Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010  11:01 PM

INPUT INSTRUCTIONS

Title:  app16

Recid5

Recidivism Example

Discrete time survival analysis in mixture modeling framework

Event is first arrest after prison release

Time scale is 4 week intervals, numbered 1 - 13

Hazard function is unstructured

Empb included with time-invariant effects
Time-invariant covariates finaid, age, race, wexp, mar, parole, priors,
and educ included with time-invariant effects

Two-class model with one class defined as long-term survivors

Class membership modeled as a function of
finaid, age, race, wexp, mar, parole, priors, and educ

VARIABLES:
u1-u13 = I(first arrest, months 1-13), censored=999
finaid = 1 if financial aid was provided, 0 if no aid (INTERVENTION)
age = age at release (in years)
race = 1 if black, 0 if white
wexp = 1 if prior work experience, 0 if no work experience
mar = 1 if married, 0 if unmarried
parole = 1 if paroled, 0 if not paroled
priors = number of prior arrests
educ = years of schooling
empb1-empb13 = I(one of more weeks of employment during interval)
tr1-tr2 = Training data for long-term survivor class

Data:

File is recid.dat;

Variable:

Names are id u1-u13 finaid age race wexp mar parole
priors educ empb1-empb13 tr1 tr2;

Missing are all (999);

Usevariables are u1-u13 finaid-educ empb1-empb13 tr1 tr2;

Categorical are u1-u13;

Classes = c(2);

Training = tr1 tr2;

Analysis:

Type = Mixture Missing;
MIterations = 5000;
MConvergence = 0.00001;
LogCriterion = 0.000001;
Convergence = 0.00001;

Model:

%overall%

f by u1-u13@1;

f on finaid-educ;

[f];

u1 on empb1;
u2 on empb2;
u3 on empb3;
u4 on empb4;
u5 on empb5;
u6 on empb6;
u7 on empb7;
u8 on empb8;
u9 on empb9;
u10 on empb10;
u11 on empb11;
u12 on empb12;
u13 on empb13;

c#1 on finaid-educ;

%c#1%
!Long-term survivors

[u1\$1@15 u2\$1@15 u3\$1@15 u4\$1@15 u5\$1@15 u6\$1@15 u7\$1@15];
[u8\$1@15 u9\$1@15 u10\$1@15 u11\$1@15 u12\$1@15 u13\$1@15];

f on finaid-educ@0;

[f@0];

u1 on empb1@0;
u2 on empb2@0;
u3 on empb3@0;
u4 on empb4@0;
u5 on empb5@0;
u6 on empb6@0;
u7 on empb7@0;
u8 on empb8@0;
u9 on empb9@0;
u10 on empb10@0;
u11 on empb11@0;
u12 on empb12@0;
u13 on empb13@0;

%c#2%

[u1\$1*2.8 u2\$1*2.0 u3\$1*2.1 u4\$1*1.9 u5\$1*1.4 u6\$1*1.8 u7\$1*1.5];
[u8\$1*2.2 u9\$1*1.4 u10\$1*1.3 u11\$1*1.6 u12\$1*1.4 u13\$1*0.1];

f on finaid*-0.3 age*-0.1 race*0.4 wexp*0.01 mar*-0.3
parole*-0.06 priors*0.1 educ*-0.2;

[f@0];

u1 on empb1*-1.5 (1);
u2 on empb2 (1);
u3 on empb3 (1);
u4 on empb4 (1);
u5 on empb5 (1);
u6 on empb6 (1);
u7 on empb7 (1);
u8 on empb8 (1);
u9 on empb9 (1);
u10 on empb10 (1);
u11 on empb11 (1);
u12 on empb12 (1);
u13 on empb13 (1);

Output:

Tech1;
Tech8;

*** WARNING in ANALYSIS command
Starting with Version 5, TYPE=MISSING is the default for all analyses.
To obtain listwise deletion, use LISTWISE=ON in the DATA command.
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS

app16

Recid5

Recidivism Example

Discrete time survival analysis in mixture modeling framework

Event is first arrest after prison release

Time scale is 4 week intervals, numbered 1 - 13

Hazard function is unstructured

Empb included with time-invariant effects
Time-invariant covariates finaid, age, race, wexp, mar, parole, priors,
and educ included with time-invariant effects

Two-class model with one class defined as long-term survivors

Class membership modeled as a function of
finaid, age, race, wexp, mar, parole, priors, and educ

VARIABLES:
u1-u13 = I(first arrest, months 1-13), censored=999
finaid = 1 if financial aid was provided, 0 if no aid (INTERVENTION)
age = age at release (in years)
race = 1 if black, 0 if white
wexp = 1 if prior work experience, 0 if no work experience
mar = 1 if married, 0 if unmarried
parole = 1 if paroled, 0 if not paroled
priors = number of prior arrests
educ = years of schooling
empb1-empb13 = I(one of more weeks of employment during interval)
tr1-tr2 = Training data for long-term survivor class

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         432

Number of dependent variables                                   13
Number of independent variables                                 21
Number of continuous latent variables                            1
Number of categorical latent variables                           1

Observed dependent variables

Binary and ordered categorical (ordinal)
U1          U2          U3          U4          U5          U6
U7          U8          U9          U10         U11         U12
U13

Observed independent variables
FINAID      AGE         RACE        WEXP        MAR         PAROLE
PRIORS      EDUC        EMPB1       EMPB2       EMPB3       EMPB4
EMPB5       EMPB6       EMPB7       EMPB8       EMPB9       EMPB10
EMPB11      EMPB12      EMPB13

Continuous latent variables
F

Categorical latent variables
C

Variables with special functions

Training variables (membership)
TR1         TR2

Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations                                 100
Convergence criterion                                  0.100D-04
Optimization Specifications for the EM Algorithm
Maximum number of iterations                                5000
Convergence criteria
Loglikelihood change                                 0.100D-05
Relative loglikelihood change                        0.100D-06
Derivative                                           0.100D-04
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

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

SUMMARY OF DATA

Number of missing data patterns            13
Number of y missing data patterns           0
Number of u missing data patterns          13

COVARIANCE COVERAGE OF DATA

Minimum covariance coverage value   0.100

PROPORTION OF DATA PRESENT FOR U

Covariance Coverage
U1            U2            U3            U4            U5
________      ________      ________      ________      ________
U1             1.000
U2             0.991         0.991
U3             0.972         0.972         0.972
U4             0.956         0.956         0.956         0.956
U5             0.938         0.938         0.938         0.938         0.938
U6             0.907         0.907         0.907         0.907         0.907
U7             0.889         0.889         0.889         0.889         0.889
U8             0.866         0.866         0.866         0.866         0.866
U9             0.854         0.854         0.854         0.854         0.854
U10            0.829         0.829         0.829         0.829         0.829
U11            0.803         0.803         0.803         0.803         0.803
U12            0.785         0.785         0.785         0.785         0.785
U13            0.764         0.764         0.764         0.764         0.764

Covariance Coverage
U6            U7            U8            U9            U10
________      ________      ________      ________      ________
U6             0.907
U7             0.889         0.889
U8             0.866         0.866         0.866
U9             0.854         0.854         0.854         0.854
U10            0.829         0.829         0.829         0.829         0.829
U11            0.803         0.803         0.803         0.803         0.803
U12            0.785         0.785         0.785         0.785         0.785
U13            0.764         0.764         0.764         0.764         0.764

Covariance Coverage
U11           U12           U13
________      ________      ________
U11            0.803
U12            0.785         0.785
U13            0.764         0.764         0.764

UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

U1
Category 1    0.991      428.000
Category 2    0.009        4.000
U2
Category 1    0.981      420.000
Category 2    0.019        8.000
U3
Category 1    0.983      413.000
Category 2    0.017        7.000
U4
Category 1    0.981      405.000
Category 2    0.019        8.000
U5
Category 1    0.968      392.000
Category 2    0.032       13.000
U6
Category 1    0.980      384.000
Category 2    0.020        8.000
U7
Category 1    0.974      374.000
Category 2    0.026       10.000
U8
Category 1    0.987      369.000
Category 2    0.013        5.000
U9
Category 1    0.970      358.000
Category 2    0.030       11.000
U10
Category 1    0.969      347.000
Category 2    0.031       11.000
U11
Category 1    0.977      339.000
Category 2    0.023        8.000
U12
Category 1    0.973      330.000
Category 2    0.027        9.000
U13
Category 1    0.964      318.000
Category 2    0.036       12.000

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

2 perturbed starting value run(s) did not converge in the initial stage
optimizations.

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

-489.771  unperturbed      0
-492.819  93468            3

WARNING:  THE BEST LOGLIKELIHOOD VALUE WAS NOT REPLICATED.  THE
SOLUTION MAY NOT BE TRUSTWORTHY DUE TO LOCAL MAXIMA.  INCREASE THE
NUMBER OF RANDOM STARTS.

THE MODEL ESTIMATION TERMINATED NORMALLY

TESTS OF MODEL FIT

Loglikelihood

H0 Value                        -489.771
H0 Scaling Correction Factor       0.938
for MLR

Information Criteria

Number of Free Parameters             31
Akaike (AIC)                    1041.541
Bayesian (BIC)                  1167.662
(n* = (n + 2) / 24)

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

Latent
Classes

1         66.46913          0.15386
2        365.53087          0.84614

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

Latent
Classes

1         85.73856          0.19847
2        346.26144          0.80153

CLASSIFICATION QUALITY

Entropy                         0.710

CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

Latent
Classes

1               81          0.18750
2              351          0.81250

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

1        2

1   0.804    0.196
2   0.059    0.941

MODEL RESULTS

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

Latent Class 1

F        BY
U1                 1.000      0.000    999.000    999.000
U2                 1.000      0.000    999.000    999.000
U3                 1.000      0.000    999.000    999.000
U4                 1.000      0.000    999.000    999.000
U5                 1.000      0.000    999.000    999.000
U6                 1.000      0.000    999.000    999.000
U7                 1.000      0.000    999.000    999.000
U8                 1.000      0.000    999.000    999.000
U9                 1.000      0.000    999.000    999.000
U10                1.000      0.000    999.000    999.000
U11                1.000      0.000    999.000    999.000
U12                1.000      0.000    999.000    999.000
U13                1.000      0.000    999.000    999.000

F          ON
FINAID             0.000      0.000    999.000    999.000
AGE                0.000      0.000    999.000    999.000
RACE               0.000      0.000    999.000    999.000
WEXP               0.000      0.000    999.000    999.000
MAR                0.000      0.000    999.000    999.000
PAROLE             0.000      0.000    999.000    999.000
PRIORS             0.000      0.000    999.000    999.000
EDUC               0.000      0.000    999.000    999.000

U1         ON
EMPB1              0.000      0.000    999.000    999.000

U2         ON
EMPB2              0.000      0.000    999.000    999.000

U3         ON
EMPB3              0.000      0.000    999.000    999.000

U4         ON
EMPB4              0.000      0.000    999.000    999.000

U5         ON
EMPB5              0.000      0.000    999.000    999.000

U6         ON
EMPB6              0.000      0.000    999.000    999.000

U7         ON
EMPB7              0.000      0.000    999.000    999.000

U8         ON
EMPB8              0.000      0.000    999.000    999.000

U9         ON
EMPB9              0.000      0.000    999.000    999.000

U10        ON
EMPB10             0.000      0.000    999.000    999.000

U11        ON
EMPB11             0.000      0.000    999.000    999.000

U12        ON
EMPB12             0.000      0.000    999.000    999.000

U13        ON
EMPB13             0.000      0.000    999.000    999.000

Intercepts
F                  0.000      0.000    999.000    999.000

Thresholds
U1\$1              15.000      0.000    999.000    999.000
U2\$1              15.000      0.000    999.000    999.000
U3\$1              15.000      0.000    999.000    999.000
U4\$1              15.000      0.000    999.000    999.000
U5\$1              15.000      0.000    999.000    999.000
U6\$1              15.000      0.000    999.000    999.000
U7\$1              15.000      0.000    999.000    999.000
U8\$1              15.000      0.000    999.000    999.000
U9\$1              15.000      0.000    999.000    999.000
U10\$1             15.000      0.000    999.000    999.000
U11\$1             15.000      0.000    999.000    999.000
U12\$1             15.000      0.000    999.000    999.000
U13\$1             15.000      0.000    999.000    999.000

Latent Class 2

F        BY
U1                 1.000      0.000    999.000    999.000
U2                 1.000      0.000    999.000    999.000
U3                 1.000      0.000    999.000    999.000
U4                 1.000      0.000    999.000    999.000
U5                 1.000      0.000    999.000    999.000
U6                 1.000      0.000    999.000    999.000
U7                 1.000      0.000    999.000    999.000
U8                 1.000      0.000    999.000    999.000
U9                 1.000      0.000    999.000    999.000
U10                1.000      0.000    999.000    999.000
U11                1.000      0.000    999.000    999.000
U12                1.000      0.000    999.000    999.000
U13                1.000      0.000    999.000    999.000

F          ON
FINAID            -0.823      0.266     -3.091      0.002
AGE               -0.066      0.026     -2.566      0.010
RACE              -0.032      0.343     -0.093      0.926
WEXP              -0.522      0.335     -1.559      0.119
MAR               -0.684      0.403     -1.698      0.090
PAROLE             0.322      0.304      1.060      0.289
PRIORS             0.041      0.035      1.163      0.245
EDUC               0.330      0.217      1.521      0.128

U1         ON
EMPB1             -1.525      0.269     -5.673      0.000

U2         ON
EMPB2             -1.525      0.269     -5.673      0.000

U3         ON
EMPB3             -1.525      0.269     -5.673      0.000

U4         ON
EMPB4             -1.525      0.269     -5.673      0.000

U5         ON
EMPB5             -1.525      0.269     -5.673      0.000

U6         ON
EMPB6             -1.525      0.269     -5.673      0.000

U7         ON
EMPB7             -1.525      0.269     -5.673      0.000

U8         ON
EMPB8             -1.525      0.269     -5.673      0.000

U9         ON
EMPB9             -1.525      0.269     -5.673      0.000

U10        ON
EMPB10            -1.525      0.269     -5.673      0.000

U11        ON
EMPB11            -1.525      0.269     -5.673      0.000

U12        ON
EMPB12            -1.525      0.269     -5.673      0.000

U13        ON
EMPB13            -1.525      0.269     -5.673      0.000

Intercepts
F                  0.000      0.000    999.000    999.000

Thresholds
U1\$1               3.185      1.097      2.904      0.004
U2\$1               2.321      1.055      2.200      0.028
U3\$1               2.393      1.059      2.259      0.024
U4\$1               2.239      1.096      2.043      0.041
U5\$1               1.671      1.089      1.534      0.125
U6\$1               2.105      1.108      1.900      0.057
U7\$1               1.823      1.113      1.637      0.102
U8\$1               2.506      1.101      2.276      0.023
U9\$1               1.669      1.121      1.490      0.136
U10\$1              1.537      1.119      1.373      0.170
U11\$1              1.797      1.175      1.530      0.126
U12\$1              1.624      1.146      1.416      0.157
U13\$1              0.307      1.151      0.267      0.790

Categorical Latent Variables

C#1        ON
FINAID            -2.192      1.349     -1.625      0.104
AGE               -0.151      0.066     -2.291      0.022
RACE              -1.671      1.132     -1.476      0.140
WEXP              -1.886      0.884     -2.134      0.033
MAR               -2.817      1.469     -1.918      0.055
PAROLE             1.864      1.238      1.505      0.132
PRIORS            -0.254      0.153     -1.661      0.097
EDUC               1.838      0.654      2.809      0.005

Intercepts
C#1               -1.826      1.681     -1.087      0.277

LOGISTIC REGRESSION ODDS RATIO RESULTS

Latent Class 1

U1         ON
EMPB1              1.000

U2         ON
EMPB2              1.000

U3         ON
EMPB3              1.000

U4         ON
EMPB4              1.000

U5         ON
EMPB5              1.000

U6         ON
EMPB6              1.000

U7         ON
EMPB7              1.000

U8         ON
EMPB8              1.000

U9         ON
EMPB9              1.000

U10        ON
EMPB10             1.000

U11        ON
EMPB11             1.000

U12        ON
EMPB12             1.000

U13        ON
EMPB13             1.000

Latent Class 2

U1         ON
EMPB1              0.218

U2         ON
EMPB2              0.218

U3         ON
EMPB3              0.218

U4         ON
EMPB4              0.218

U5         ON
EMPB5              0.218

U6         ON
EMPB6              0.218

U7         ON
EMPB7              0.218

U8         ON
EMPB8              0.218

U9         ON
EMPB9              0.218

U10        ON
EMPB10             0.218

U11        ON
EMPB11             0.218

U12        ON
EMPB12             0.218

U13        ON
EMPB13             0.218

Categorical Latent Variables

C#1      ON
FINAID             0.112
AGE                0.859
RACE               0.188
WEXP               0.152
MAR                0.060
PAROLE             6.448
PRIORS             0.775
EDUC               6.286

ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

C#2      ON
FINAID             2.192      1.349      1.625      0.104
AGE                0.151      0.066      2.291      0.022
RACE               1.671      1.132      1.476      0.140
WEXP               1.886      0.884      2.134      0.033
MAR                2.817      1.469      1.918      0.055
PAROLE            -1.864      1.238     -1.505      0.132
PRIORS             0.254      0.153      1.661      0.097
EDUC              -1.838      0.654     -2.809      0.005

Intercepts
C#2                1.826      1.681      1.087      0.277

QUALITY OF NUMERICAL RESULTS

Condition Number for the Information Matrix              0.502E-06
(ratio of smallest to largest eigenvalue)

TECHNICAL 1 OUTPUT

PARAMETER SPECIFICATION FOR LATENT CLASS 1

NU
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
1                  0             0             0             0             0

NU
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
1                  0             0             0             0             0

NU
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
1                  0             0             0             0             0

NU
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
1                  0             0             0             0             0

NU
EMPB13
________
1                  0

LAMBDA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

LAMBDA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

LAMBDA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

LAMBDA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

LAMBDA
EMPB13
________
FINAID             0
AGE                0
RACE               0
WEXP               0
MAR                0
PAROLE             0
PRIORS             0
EDUC               0
EMPB1              0
EMPB2              0
EMPB3              0
EMPB4              0
EMPB5              0
EMPB6              0
EMPB7              0
EMPB8              0
EMPB9              0
EMPB10             0
EMPB11             0
EMPB12             0
EMPB13             0

THETA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID             0
AGE                0             0
RACE               0             0             0
WEXP               0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

THETA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
PAROLE             0
PRIORS             0             0
EDUC               0             0             0
EMPB1              0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

THETA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
EMPB3              0
EMPB4              0             0
EMPB5              0             0             0
EMPB6              0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

THETA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
EMPB8              0
EMPB9              0             0
EMPB10             0             0             0
EMPB11             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

THETA
EMPB13
________
EMPB13             0

ALPHA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA
EMPB13
________
1                  0

BETA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

BETA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

BETA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

BETA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

BETA
EMPB13
________
FINAID             0
AGE                0
RACE               0
WEXP               0
MAR                0
PAROLE             0
PRIORS             0
EDUC               0
EMPB1              0
EMPB2              0
EMPB3              0
EMPB4              0
EMPB5              0
EMPB6              0
EMPB7              0
EMPB8              0
EMPB9              0
EMPB10             0
EMPB11             0
EMPB12             0
EMPB13             0

PSI
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID             0
AGE                0             0
RACE               0             0             0
WEXP               0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

PSI
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
PAROLE             0
PRIORS             0             0
EDUC               0             0             0
EMPB1              0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

PSI
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
EMPB3              0
EMPB4              0             0
EMPB5              0             0             0
EMPB6              0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

PSI
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
EMPB8              0
EMPB9              0             0
EMPB10             0             0             0
EMPB11             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

PSI
EMPB13
________
EMPB13             0

PARAMETER SPECIFICATION FOR LATENT CLASS 2

NU
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
1                  0             0             0             0             0

NU
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
1                  0             0             0             0             0

NU
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
1                  0             0             0             0             0

NU
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
1                  0             0             0             0             0

NU
EMPB13
________
1                  0

LAMBDA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

LAMBDA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

LAMBDA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

LAMBDA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

LAMBDA
EMPB13
________
FINAID             0
AGE                0
RACE               0
WEXP               0
MAR                0
PAROLE             0
PRIORS             0
EDUC               0
EMPB1              0
EMPB2              0
EMPB3              0
EMPB4              0
EMPB5              0
EMPB6              0
EMPB7              0
EMPB8              0
EMPB9              0
EMPB10             0
EMPB11             0
EMPB12             0
EMPB13             0

THETA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID             0
AGE                0             0
RACE               0             0             0
WEXP               0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

THETA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
PAROLE             0
PRIORS             0             0
EDUC               0             0             0
EMPB1              0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

THETA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
EMPB3              0
EMPB4              0             0
EMPB5              0             0             0
EMPB6              0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

THETA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
EMPB8              0
EMPB9              0             0
EMPB10             0             0             0
EMPB11             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

THETA
EMPB13
________
EMPB13             0

ALPHA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA
EMPB13
________
1                  0

BETA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

BETA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

BETA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

BETA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
FINAID             0             0             0             0             0
AGE                0             0             0             0             0
RACE               0             0             0             0             0
WEXP               0             0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

BETA
EMPB13
________
FINAID             0
AGE                0
RACE               0
WEXP               0
MAR                0
PAROLE             0
PRIORS             0
EDUC               0
EMPB1              0
EMPB2              0
EMPB3              0
EMPB4              0
EMPB5              0
EMPB6              0
EMPB7              0
EMPB8              0
EMPB9              0
EMPB10             0
EMPB11             0
EMPB12             0
EMPB13             0

PSI
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID             0
AGE                0             0
RACE               0             0             0
WEXP               0             0             0             0
MAR                0             0             0             0             0
PAROLE             0             0             0             0             0
PRIORS             0             0             0             0             0
EDUC               0             0             0             0             0
EMPB1              0             0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

PSI
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
PAROLE             0
PRIORS             0             0
EDUC               0             0             0
EMPB1              0             0             0             0
EMPB2              0             0             0             0             0
EMPB3              0             0             0             0             0
EMPB4              0             0             0             0             0
EMPB5              0             0             0             0             0
EMPB6              0             0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

PSI
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
EMPB3              0
EMPB4              0             0
EMPB5              0             0             0
EMPB6              0             0             0             0
EMPB7              0             0             0             0             0
EMPB8              0             0             0             0             0
EMPB9              0             0             0             0             0
EMPB10             0             0             0             0             0
EMPB11             0             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

PSI
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
EMPB8              0
EMPB9              0             0
EMPB10             0             0             0
EMPB11             0             0             0             0
EMPB12             0             0             0             0             0
EMPB13             0             0             0             0             0

PSI
EMPB13
________
EMPB13             0

PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART

TAU(U) FOR LATENT CLASS 1
U1\$1          U2\$1          U3\$1          U4\$1          U5\$1
________      ________      ________      ________      ________
1                  0             0             0             0             0

TAU(U) FOR LATENT CLASS 1
U6\$1          U7\$1          U8\$1          U9\$1          U10\$1
________      ________      ________      ________      ________
1                  0             0             0             0             0

TAU(U) FOR LATENT CLASS 1
U11\$1         U12\$1         U13\$1
________      ________      ________
1                  0             0             0

TAU(U) FOR LATENT CLASS 2
U1\$1          U2\$1          U3\$1          U4\$1          U5\$1
________      ________      ________      ________      ________
1                  1             2             3             4             5

TAU(U) FOR LATENT CLASS 2
U6\$1          U7\$1          U8\$1          U9\$1          U10\$1
________      ________      ________      ________      ________
1                  6             7             8             9            10

TAU(U) FOR LATENT CLASS 2
U11\$1         U12\$1         U13\$1
________      ________      ________
1                 11            12            13

PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART

ALPHA(C)
C#1           C#2
________      ________
1                 23             0

GAMMA(C)
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
C#1               24            25            26            27            28
C#2                0             0             0             0             0

GAMMA(C)
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
C#1               29            30            31             0             0
C#2                0             0             0             0             0

GAMMA(C)
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
C#1                0             0             0             0             0
C#2                0             0             0             0             0

GAMMA(C)
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
C#1                0             0             0             0             0
C#2                0             0             0             0             0

GAMMA(C)
EMPB13
________
C#1                0
C#2                0

PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR GROWTH MODEL PART

LAMBDA(F) FOR LATENT CLASS 1
F             U1            U2            U3            U4
________      ________      ________      ________      ________
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

LAMBDA(F) FOR LATENT CLASS 1
U5            U6            U7            U8            U9
________      ________      ________      ________      ________
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

LAMBDA(F) FOR LATENT CLASS 1
U10           U11           U12           U13
________      ________      ________      ________
U1                 0             0             0             0
U2                 0             0             0             0
U3                 0             0             0             0
U4                 0             0             0             0
U5                 0             0             0             0
U6                 0             0             0             0
U7                 0             0             0             0
U8                 0             0             0             0
U9                 0             0             0             0
U10                0             0             0             0
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0

ALPHA(F) FOR LATENT CLASS 1
F             U1            U2            U3            U4
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA(F) FOR LATENT CLASS 1
U5            U6            U7            U8            U9
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA(F) FOR LATENT CLASS 1
U10           U11           U12           U13
________      ________      ________      ________
1                  0             0             0             0

GAMMA(F) FOR LATENT CLASS 1
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
F                  0             0             0             0             0
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

GAMMA(F) FOR LATENT CLASS 1
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
F                  0             0             0             0             0
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

GAMMA(F) FOR LATENT CLASS 1
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
F                  0             0             0             0             0
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

GAMMA(F) FOR LATENT CLASS 1
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
F                  0             0             0             0             0
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

GAMMA(F) FOR LATENT CLASS 1
EMPB13
________
F                  0
U1                 0
U2                 0
U3                 0
U4                 0
U5                 0
U6                 0
U7                 0
U8                 0
U9                 0
U10                0
U11                0
U12                0
U13                0

LAMBDA(F) FOR LATENT CLASS 2
F             U1            U2            U3            U4
________      ________      ________      ________      ________
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

LAMBDA(F) FOR LATENT CLASS 2
U5            U6            U7            U8            U9
________      ________      ________      ________      ________
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

LAMBDA(F) FOR LATENT CLASS 2
U10           U11           U12           U13
________      ________      ________      ________
U1                 0             0             0             0
U2                 0             0             0             0
U3                 0             0             0             0
U4                 0             0             0             0
U5                 0             0             0             0
U6                 0             0             0             0
U7                 0             0             0             0
U8                 0             0             0             0
U9                 0             0             0             0
U10                0             0             0             0
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0

ALPHA(F) FOR LATENT CLASS 2
F             U1            U2            U3            U4
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA(F) FOR LATENT CLASS 2
U5            U6            U7            U8            U9
________      ________      ________      ________      ________
1                  0             0             0             0             0

ALPHA(F) FOR LATENT CLASS 2
U10           U11           U12           U13
________      ________      ________      ________
1                  0             0             0             0

GAMMA(F) FOR LATENT CLASS 2
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
F                 14            15            16            17            18
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

GAMMA(F) FOR LATENT CLASS 2
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
F                 19            20            21             0             0
U1                 0             0             0            22             0
U2                 0             0             0             0            22
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

GAMMA(F) FOR LATENT CLASS 2
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
F                  0             0             0             0             0
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                22             0             0             0             0
U4                 0            22             0             0             0
U5                 0             0            22             0             0
U6                 0             0             0            22             0
U7                 0             0             0             0            22
U8                 0             0             0             0             0
U9                 0             0             0             0             0
U10                0             0             0             0             0
U11                0             0             0             0             0
U12                0             0             0             0             0
U13                0             0             0             0             0

GAMMA(F) FOR LATENT CLASS 2
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
F                  0             0             0             0             0
U1                 0             0             0             0             0
U2                 0             0             0             0             0
U3                 0             0             0             0             0
U4                 0             0             0             0             0
U5                 0             0             0             0             0
U6                 0             0             0             0             0
U7                 0             0             0             0             0
U8                22             0             0             0             0
U9                 0            22             0             0             0
U10                0             0            22             0             0
U11                0             0             0            22             0
U12                0             0             0             0            22
U13                0             0             0             0             0

GAMMA(F) FOR LATENT CLASS 2
EMPB13
________
F                  0
U1                 0
U2                 0
U3                 0
U4                 0
U5                 0
U6                 0
U7                 0
U8                 0
U9                 0
U10                0
U11                0
U12                0
U13               22

STARTING VALUES FOR LATENT CLASS 1

NU
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

NU
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

NU
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

NU
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

NU
EMPB13
________
1              0.000

LAMBDA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID         1.000         0.000         0.000         0.000         0.000
AGE            0.000         1.000         0.000         0.000         0.000
RACE           0.000         0.000         1.000         0.000         0.000
WEXP           0.000         0.000         0.000         1.000         0.000
MAR            0.000         0.000         0.000         0.000         1.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

LAMBDA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         1.000         0.000         0.000         0.000         0.000
PRIORS         0.000         1.000         0.000         0.000         0.000
EDUC           0.000         0.000         1.000         0.000         0.000
EMPB1          0.000         0.000         0.000         1.000         0.000
EMPB2          0.000         0.000         0.000         0.000         1.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

LAMBDA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          1.000         0.000         0.000         0.000         0.000
EMPB4          0.000         1.000         0.000         0.000         0.000
EMPB5          0.000         0.000         1.000         0.000         0.000
EMPB6          0.000         0.000         0.000         1.000         0.000
EMPB7          0.000         0.000         0.000         0.000         1.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

LAMBDA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          1.000         0.000         0.000         0.000         0.000
EMPB9          0.000         1.000         0.000         0.000         0.000
EMPB10         0.000         0.000         1.000         0.000         0.000
EMPB11         0.000         0.000         0.000         1.000         0.000
EMPB12         0.000         0.000         0.000         0.000         1.000
EMPB13         0.000         0.000         0.000         0.000         0.000

LAMBDA
EMPB13
________
FINAID         0.000
AGE            0.000
RACE           0.000
WEXP           0.000
MAR            0.000
PAROLE         0.000
PRIORS         0.000
EDUC           0.000
EMPB1          0.000
EMPB2          0.000
EMPB3          0.000
EMPB4          0.000
EMPB5          0.000
EMPB6          0.000
EMPB7          0.000
EMPB8          0.000
EMPB9          0.000
EMPB10         0.000
EMPB11         0.000
EMPB12         0.000
EMPB13         1.000

THETA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID         0.000
AGE            0.000         0.000
RACE           0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

THETA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
PAROLE         0.000
PRIORS         0.000         0.000
EDUC           0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

THETA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
EMPB3          0.000
EMPB4          0.000         0.000
EMPB5          0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

THETA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
EMPB8          0.000
EMPB9          0.000         0.000
EMPB10         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

THETA
EMPB13
________
EMPB13         0.000

ALPHA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA
EMPB13
________
1              0.000

BETA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

BETA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

BETA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

BETA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

BETA
EMPB13
________
FINAID         0.000
AGE            0.000
RACE           0.000
WEXP           0.000
MAR            0.000
PAROLE         0.000
PRIORS         0.000
EDUC           0.000
EMPB1          0.000
EMPB2          0.000
EMPB3          0.000
EMPB4          0.000
EMPB5          0.000
EMPB6          0.000
EMPB7          0.000
EMPB8          0.000
EMPB9          0.000
EMPB10         0.000
EMPB11         0.000
EMPB12         0.000
EMPB13         0.000

PSI
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID         0.125
AGE            0.000        18.687
RACE           0.000         0.000         0.054
WEXP           0.000         0.000         0.000         0.123
MAR            0.000         0.000         0.000         0.000         0.054
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

PSI
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
PAROLE         0.118
PRIORS         0.000         4.194
EDUC           0.000         0.000         0.348
EMPB1          0.000         0.000         0.000         0.124
EMPB2          0.000         0.000         0.000         0.000         0.134
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

PSI
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
EMPB3          0.153
EMPB4          0.000         0.169
EMPB5          0.000         0.000         0.187
EMPB6          0.000         0.000         0.000         0.214
EMPB7          0.000         0.000         0.000         0.000         0.232
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

PSI
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
EMPB8          0.247
EMPB9          0.000         0.253
EMPB10         0.000         0.000         0.275
EMPB11         0.000         0.000         0.000         0.290
EMPB12         0.000         0.000         0.000         0.000         0.302
EMPB13         0.000         0.000         0.000         0.000         0.000

PSI
EMPB13
________
EMPB13         0.362

STARTING VALUES FOR LATENT CLASS 2

NU
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

NU
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

NU
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

NU
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

NU
EMPB13
________
1              0.000

LAMBDA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID         1.000         0.000         0.000         0.000         0.000
AGE            0.000         1.000         0.000         0.000         0.000
RACE           0.000         0.000         1.000         0.000         0.000
WEXP           0.000         0.000         0.000         1.000         0.000
MAR            0.000         0.000         0.000         0.000         1.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

LAMBDA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         1.000         0.000         0.000         0.000         0.000
PRIORS         0.000         1.000         0.000         0.000         0.000
EDUC           0.000         0.000         1.000         0.000         0.000
EMPB1          0.000         0.000         0.000         1.000         0.000
EMPB2          0.000         0.000         0.000         0.000         1.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

LAMBDA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          1.000         0.000         0.000         0.000         0.000
EMPB4          0.000         1.000         0.000         0.000         0.000
EMPB5          0.000         0.000         1.000         0.000         0.000
EMPB6          0.000         0.000         0.000         1.000         0.000
EMPB7          0.000         0.000         0.000         0.000         1.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

LAMBDA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          1.000         0.000         0.000         0.000         0.000
EMPB9          0.000         1.000         0.000         0.000         0.000
EMPB10         0.000         0.000         1.000         0.000         0.000
EMPB11         0.000         0.000         0.000         1.000         0.000
EMPB12         0.000         0.000         0.000         0.000         1.000
EMPB13         0.000         0.000         0.000         0.000         0.000

LAMBDA
EMPB13
________
FINAID         0.000
AGE            0.000
RACE           0.000
WEXP           0.000
MAR            0.000
PAROLE         0.000
PRIORS         0.000
EDUC           0.000
EMPB1          0.000
EMPB2          0.000
EMPB3          0.000
EMPB4          0.000
EMPB5          0.000
EMPB6          0.000
EMPB7          0.000
EMPB8          0.000
EMPB9          0.000
EMPB10         0.000
EMPB11         0.000
EMPB12         0.000
EMPB13         1.000

THETA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID         0.000
AGE            0.000         0.000
RACE           0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

THETA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
PAROLE         0.000
PRIORS         0.000         0.000
EDUC           0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

THETA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
EMPB3          0.000
EMPB4          0.000         0.000
EMPB5          0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

THETA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
EMPB8          0.000
EMPB9          0.000         0.000
EMPB10         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

THETA
EMPB13
________
EMPB13         0.000

ALPHA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA
EMPB13
________
1              0.000

BETA
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

BETA
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

BETA
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

BETA
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
FINAID         0.000         0.000         0.000         0.000         0.000
AGE            0.000         0.000         0.000         0.000         0.000
RACE           0.000         0.000         0.000         0.000         0.000
WEXP           0.000         0.000         0.000         0.000         0.000
MAR            0.000         0.000         0.000         0.000         0.000
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

BETA
EMPB13
________
FINAID         0.000
AGE            0.000
RACE           0.000
WEXP           0.000
MAR            0.000
PAROLE         0.000
PRIORS         0.000
EDUC           0.000
EMPB1          0.000
EMPB2          0.000
EMPB3          0.000
EMPB4          0.000
EMPB5          0.000
EMPB6          0.000
EMPB7          0.000
EMPB8          0.000
EMPB9          0.000
EMPB10         0.000
EMPB11         0.000
EMPB12         0.000
EMPB13         0.000

PSI
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
FINAID         0.125
AGE            0.000        18.687
RACE           0.000         0.000         0.054
WEXP           0.000         0.000         0.000         0.123
MAR            0.000         0.000         0.000         0.000         0.054
PAROLE         0.000         0.000         0.000         0.000         0.000
PRIORS         0.000         0.000         0.000         0.000         0.000
EDUC           0.000         0.000         0.000         0.000         0.000
EMPB1          0.000         0.000         0.000         0.000         0.000
EMPB2          0.000         0.000         0.000         0.000         0.000
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

PSI
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
PAROLE         0.118
PRIORS         0.000         4.194
EDUC           0.000         0.000         0.348
EMPB1          0.000         0.000         0.000         0.124
EMPB2          0.000         0.000         0.000         0.000         0.134
EMPB3          0.000         0.000         0.000         0.000         0.000
EMPB4          0.000         0.000         0.000         0.000         0.000
EMPB5          0.000         0.000         0.000         0.000         0.000
EMPB6          0.000         0.000         0.000         0.000         0.000
EMPB7          0.000         0.000         0.000         0.000         0.000
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

PSI
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
EMPB3          0.153
EMPB4          0.000         0.169
EMPB5          0.000         0.000         0.187
EMPB6          0.000         0.000         0.000         0.214
EMPB7          0.000         0.000         0.000         0.000         0.232
EMPB8          0.000         0.000         0.000         0.000         0.000
EMPB9          0.000         0.000         0.000         0.000         0.000
EMPB10         0.000         0.000         0.000         0.000         0.000
EMPB11         0.000         0.000         0.000         0.000         0.000
EMPB12         0.000         0.000         0.000         0.000         0.000
EMPB13         0.000         0.000         0.000         0.000         0.000

PSI
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
EMPB8          0.247
EMPB9          0.000         0.253
EMPB10         0.000         0.000         0.275
EMPB11         0.000         0.000         0.000         0.290
EMPB12         0.000         0.000         0.000         0.000         0.302
EMPB13         0.000         0.000         0.000         0.000         0.000

PSI
EMPB13
________
EMPB13         0.362

STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART

TAU(U) FOR LATENT CLASS 1
U1\$1          U2\$1          U3\$1          U4\$1          U5\$1
________      ________      ________      ________      ________
1             15.000        15.000        15.000        15.000        15.000

TAU(U) FOR LATENT CLASS 1
U6\$1          U7\$1          U8\$1          U9\$1          U10\$1
________      ________      ________      ________      ________
1             15.000        15.000        15.000        15.000        15.000

TAU(U) FOR LATENT CLASS 1
U11\$1         U12\$1         U13\$1
________      ________      ________
1             15.000        15.000        15.000

TAU(U) FOR LATENT CLASS 2
U1\$1          U2\$1          U3\$1          U4\$1          U5\$1
________      ________      ________      ________      ________
1              2.800         2.000         2.100         1.900         1.400

TAU(U) FOR LATENT CLASS 2
U6\$1          U7\$1          U8\$1          U9\$1          U10\$1
________      ________      ________      ________      ________
1              1.800         1.500         2.200         1.400         1.300

TAU(U) FOR LATENT CLASS 2
U11\$1         U12\$1         U13\$1
________      ________      ________
1              1.600         1.400         0.100

STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART

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

GAMMA(C)
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         0.000
C#2            0.000         0.000         0.000         0.000         0.000

GAMMA(C)
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         0.000
C#2            0.000         0.000         0.000         0.000         0.000

GAMMA(C)
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         0.000
C#2            0.000         0.000         0.000         0.000         0.000

GAMMA(C)
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         0.000
C#2            0.000         0.000         0.000         0.000         0.000

GAMMA(C)
EMPB13
________
C#1            0.000
C#2            0.000

STARTING VALUES FOR LATENT CLASS INDICATOR GROWTH MODEL PART

LAMBDA(F) FOR CLASS LATENT CLASS 1
F             U1            U2            U3            U4
________      ________      ________      ________      ________
U1             1.000         1.000         0.000         0.000         0.000
U2             1.000         0.000         1.000         0.000         0.000
U3             1.000         0.000         0.000         1.000         0.000
U4             1.000         0.000         0.000         0.000         1.000
U5             1.000         0.000         0.000         0.000         0.000
U6             1.000         0.000         0.000         0.000         0.000
U7             1.000         0.000         0.000         0.000         0.000
U8             1.000         0.000         0.000         0.000         0.000
U9             1.000         0.000         0.000         0.000         0.000
U10            1.000         0.000         0.000         0.000         0.000
U11            1.000         0.000         0.000         0.000         0.000
U12            1.000         0.000         0.000         0.000         0.000
U13            1.000         0.000         0.000         0.000         0.000

LAMBDA(F) FOR CLASS LATENT CLASS 1
U5            U6            U7            U8            U9
________      ________      ________      ________      ________
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             1.000         0.000         0.000         0.000         0.000
U6             0.000         1.000         0.000         0.000         0.000
U7             0.000         0.000         1.000         0.000         0.000
U8             0.000         0.000         0.000         1.000         0.000
U9             0.000         0.000         0.000         0.000         1.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

LAMBDA(F) FOR CLASS LATENT CLASS 1
U10           U11           U12           U13
________      ________      ________      ________
U1             0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000
U10            1.000         0.000         0.000         0.000
U11            0.000         1.000         0.000         0.000
U12            0.000         0.000         1.000         0.000
U13            0.000         0.000         0.000         1.000

ALPHA(F) FOR LATENT CLASS 1
F             U1            U2            U3            U4
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA(F) FOR LATENT CLASS 1
U5            U6            U7            U8            U9
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA(F) FOR LATENT CLASS 1
U10           U11           U12           U13
________      ________      ________      ________
1              0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 1
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
F              0.000         0.000         0.000         0.000         0.000
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000         0.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 1
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
F              0.000         0.000         0.000         0.000         0.000
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000         0.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 1
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
F              0.000         0.000         0.000         0.000         0.000
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000         0.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 1
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
F              0.000         0.000         0.000         0.000         0.000
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000         0.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 1
EMPB13
________
F              0.000
U1             0.000
U2             0.000
U3             0.000
U4             0.000
U5             0.000
U6             0.000
U7             0.000
U8             0.000
U9             0.000
U10            0.000
U11            0.000
U12            0.000
U13            0.000

LAMBDA(F) FOR CLASS LATENT CLASS 2
F             U1            U2            U3            U4
________      ________      ________      ________      ________
U1             1.000         1.000         0.000         0.000         0.000
U2             1.000         0.000         1.000         0.000         0.000
U3             1.000         0.000         0.000         1.000         0.000
U4             1.000         0.000         0.000         0.000         1.000
U5             1.000         0.000         0.000         0.000         0.000
U6             1.000         0.000         0.000         0.000         0.000
U7             1.000         0.000         0.000         0.000         0.000
U8             1.000         0.000         0.000         0.000         0.000
U9             1.000         0.000         0.000         0.000         0.000
U10            1.000         0.000         0.000         0.000         0.000
U11            1.000         0.000         0.000         0.000         0.000
U12            1.000         0.000         0.000         0.000         0.000
U13            1.000         0.000         0.000         0.000         0.000

LAMBDA(F) FOR CLASS LATENT CLASS 2
U5            U6            U7            U8            U9
________      ________      ________      ________      ________
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             1.000         0.000         0.000         0.000         0.000
U6             0.000         1.000         0.000         0.000         0.000
U7             0.000         0.000         1.000         0.000         0.000
U8             0.000         0.000         0.000         1.000         0.000
U9             0.000         0.000         0.000         0.000         1.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

LAMBDA(F) FOR CLASS LATENT CLASS 2
U10           U11           U12           U13
________      ________      ________      ________
U1             0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000
U10            1.000         0.000         0.000         0.000
U11            0.000         1.000         0.000         0.000
U12            0.000         0.000         1.000         0.000
U13            0.000         0.000         0.000         1.000

ALPHA(F) FOR LATENT CLASS 2
F             U1            U2            U3            U4
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA(F) FOR LATENT CLASS 2
U5            U6            U7            U8            U9
________      ________      ________      ________      ________
1              0.000         0.000         0.000         0.000         0.000

ALPHA(F) FOR LATENT CLASS 2
U10           U11           U12           U13
________      ________      ________      ________
1              0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 2
FINAID        AGE           RACE          WEXP          MAR
________      ________      ________      ________      ________
F             -0.300        -0.100         0.400         0.010        -0.300
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000         0.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 2
PAROLE        PRIORS        EDUC          EMPB1         EMPB2
________      ________      ________      ________      ________
F             -0.060         0.100        -0.200         0.000         0.000
U1             0.000         0.000         0.000        -1.500         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000         0.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 2
EMPB3         EMPB4         EMPB5         EMPB6         EMPB7
________      ________      ________      ________      ________
F              0.000         0.000         0.000         0.000         0.000
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000         0.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 2
EMPB8         EMPB9         EMPB10        EMPB11        EMPB12
________      ________      ________      ________      ________
F              0.000         0.000         0.000         0.000         0.000
U1             0.000         0.000         0.000         0.000         0.000
U2             0.000         0.000         0.000         0.000         0.000
U3             0.000         0.000         0.000         0.000         0.000
U4             0.000         0.000         0.000         0.000         0.000
U5             0.000         0.000         0.000         0.000         0.000
U6             0.000         0.000         0.000         0.000         0.000
U7             0.000         0.000         0.000         0.000         0.000
U8             0.000         0.000         0.000         0.000         0.000
U9             0.000         0.000         0.000         0.000         0.000
U10            0.000         0.000         0.000         0.000         0.000
U11            0.000         0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000         0.000

GAMMA(F) FOR LATENT CLASS 2
EMPB13
________
F              0.000
U1             0.000
U2             0.000
U3             0.000
U4             0.000
U5             0.000
U6             0.000
U7             0.000
U8             0.000
U9             0.000
U10            0.000
U11            0.000
U12            0.000
U13            0.000

TECHNICAL 8 OUTPUT

INITIAL STAGE ITERATIONS

TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.57165630D+03    0.0000000    0.0000000    176.685   255.315    EM
2 -0.49896325D+03   72.6930517    0.1271622    174.995   257.005    EM
3 -0.49847104D+03    0.4922103    0.0009865    174.500   257.500    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.21296004D+05    0.0000000    0.0000000    325.047   106.953    EM
2 -0.50304489D+03 ************    0.9763784    317.999   114.001    EM
3 -0.50014136D+03    2.9035340    0.0057719    317.999   114.001    EM
4 -0.50012728D+03    0.0140760    0.0000281    317.998   114.002    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.30196464D+05    0.0000000    0.0000000    351.833    80.167    EM
2 -0.26956551D+05 3239.9130792    0.1072945    351.126    80.874    EM
3 -0.26956598D+05   -0.0471117   -0.0000017    351.123    80.877    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.93569566D+04    0.0000000    0.0000000    323.919   108.081    EM
2 -0.50278504D+03 8854.1716012    0.9462662    317.418   114.582    EM
3 -0.49988976D+03    2.8952808    0.0057585    317.025   114.975    EM
4 -0.49953608D+03    0.3536806    0.0007075    316.367   115.633    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.10365614D+05    0.0000000    0.0000000    286.638   145.362    EM
2 -0.25703853D+04 7795.2287778    0.7520277    236.905   195.095    EM
3 -0.25462251D+04   24.1602294    0.0093995    209.139   222.861    EM
4 -0.25402709D+04    5.9541876    0.0023384    194.454   237.546    EM
5 -0.25371094D+04    3.1614809    0.0012445    184.030   247.970    EM
6 -0.25351060D+04    2.0034129    0.0007896    176.121   255.879    EM
7 -0.25336988D+04    1.4072150    0.0005551    169.874   262.126    EM
8 -0.25326490D+04    1.0497525    0.0004143    164.808   267.192    EM
9 -0.25318409D+04    0.8080894    0.0003191    160.633   271.367    EM
10 -0.25312096D+04    0.6313156    0.0002494    157.161   274.839    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
2 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
3 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
4 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
5 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
6 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
7 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
8 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
9 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM
10 -0.22321299D+05    0.0000000    0.0000000     35.000   397.000    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
2 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
3 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
4 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
5 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
6 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
7 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
8 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
9 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM
10 -0.34120981D+05    0.0000000    0.0000000     57.000   375.000    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
2 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
3 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
4 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
5 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
6 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
7 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
8 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
9 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM
10 -0.31208553D+05    0.0000000    0.0000000    363.002    68.998    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.10068169D+05    0.0000000    0.0000000    314.848   117.152    EM
2 -0.33357880D+04 6732.3810000    0.6686798    256.312   175.688    EM
3 -0.32455457D+04   90.2423750    0.0270528    203.233   228.767    EM
4 -0.32273076D+04   18.2380641    0.0056194    172.216   259.784    EM
5 -0.32173154D+04    9.9921651    0.0030961    149.952   282.048    EM
6 -0.32110279D+04    6.2874944    0.0019543    133.058   298.942    EM
7 -0.32067933D+04    4.2346425    0.0013188    119.912   312.088    EM
8 -0.32038037D+04    2.9896200    0.0009323    109.528   322.472    EM
9 -0.32016128D+04    2.1908541    0.0006838    101.236   330.764    EM
10 -0.31999572D+04    1.6555918    0.0005171     94.558   337.442    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.52417491D+05    0.0000000    0.0000000    329.010   102.990    EM
2 -0.40652686D+04 ************    0.9224444    263.803   168.197    EM
3 -0.40156823D+04   49.5862269    0.0121975    212.208   219.792    EM
4 -0.40011095D+04   14.5728121    0.0036290    184.638   247.362    EM
5 -0.39933852D+04    7.7242655    0.0019305    164.799   267.201    EM
6 -0.39887736D+04    4.6116423    0.0011548    149.806   282.194    EM
7 -0.39858385D+04    2.9350881    0.0007358    138.190   293.810    EM
8 -0.39838878D+04    1.9507580    0.0004894    129.042   302.958    EM
9 -0.39825486D+04    1.3391882    0.0003362    121.747   310.253    EM
10 -0.39816062D+04    0.9424080    0.0002366    115.870   316.130    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10

ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
1 -0.31720841D+05    0.0000000    0.0000000    365.500    66.500    EM
2 -0.30758384D+05  962.4573940    0.0303415    363.014    68.986    EM
3 -0.30759316D+05   -0.9322701   -0.0000303    363.012    68.988    EM

FINAL STAGE ITERATIONS

TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET

3 -0.49847104D+03    0.4922103    0.0009865    174.500   257.500    EM
4 -0.49826056D+03    0.2104746    0.0004222    174.266   257.734    EM
5 -0.49808049D+03    0.1800752    0.0003614    174.189   257.811    EM
6 -0.49791750D+03    0.1629927    0.0003272    174.238   257.762    EM
7 -0.49776393D+03    0.1535639    0.0003084    174.397   257.603    EM
8 -0.49761407D+03    0.1498580    0.0003011    174.656   257.344    EM
9 -0.49746343D+03    0.1506457    0.0003027    175.005   256.995    EM
10 -0.49730832D+03    0.1551032    0.0003118    175.436   256.564    EM
11 -0.49714568D+03    0.1626461    0.0003271    175.943   256.057    EM
12 -0.49697286D+03    0.1728164    0.0003476    176.519   255.481    EM
13 -0.49678766D+03    0.1851993    0.0003727    177.159   254.841    EM
14 -0.49658830D+03    0.1993576    0.0004013    177.855   254.145    EM
15 -0.49637353D+03    0.2147774    0.0004325    178.600   253.400    EM
16 -0.49614270D+03    0.2308251    0.0004650    179.387   252.613    EM
17 -0.49589598D+03    0.2467185    0.0004973    180.205   251.795    EM
18 -0.49563447D+03    0.2615183    0.0005274    181.043   250.957    EM
19 -0.49536031D+03    0.2741514    0.0005531    181.889   250.111    EM
20 -0.49507684D+03    0.2834735    0.0005723    182.725   249.275    EM
21 -0.49478846D+03    0.2883791    0.0005825    183.536   248.464    EM
22 -0.49450051D+03    0.2879552    0.0005820    184.301   247.699    EM
23 -0.49421885D+03    0.2816591    0.0005696    185.003   246.997    EM
24 -0.49394937D+03    0.2694797    0.0005453    185.621   246.379    EM
25 -0.49369734D+03    0.2520267    0.0005102    186.140   245.860    EM
26 -0.49346685D+03    0.2304926    0.0004669    186.545   245.455    EM
27 -0.49326038D+03    0.2064724    0.0004184    186.828   245.172    EM
28 -0.49307869D+03    0.1816813    0.0003683    186.984   245.016    EM
29 -0.49292103D+03    0.1576631    0.0003198    187.013   244.987    EM
30 -0.49278545D+03    0.1355808    0.0002751    186.918   245.082    EM
31 -0.49266932D+03    0.1161349    0.0002357    186.706   245.294    EM
32 -0.49256972D+03    0.0995975    0.0002022    186.387   245.613    EM
33 -0.49248380D+03    0.0859135    0.0001744    185.971   246.029    EM
34 -0.49240898D+03    0.0748212    0.0001519    185.468   246.532    EM
35 -0.49234303D+03    0.0659571    0.0001339    184.890   247.110    EM
36 -0.49169243D+03    0.6505940    0.0013214    145.399   286.601    FS
37 -0.49122946D+03    0.4629706    0.0009416    112.603   319.397    FS
38 -0.49092481D+03    0.3046553    0.0006202    112.904   319.096    EM
39 -0.49085211D+03    0.0726981    0.0001481    113.146   318.854    EM
40 -0.49079187D+03    0.0602424    0.0001227    113.330   318.670    EM
41 -0.49073958D+03    0.0522844    0.0001065    113.456   318.544    EM
42 -0.49069266D+03    0.0469240    0.0000956    113.530   318.470    EM
43 -0.49064946D+03    0.0431981    0.0000880    113.555   318.445    EM
44 -0.49060896D+03    0.0404957    0.0000825    113.535   318.465    EM
45 -0.49057054D+03    0.0384255    0.0000783    113.473   318.527    EM
46 -0.49053380D+03    0.0367362    0.0000749    113.373   318.627    EM
47 -0.49049854D+03    0.0352672    0.0000719    113.237   318.763    EM
48 -0.49046462D+03    0.0339175    0.0000691    113.067   318.933    EM
49 -0.49043199D+03    0.0326258    0.0000665    112.866   319.134    EM
50 -0.49040063D+03    0.0313570    0.0000639    112.636   319.364    EM
51 -0.49037054D+03    0.0300939    0.0000614    112.378   319.622    EM
52 -0.49034171D+03    0.0288311    0.0000588    112.095   319.905    EM
53 -0.49031414D+03    0.0275705    0.0000562    111.789   320.211    EM
54 -0.49028782D+03    0.0263182    0.0000537    111.461   320.539    EM
55 -0.49026274D+03    0.0250826    0.0000512    111.114   320.886    EM
56 -0.49023887D+03    0.0238725    0.0000487    110.749   321.251    EM
57 -0.49021617D+03    0.0226963    0.0000463    110.367   321.633    EM
58 -0.49019461D+03    0.0215612    0.0000440    109.972   322.028    EM
59 -0.49017414D+03    0.0204728    0.0000418    109.564   322.436    EM
60 -0.49015470D+03    0.0194350    0.0000396    109.146   322.854    EM
61 -0.48977065D+03    0.3840535    0.0007835     85.739   346.261    QN
62 -0.48977065D+03    0.0000000    0.0000000     85.739   346.261    EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3

4 -0.49953608D+03    0.3536806    0.0007075    316.367   115.633    EM
5 -0.49919274D+03    0.3433363    0.0006873    315.381   116.619    EM
6 -0.49873410D+03    0.4586422    0.0009188    314.010   117.990    EM
7 -0.49817814D+03    0.5559595    0.0011147    312.249   119.751    EM
8 -0.49756437D+03    0.6137653    0.0012320    310.152   121.848    EM
9 -0.49693982D+03    0.6245501    0.0012552    307.803   124.197    EM
10 -0.49634530D+03    0.5945210    0.0011964    305.302   126.698    EM
11 -0.49580803D+03    0.5372681    0.0010824    302.742   129.258    EM
12 -0.49534087D+03    0.4671685    0.0009422    300.200   131.800    EM
13 -0.49494541D+03    0.3954606    0.0007984    297.734   134.266    EM
14 -0.49461630D+03    0.3291019    0.0006649    295.382   136.618    EM
15 -0.49434495D+03    0.2713543    0.0005486    293.162   138.838    EM
16 -0.49412197D+03    0.2229835    0.0004511    291.086   140.914    EM
17 -0.49393858D+03    0.1833825    0.0003711    289.152   142.848    EM
18 -0.49378722D+03    0.1513608    0.0003064    287.356   144.644    EM
19 -0.49366162D+03    0.1256035    0.0002544    285.689   146.311    EM
20 -0.49355673D+03    0.1048940    0.0002125    284.143   147.857    EM
21 -0.49346853D+03    0.0881970    0.0001787    282.708   149.292    EM
22 -0.49339386D+03    0.0746704    0.0001513    281.373   150.627    EM
23 -0.49333021D+03    0.0636462    0.0001290    280.130   151.870    EM
24 -0.49327561D+03    0.0546012    0.0001107    278.971   153.029    EM
25 -0.49322848D+03    0.0471283    0.0000955    277.888   154.112    EM
26 -0.49318757D+03    0.0409108    0.0000829    276.874   155.126    EM
27 -0.49315187D+03    0.0357024    0.0000724    275.923   156.077    EM
28 -0.49312056D+03    0.0313105    0.0000635    275.029   156.971    EM
29 -0.49309297D+03    0.0275837    0.0000559    274.188   157.812    EM
30 -0.49306857D+03    0.0244027    0.0000495    273.394   158.606    EM
31 -0.49304690D+03    0.0216723    0.0000440    272.645   159.355    EM
32 -0.49302758D+03    0.0193164    0.0000392    271.936   160.064    EM
33 -0.49301031D+03    0.0172739    0.0000350    271.264   160.736    EM
34 -0.49299481D+03    0.0154950    0.0000314    270.627   161.373    EM
35 -0.49298088D+03    0.0139392    0.0000283    270.022   161.978    EM
36 -0.49296830D+03    0.0125732    0.0000255    269.446   162.554    EM
37 -0.49295693D+03    0.0113694    0.0000231    268.898   163.102    EM
38 -0.49294663D+03    0.0103049    0.0000209    268.376   163.624    EM
39 -0.49293727D+03    0.0093606    0.0000190    267.877   164.123    EM
40 -0.49292875D+03    0.0085205    0.0000173    267.400   164.600    EM
41 -0.49292098D+03    0.0077710    0.0000158    266.945   165.055    EM
42 -0.49291387D+03    0.0071005    0.0000144    266.509   165.491    EM
43 -0.49290738D+03    0.0064993    0.0000132    266.091   165.909    EM
44 -0.49290142D+03    0.0059588    0.0000121    265.690   166.310    EM
45 -0.49289594D+03    0.0054720    0.0000111    265.306   166.694    EM
46 -0.49289091D+03    0.0050326    0.0000102    264.937   167.063    EM
47 -0.49288628D+03    0.0046351    0.0000094    264.583   167.417    EM
48 -0.49288200D+03    0.0042750    0.0000087    264.242   167.758    EM
49 -0.49287805D+03    0.0039481    0.0000080    263.914   168.086    EM
50 -0.49287440D+03    0.0036508    0.0000074    263.599   168.401    EM
51 -0.49287102D+03    0.0033800    0.0000069    263.295   168.705    EM
52 -0.49286789D+03    0.0031331    0.0000064    263.002   168.998    EM
53 -0.49286498D+03    0.0029074    0.0000059    262.720   169.280    EM
54 -0.49286228D+03    0.0027010    0.0000055    262.447   169.553    EM
55 -0.49285977D+03    0.0025119    0.0000051    262.184   169.816    EM
56 -0.49281858D+03    0.0411927    0.0000836    251.781   180.219    QN
57 -0.49281858D+03    0.0000000    0.0000000    251.781   180.219    EM

Beginning Time:  23:01:09
Ending Time:  23:01:15
Elapsed Time:  00:00:06

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