.000    999.000    999.000
    HD88               1.000      0.000    999.000    999.000
    HD89               1.000      0.000    999.000    999.000

 F2       BY
    HD82              -3.500      0.000    999.000    999.000
    HD83              -2.500      0.000    999.000    999.000
    HD84              -1.500      0.000    999.000    999.000
    HD88               2.500      0.000    999.000    999.000
    HD89               3.500      0.000    999.000    999.000

 F3       BY
    HD82              12.250      0.000    999.000    999.000
    HD83               6.250      0.000    999.000    999.000
    HD84               2.250      0.000    999.000    999.000
    HD88               6.250      0.000    999.000    999.000
    HD89              12.250      0.000    999.000    999.000

 F1         ON
    MALE               0.728      0.119      6.140      0.000
    BLACK             -0.731      0.133     -5.485      0.000
    HISP              -0.661      0.142     -4.653      0.000
    ES                -0.058      0.196     -0.294      0.768
    FH123              0.099      0.171      0.577      0.564
    HSDRP              0.238      0.159      1.499      0.134
    COLL               0.097      0.111      0.867      0.386

 F2         ON
    MALE               0.046      0.014      3.347      0.001
    BLACK              0.010      0.014      0.678      0.498
    HISP               0.003      0.016      0.162      0.871
    ES                -0.052      0.023     -2.267      0.023
    FH123              0.016      0.025      0.648      0.517
    HSDRP             -0.037      0.020     -1.907      0.056
    COLL              -0.016      0.017     -0.945      0.345

 F3         ON
    MALE              -0.041      0.010     -4.118      0.000
    BLACK              0.044      0.010      4.512      0.000
    HISP               0.043      0.012      3.596      0.000
    ES                 0.031      0.017      1.861      0.063
    FH123             -0.001      0.014     -0.080      0.937
    HSDRP             -0.023      0.014     -1.664      0.096
    COLL              -0.010      0.009     -1.094      0.274

 F2       WITH
    F1                 0.031      0.017      1.813      0.070

 F3       WITH
    F1                -0.070      0.014     -5.067      0.000
    F2                 0.000      0.002      0.221      0.825

 Intercepts
    HD82               0.000      0.000    999.000    999.000
    HD83               0.000      0.000    999.000    999.000
    HD84               0.000      0.000    999.000    999.000
    HD88               0.000      0.000    999.000    999.000
    HD89               0.000      0.000    999.000    999.000
    F1                 2.534      0.889      2.851      0.004
    F2                 0.465      0.042     11.119      0.000
    F3                -0.007      0.060     -0.117      0.907

 Thresholds
    DEP94$1            0.597      0.314      1.902      0.057

 Residual Variances
    HD82               0.596      0.108      5.519      0.000
    HD83               0.991      0.105      9.474      0.000
    HD84               1.010      0.104      9.742      0.000
    HD88               1.147      0.141      8.133      0.000
    HD89               0.513      0.149      3.439      0.001
    F1                 1.089      0.215      5.077      0.000
    F2                 0.005      0.003      1.599      0.110
    F3                 0.005      0.001      4.062      0.000

Latent Class 3

 F1       BY
    HD82               1.000      0.000    999.000    999.000
    HD83               1.000      0.000    999.000    999.000
    HD84               1.000      0.000    999.000    999.000
    HD88               1.000      0.000    999.000    999.000
    HD89               1.000      0.000    999.000    999.000

 F2       BY
    HD82              -3.500      0.000    999.000    999.000
    HD83              -2.500      0.000    999.000    999.000
    HD84              -1.500      0.000    999.000    999.000
    HD88               2.500      0.000    999.000    999.000
    HD89               3.500      0.000    999.000    999.000

 F3       BY
    HD82              12.250      0.000    999.000    999.000
    HD83               6.250      0.000    999.000    999.000
    HD84               2.250      0.000    999.000    999.000
    HD88               6.250      0.000    999.000    999.000
    HD89              12.250      0.000    999.000    999.000

 F1         ON
    MALE               0.728      0.119      6.140      0.000
    BLACK             -0.731      0.133     -5.485      0.000
    HISP              -0.661      0.142     -4.653      0.000
    ES                -0.058      0.196     -0.294      0.768
    FH123              0.099      0.171      0.577      0.564
    HSDRP              0.238      0.159      1.499      0.134
    COLL               0.097      0.111      0.867      0.386

 F2         ON
    MALE               0.046      0.014      3.347      0.001
    BLACK              0.010      0.014      0.678      0.498
    HISP               0.003      0.016      0.162      0.871
    ES                -0.052      0.023     -2.267      0.023
    FH123              0.016      0.025      0.648      0.517
    HSDRP             -0.037      0.020     -1.907      0.056
    COLL              -0.016      0.017     -0.945      0.345

 F3         ON
    MALE              -0.041      0.010     -4.118      0.000
    BLACK              0.044      0.010      4.512      0.000
    HISP               0.043      0.012      3.596      0.000
    ES                 0.031      0.017      1.861      0.063
    FH123             -0.001      0.014     -0.080      0.937
    HSDRP             -0.023      0.014     -1.664      0.096
    COLL              -0.010      0.009     -1.094      0.274

 F2       WITH
    F1                 0.031      0.017      1.813      0.070

 F3       WITH
    F1                -0.070      0.014     -5.067      0.000
    F2                 0.000      0.002      0.221      0.825

 Intercepts
    HD82               0.000      0.000    999.000    999.000
    HD83               0.000      0.000    999.000    999.000
    HD84               0.000      0.000    999.000    999.000
    HD88               0.000      0.000    999.000    999.000
    HD89               0.000      0.000    999.000    999.000
    F1                 0.737      0.113      6.495      0.000
    F2                 0.024      0.013      1.834      0.067
    F3                -0.036      0.009     -3.808      0.000

 Thresholds
    DEP94$1            2.397      0.153     15.632      0.000

 Residual Variances
    HD82               0.596      0.108      5.519      0.000
    HD83               0.991      0.105      9.474      0.000
    HD84               1.010      0.104      9.742      0.000
    HD88               1.147      0.141      8.133      0.000
    HD89               0.513      0.149      3.439      0.001
    F1                 1.089      0.215      5.077      0.000
    F2                 0.005      0.003      1.599      0.110
    F3                 0.005      0.001      4.062      0.000

Categorical Latent Variables

 C#1        ON
    MALE               1.253      0.257      4.881      0.000
    BLACK             -1.596      0.380     -4.197      0.000
    HISP              -0.221      0.289     -0.764      0.445
    ES                 1.073      0.272      3.948      0.000
    FH123              0.623      0.329      1.893      0.058
    HSDRP              0.221      0.339      0.654      0.513
    COLL              -0.607      0.291     -2.088      0.037

 C#2        ON
    MALE               1.483      0.394      3.761      0.000
    BLACK             -0.670      0.586     -1.144      0.253
    HISP              -0.736      0.446     -1.650      0.099
    ES                 0.617      0.458      1.349      0.177
    FH123              0.681      0.519      1.312      0.190
    HSDRP              0.800      0.395      2.023      0.043
    COLL              -0.043      0.609     -0.070      0.944

 Intercepts
    C#1               -2.461      0.311     -7.906      0.000
    C#2               -3.379      0.595     -5.681      0.000


RESULTS IN PROBABILITY SCALE

Latent Class 1

 DEP94
    Category 1         0.768      0.044     17.416      0.000
    Category 2         0.232      0.044      5.251      0.000

Latent Class 2

 DEP94
    Category 1         0.645      0.072      8.976      0.000
    Category 2         0.355      0.072      4.943      0.000

Latent Class 3

 DEP94
    Category 1         0.917      0.012     78.186      0.000
    Category 2         0.083      0.012      7.116      0.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class 1 Compared to Latent Class 2

 DEP94
    Category > 1       0.548      0.218      2.510      0.012

Latent Class 1 Compared to Latent Class 3

 DEP94
    Category > 1       3.313      0.972      3.407      0.001

Latent Class 2 Compared to Latent Class 3

 DEP94
    Category > 1       6.051      2.083      2.905      0.004


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    MALE               3.501
    BLACK              0.203
    HISP               0.802
    ES                 2.924
    FH123              1.864
    HSDRP              1.248
    COLL               0.545

 C#2      ON
    MALE               4.404
    BLACK              0.512
    HISP               0.479
    ES                 1.854
    FH123              1.976
    HSDRP              2.225
    COLL               0.958


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    MALE               0.230      0.449      0.512      0.609
    BLACK              0.926      0.656      1.412      0.158
    HISP              -0.515      0.487     -1.057      0.290
    ES                -0.455      0.470     -0.968      0.333
    FH123              0.058      0.548      0.107      0.915
    HSDRP              0.579      0.451      1.284      0.199
    COLL               0.565      0.618      0.914      0.360

 C#3      ON
    MALE              -1.253      0.257     -4.881      0.000
    BLACK              1.596      0.380      4.197      0.000
    HISP               0.221      0.289      0.764      0.445
    ES                -1.073      0.272     -3.948      0.000
    FH123             -0.623      0.329     -1.893      0.058
    HSDRP             -0.221      0.339     -0.654      0.513
    COLL               0.607      0.291      2.088      0.037

 Intercepts
    C#2               -0.918      0.633     -1.449      0.147
    C#3                2.461      0.311      7.906      0.000

Parameterization using Reference Class 2

 C#1      ON
    MALE              -0.230      0.449     -0.512      0.609
    BLACK             -0.926      0.656     -1.412      0.158
    HISP               0.515      0.487      1.057      0.290
    ES                 0.455      0.470      0.968      0.333
    FH123             -0.058      0.548     -0.107      0.915
    HSDRP             -0.579      0.451     -1.284      0.199
    COLL              -0.565      0.618     -0.914      0.360

 C#3      ON
    MALE              -1.483      0.394     -3.761      0.000
    BLACK              0.670      0.586      1.144      0.253
    HISP               0.736      0.446      1.650      0.099
    ES                -0.617      0.458     -1.349      0.177
    FH123             -0.681      0.519     -1.312      0.190
    HSDRP             -0.800      0.395     -2.023      0.043
    COLL               0.043      0.609      0.070      0.944

 Intercepts
    C#1                0.918      0.633      1.449      0.147
    C#3                3.379      0.595      5.681      0.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.566E-06
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              HSDRP         COLL
              ________      ________
 1                  0             0


           LAMBDA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 HD82               0             0             0             0             0
 HD83               0             0             0             0             0
 HD84               0             0             0             0             0
 HD88               0             0             0             0             0
 HD89               0             0             0             0             0
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           LAMBDA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HD82               0             0             0             0             0
 HD83               0             0             0             0             0
 HD84               0             0             0             0             0
 HD88               0             0             0             0             0
 HD89               0             0             0             0             0
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 HD82               1
 HD83               0             2
 HD84               0             0             3
 HD88               0             0             0             4
 HD89               0             0             0             0             5
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 MALE               0
 BLACK              0             0
 HISP               0             0             0
 ES                 0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              HSDRP         COLL
              ________      ________
 HSDRP              0
 COLL               0             0


           ALPHA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 1                  6             7             8             0             0


           ALPHA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1                 0             0             0             9            10
 F2                 0             0             0            16            17
 F3                 0             0             0            23            24
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           BETA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 F1                11            12            13            14            15
 F2                18            19            20            21            22
 F3                25            26            27            28            29
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           PSI
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1                30
 F2                31            32
 F3                33            34            35
 MALE               0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           PSI
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HISP               0
 ES                 0             0
 FH123              0             0             0
 HSDRP              0             0             0             0
 COLL               0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              HSDRP         COLL
              ________      ________
 1                  0             0


           LAMBDA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 HD82               0             0             0             0             0
 HD83               0             0             0             0             0
 HD84               0             0             0             0             0
 HD88               0             0             0             0             0
 HD89               0             0             0             0             0
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           LAMBDA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HD82               0             0             0             0             0
 HD83               0             0             0             0             0
 HD84               0             0             0             0             0
 HD88               0             0             0             0             0
 HD89               0             0             0             0             0
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 HD82               1
 HD83               0             2
 HD84               0             0             3
 HD88               0             0             0             4
 HD89               0             0             0             0             5
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 MALE               0
 BLACK              0             0
 HISP               0             0             0
 ES                 0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              HSDRP         COLL
              ________      ________
 HSDRP              0
 COLL               0             0


           ALPHA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 1                 36            37            38             0             0


           ALPHA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1                 0             0             0             9            10
 F2                 0             0             0            16            17
 F3                 0             0             0            23            24
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           BETA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 F1                11            12            13            14            15
 F2                18            19            20            21            22
 F3                25            26            27            28            29
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           PSI
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1                30
 F2                31            32
 F3                33            34            35
 MALE               0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           PSI
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HISP               0
 ES                 0             0
 FH123              0             0             0
 HSDRP              0             0             0             0
 COLL               0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 3


           NU
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              HSDRP         COLL
              ________      ________
 1                  0             0


           LAMBDA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 HD82               0             0             0             0             0
 HD83               0             0             0             0             0
 HD84               0             0             0             0             0
 HD88               0             0             0             0             0
 HD89               0             0             0             0             0
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           LAMBDA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HD82               0             0             0             0             0
 HD83               0             0             0             0             0
 HD84               0             0             0             0             0
 HD88               0             0             0             0             0
 HD89               0             0             0             0             0
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 HD82               1
 HD83               0             2
 HD84               0             0             3
 HD88               0             0             0             4
 HD89               0             0             0             0             5
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 MALE               0
 BLACK              0             0
 HISP               0             0             0
 ES                 0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           THETA
              HSDRP         COLL
              ________      ________
 HSDRP              0
 COLL               0             0


           ALPHA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 1                 39            40            41             0             0


           ALPHA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1                 0             0             0             9            10
 F2                 0             0             0            16            17
 F3                 0             0             0            23            24
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           BETA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 F1                11            12            13            14            15
 F2                18            19            20            21            22
 F3                25            26            27            28            29
 MALE               0             0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           PSI
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1                30
 F2                31            32
 F3                33            34            35
 MALE               0             0             0             0
 BLACK              0             0             0             0             0
 HISP               0             0             0             0             0
 ES                 0             0             0             0             0
 FH123              0             0             0             0             0
 HSDRP              0             0             0             0             0
 COLL               0             0             0             0             0


           PSI
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HISP               0
 ES                 0             0
 FH123              0             0             0
 HSDRP              0             0             0             0
 COLL               0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              DEP94$1
              ________
 1                 42


           TAU(U) FOR LATENT CLASS 2
              DEP94$1
              ________
 1                 43


           TAU(U) FOR LATENT CLASS 3
              DEP94$1
              ________
 1                 44


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
 1                 45            46             0


           GAMMA(C)
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 C#1               47            48            49            50            51
 C#2               54            55            56            57            58
 C#3                0             0             0             0             0


           GAMMA(C)
              HSDRP         COLL
              ________      ________
 C#1               52            53
 C#2               59            60
 C#3                0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              HSDRP         COLL
              ________      ________
 1              0.000         0.000


           LAMBDA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 HD82           1.000        -3.500        12.250         0.000         0.000
 HD83           1.000        -2.500         6.250         0.000         0.000
 HD84           1.000        -1.500         2.250         0.000         0.000
 HD88           1.000         2.500         6.250         0.000         0.000
 HD89           1.000         3.500        12.250         0.000         0.000
 MALE           0.000         0.000         0.000         1.000         0.000
 BLACK          0.000         0.000         0.000         0.000         1.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           LAMBDA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HD82           0.000         0.000         0.000         0.000         0.000
 HD83           0.000         0.000         0.000         0.000         0.000
 HD84           0.000         0.000         0.000         0.000         0.000
 HD88           0.000         0.000         0.000         0.000         0.000
 HD89           0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           1.000         0.000         0.000         0.000         0.000
 ES             0.000         1.000         0.000         0.000         0.000
 FH123          0.000         0.000         1.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         1.000         0.000
 COLL           0.000         0.000         0.000         0.000         1.000


           THETA
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 HD82           0.855
 HD83           0.000         1.141
 HD84           0.000         0.000         1.342
 HD88           0.000         0.000         0.000         1.234
 HD89           0.000         0.000         0.000         0.000         1.084
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           THETA
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 MALE           0.000
 BLACK          0.000         0.000
 HISP           0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           THETA
              HSDRP         COLL
              ________      ________
 HSDRP          0.000
 COLL           0.000         0.000


           ALPHA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 1              2.260        -0.268         0.027         0.000         0.000


           ALPHA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1             0.000         0.000         0.000         0.000         0.000
 F2             0.000         0.000         0.000         0.000         0.000
 F3             0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           BETA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 F1             0.000         0.000         0.000         0.000         0.000
 F2             0.000         0.000         0.000         0.000         0.000
 F3             0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           PSI
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1             1.100
 F2             0.000         0.060
 F3             0.000         0.000         0.005
 MALE           0.000         0.000         0.000         0.125
 BLACK          0.000         0.000         0.000         0.000         0.106
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           PSI
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HISP           0.075
 ES             0.000         0.060
 FH123          0.000         0.000         0.048
 HSDRP          0.000         0.000         0.000         0.071
 COLL           0.000         0.000         0.000         0.000         0.112


     STARTING VALUES FOR LATENT CLASS 2


           NU
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              HSDRP         COLL
              ________      ________
 1              0.000         0.000


           LAMBDA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 HD82           1.000        -3.500        12.250         0.000         0.000
 HD83           1.000        -2.500         6.250         0.000         0.000
 HD84           1.000        -1.500         2.250         0.000         0.000
 HD88           1.000         2.500         6.250         0.000         0.000
 HD89           1.000         3.500        12.250         0.000         0.000
 MALE           0.000         0.000         0.000         1.000         0.000
 BLACK          0.000         0.000         0.000         0.000         1.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           LAMBDA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HD82           0.000         0.000         0.000         0.000         0.000
 HD83           0.000         0.000         0.000         0.000         0.000
 HD84           0.000         0.000         0.000         0.000         0.000
 HD88           0.000         0.000         0.000         0.000         0.000
 HD89           0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           1.000         0.000         0.000         0.000         0.000
 ES             0.000         1.000         0.000         0.000         0.000
 FH123          0.000         0.000         1.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         1.000         0.000
 COLL           0.000         0.000         0.000         0.000         1.000


           THETA
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 HD82           0.855
 HD83           0.000         1.141
 HD84           0.000         0.000         1.342
 HD88           0.000         0.000         0.000         1.234
 HD89           0.000         0.000         0.000         0.000         1.084
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           THETA
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 MALE           0.000
 BLACK          0.000         0.000
 HISP           0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           THETA
              HSDRP         COLL
              ________      ________
 HSDRP          0.000
 COLL           0.000         0.000


           ALPHA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 1              2.660         0.456        -0.012         0.000         0.000


           ALPHA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1             0.000         0.000         0.000         0.000         0.000
 F2             0.000         0.000         0.000         0.000         0.000
 F3             0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           BETA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 F1             0.000         0.000         0.000         0.000         0.000
 F2             0.000         0.000         0.000         0.000         0.000
 F3             0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           PSI
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1             1.100
 F2             0.000         0.060
 F3             0.000         0.000         0.005
 MALE           0.000         0.000         0.000         0.125
 BLACK          0.000         0.000         0.000         0.000         0.106
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           PSI
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HISP           0.075
 ES             0.000         0.060
 FH123          0.000         0.000         0.048
 HSDRP          0.000         0.000         0.000         0.071
 COLL           0.000         0.000         0.000         0.000         0.112


     STARTING VALUES FOR LATENT CLASS 3


           NU
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              HSDRP         COLL
              ________      ________
 1              0.000         0.000


           LAMBDA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 HD82           1.000        -3.500        12.250         0.000         0.000
 HD83           1.000        -2.500         6.250         0.000         0.000
 HD84           1.000        -1.500         2.250         0.000         0.000
 HD88           1.000         2.500         6.250         0.000         0.000
 HD89           1.000         3.500        12.250         0.000         0.000
 MALE           0.000         0.000         0.000         1.000         0.000
 BLACK          0.000         0.000         0.000         0.000         1.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           LAMBDA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HD82           0.000         0.000         0.000         0.000         0.000
 HD83           0.000         0.000         0.000         0.000         0.000
 HD84           0.000         0.000         0.000         0.000         0.000
 HD88           0.000         0.000         0.000         0.000         0.000
 HD89           0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           1.000         0.000         0.000         0.000         0.000
 ES             0.000         1.000         0.000         0.000         0.000
 FH123          0.000         0.000         1.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         1.000         0.000
 COLL           0.000         0.000         0.000         0.000         1.000


           THETA
              HD82          HD83          HD84          HD88          HD89
              ________      ________      ________      ________      ________
 HD82           0.855
 HD83           0.000         1.141
 HD84           0.000         0.000         1.342
 HD88           0.000         0.000         0.000         1.234
 HD89           0.000         0.000         0.000         0.000         1.084
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           THETA
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 MALE           0.000
 BLACK          0.000         0.000
 HISP           0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           THETA
              HSDRP         COLL
              ________      ________
 HSDRP          0.000
 COLL           0.000         0.000


           ALPHA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 1              0.830         0.007        -0.041         0.000         0.000


           ALPHA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1             0.000         0.000         0.000         0.000         0.000
 F2             0.000         0.000         0.000         0.000         0.000
 F3             0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           BETA
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 F1             0.000         0.000         0.000         0.000         0.000
 F2             0.000         0.000         0.000         0.000         0.000
 F3             0.000         0.000         0.000         0.000         0.000
 MALE           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           PSI
              F1            F2            F3            MALE          BLACK
              ________      ________      ________      ________      ________
 F1             1.100
 F2             0.000         0.060
 F3             0.000         0.000         0.005
 MALE           0.000         0.000         0.000         0.125
 BLACK          0.000         0.000         0.000         0.000         0.106
 HISP           0.000         0.000         0.000         0.000         0.000
 ES             0.000         0.000         0.000         0.000         0.000
 FH123          0.000         0.000         0.000         0.000         0.000
 HSDRP          0.000         0.000         0.000         0.000         0.000
 COLL           0.000         0.000         0.000         0.000         0.000


           PSI
              HISP          ES            FH123         HSDRP         COLL
              ________      ________      ________      ________      ________
 HISP           0.075
 ES             0.000         0.060
 FH123          0.000         0.000         0.048
 HSDRP          0.000         0.000         0.000         0.071
 COLL           0.000         0.000         0.000         0.000         0.112


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              DEP94$1
              ________
 1              1.199


           TAU(U) FOR LATENT CLASS 2
              DEP94$1
              ________
 1              0.597


           TAU(U) FOR LATENT CLASS 3
              DEP94$1
              ________
 1              2.397


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
 1             -2.461        -3.379         0.000


           GAMMA(C)
              MALE          BLACK         HISP          ES            FH123
              ________      ________      ________      ________      ________
 C#1            1.253        -1.596        -0.221         1.073         0.623
 C#2            1.483        -0.670        -0.736         0.617         0.681
 C#3            0.000         0.000         0.000         0.000         0.000


           GAMMA(C)
              HSDRP         COLL
              ________      ________
 C#1           -0.221        -0.607
 C#2            0.800        -0.043
 C#3            0.000         0.000


     Beginning Time:  22:58:21
        Ending Time:  22:58:25
       Elapsed Time:  00:00:04



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