```Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  10:48 PM

INPUT INSTRUCTIONS

TITLE:	this is an example of a two-level LTA with a covariate
DATA:	FILE = ex10.12.dat;
VARIABLE:	NAMES ARE u11-u14 u21-u24 x w dum1 dum2 clus;
USEVARIABLES = u11-w;
CATEGORICAL = u11-u14 u21-u24;
CLASSES = c1(2) c2(2);
WITHIN = x;
BETWEEN = w;
CLUSTER = clus;
ANALYSIS:	TYPE = TWOLEVEL MIXTURE;
PROCESSORS = 2;
STARTS = 50 5;
MODEL:
%WITHIN%
%OVERALL%
c2 ON c1 x;
c1 ON x;
%BETWEEN%
%OVERALL%
c1#1 ON w;
c2#1 ON c1#1 w;
c1#1 c2#1;
MODEL c1:
%BETWEEN%
%c1#1%
[u11\$1-u14\$1] (1-4);
%c1#2%
[u11\$1-u14\$1] (5-8);
MODEL c2:
%BETWEEN%
%c2#1%
[u21\$1-u24\$1] (1-4);
%c2#2%
[u21\$1-u24\$1] (5-8);
OUTPUT:	TECH1 TECH8;

this is an example of a two-level LTA with a covariate

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

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

Observed dependent variables

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

Observed independent variables
X           W

Categorical latent variables
C1          C2

Variables with special functions

Cluster variable      CLUS

Within variables
X

Between variables
W

Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations                                 100
Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
Maximum number of iterations                                 500
Convergence criteria
Loglikelihood change                                 0.100D-02
Relative loglikelihood change                        0.100D-05
Derivative                                           0.100D-02
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-02
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-02
Basis for M step termination                           ITERATION
Maximum value for logit thresholds                            15
Minimum value for logit thresholds                           -15
Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Integration Specifications
Type                                                    STANDARD
Number of integration points                                  15
Dimensions of numerical integration                            2
Random Starts Specifications
Number of initial stage random starts                         50
Number of final stage optimizations                            5
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
Parameterization                                             LOGIT
Cholesky                                                        ON

Input data file(s)
ex10.12.dat
Input data format  FREE

SUMMARY OF DATA

Number of clusters                        100

UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

U11
Category 1    0.486          972.000
Category 2    0.514         1028.000
U12
Category 1    0.489          978.000
Category 2    0.511         1022.000
U13
Category 1    0.483          967.000
Category 2    0.516         1033.000
U14
Category 1    0.478          957.000
Category 2    0.521         1043.000
U21
Category 1    0.485          971.000
Category 2    0.514         1029.000
U22
Category 1    0.487          975.000
Category 2    0.512         1025.000
U23
Category 1    0.493          987.000
Category 2    0.506         1013.000
U24
Category 1    0.491          982.000
Category 2    0.509         1018.000

UNIVARIATE SAMPLE STATISTICS

UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS

Variable/         Mean/     Skewness/   Minimum/ % with                Percentiles
Sample Size      Variance    Kurtosis    Maximum  Min/Max      20%/60%    40%/80%    Median

X                    -0.018      -0.064      -3.812    0.05%      -0.858     -0.283     -0.014
2000.000       1.021       0.104       3.765    0.05%       0.251      0.867
W                    -0.159       0.240      -2.049    1.00%      -0.923     -0.438     -0.300
100.000       0.877      -0.157       2.714    1.00%       0.095      0.638

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

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

-10250.454  unperturbed      0
-10250.454  285380           1
-10250.454  887676           22
-10250.457  364676           27
-10250.809  761633           50

THE BEST LOGLIKELIHOOD VALUE HAS BEEN REPLICATED.  RERUN WITH AT LEAST TWICE THE
RANDOM STARTS TO CHECK THAT THE BEST LOGLIKELIHOOD IS STILL OBTAINED AND REPLICATED.

THE MODEL ESTIMATION TERMINATED NORMALLY

MODEL FIT INFORMATION

Number of Free Parameters                       18

Loglikelihood

H0 Value                      -10250.454
H0 Scaling Correction Factor      0.9709
for MLR

Information Criteria

Akaike (AIC)                   20536.908
Bayesian (BIC)                 20637.724
(n* = (n + 2) / 24)

MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

C1  C2

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

Latent Class
Pattern

1  1        737.13256          0.36857
1  2        298.91165          0.14946
2  1        286.08484          0.14304
2  2        677.87095          0.33894

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

Latent Class
Variable    Class

C1             1      1036.04419          0.51802
2       963.95581          0.48198
C2             1      1023.21741          0.51161
2       976.78259          0.48839

FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

Latent Class
Pattern

1  1              779          0.38950
1  2              262          0.13100
2  1              251          0.12550
2  2              708          0.35400

FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Latent Class
Variable    Class

C1             1            1041          0.52050
2             959          0.47950
C2             1            1030          0.51500
2             970          0.48500

CLASSIFICATION QUALITY

Entropy                         0.617

MODEL RESULTS

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

Within Level

Between Level

Latent Class Pattern 1 1

Thresholds
U11\$1             -1.040      0.074    -14.031      0.000
U12\$1             -1.009      0.060    -16.716      0.000
U13\$1             -0.988      0.062    -15.847      0.000
U14\$1             -1.109      0.071    -15.728      0.000
U21\$1             -1.040      0.074    -14.031      0.000
U22\$1             -1.009      0.060    -16.716      0.000
U23\$1             -0.988      0.062    -15.847      0.000
U24\$1             -1.109      0.071    -15.728      0.000

Latent Class Pattern 1 2

Thresholds
U11\$1             -1.040      0.074    -14.031      0.000
U12\$1             -1.009      0.060    -16.716      0.000
U13\$1             -0.988      0.062    -15.847      0.000
U14\$1             -1.109      0.071    -15.728      0.000
U21\$1              0.965      0.058     16.541      0.000
U22\$1              0.959      0.065     14.815      0.000
U23\$1              0.939      0.063     14.868      0.000
U24\$1              1.025      0.069     14.877      0.000

Latent Class Pattern 2 1

Thresholds
U11\$1              0.965      0.058     16.541      0.000
U12\$1              0.959      0.065     14.815      0.000
U13\$1              0.939      0.063     14.868      0.000
U14\$1              1.025      0.069     14.877      0.000
U21\$1             -1.040      0.074    -14.031      0.000
U22\$1             -1.009      0.060    -16.716      0.000
U23\$1             -0.988      0.062    -15.847      0.000
U24\$1             -1.109      0.071    -15.728      0.000

Latent Class Pattern 2 2

Thresholds
U11\$1              0.965      0.058     16.541      0.000
U12\$1              0.959      0.065     14.815      0.000
U13\$1              0.939      0.063     14.868      0.000
U14\$1              1.025      0.069     14.877      0.000
U21\$1              0.965      0.058     16.541      0.000
U22\$1              0.959      0.065     14.815      0.000
U23\$1              0.939      0.063     14.868      0.000
U24\$1              1.025      0.069     14.877      0.000

Categorical Latent Variables

Within Level

C2#1     ON
C1#1               0.579      0.247      2.343      0.019

C2#1       ON
X                 -0.923      0.106     -8.740      0.000

C1#1       ON
X                 -0.564      0.080     -7.039      0.000

Intercepts
C1#1              -0.105      0.131     -0.799      0.424
C2#1              -0.512      0.198     -2.589      0.010

Between Level

C2#1       ON
C1#1               1.183      0.296      4.002      0.000

C1#1       ON
W                 -1.203      0.146     -8.236      0.000

C2#1       ON
W                 -0.253      0.328     -0.773      0.440

Residual Variances
C1#1               0.534      0.172      3.111      0.002
C2#1               0.198      0.230      0.860      0.390

QUALITY OF NUMERICAL RESULTS

Condition Number for the Information Matrix              0.341E-02
(ratio of smallest to largest eigenvalue)

C-SPECIFIC CLASSIFICATION RESULTS

Classification Quality for C1

Entropy                         0.577

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

1        2

1   0.879    0.121
2   0.127    0.873

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

1        2

1   0.883    0.117
2   0.131    0.869

Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

1        2

1      2.018    0.000
2     -1.890    0.000

Classification Quality for C2

Entropy                         0.655

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

1        2

1   0.902    0.098
2   0.097    0.903

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

1        2

1   0.908    0.092
2   0.103    0.897

Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

1        2

1      2.292    0.000
2     -2.163    0.000

RESULTS IN PROBABILITY SCALE

Estimate

Within Level

Between Level

Latent Class Pattern 1 1

U11
Category 1         0.261
Category 2         0.739
U12
Category 1         0.267
Category 2         0.733
U13
Category 1         0.271
Category 2         0.729
U14
Category 1         0.248
Category 2         0.752
U21
Category 1         0.261
Category 2         0.739
U22
Category 1         0.267
Category 2         0.733
U23
Category 1         0.271
Category 2         0.729
U24
Category 1         0.248
Category 2         0.752

Latent Class Pattern 1 2

U11
Category 1         0.261
Category 2         0.739
U12
Category 1         0.267
Category 2         0.733
U13
Category 1         0.271
Category 2         0.729
U14
Category 1         0.248
Category 2         0.752
U21
Category 1         0.724
Category 2         0.276
U22
Category 1         0.723
Category 2         0.277
U23
Category 1         0.719
Category 2         0.281
U24
Category 1         0.736
Category 2         0.264

Latent Class Pattern 2 1

U11
Category 1         0.724
Category 2         0.276
U12
Category 1         0.723
Category 2         0.277
U13
Category 1         0.719
Category 2         0.281
U14
Category 1         0.736
Category 2         0.264
U21
Category 1         0.261
Category 2         0.739
U22
Category 1         0.267
Category 2         0.733
U23
Category 1         0.271
Category 2         0.729
U24
Category 1         0.248
Category 2         0.752

Latent Class Pattern 2 2

U11
Category 1         0.724
Category 2         0.276
U12
Category 1         0.723
Category 2         0.277
U13
Category 1         0.719
Category 2         0.281
U14
Category 1         0.736
Category 2         0.264
U21
Category 1         0.724
Category 2         0.276
U22
Category 1         0.723
Category 2         0.277
U23
Category 1         0.719
Category 2         0.281
U24
Category 1         0.736
Category 2         0.264

LOGISTIC REGRESSION ODDS RATIO RESULTS

95% C.I.
Estimate       S.E.  Lower 2.5% Upper 2.5%

Categorical Latent Variables

Within Level

C2#1     ON
X                  0.397      0.042      0.323      0.489

C1#1     ON
X                  0.569      0.046      0.486      0.666

Between Level

TECHNICAL 1 OUTPUT

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0             0             0             0             0

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0             0             0             0             0

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0
U14                0             0             0             0
U21                0             0             0             0
U22                0             0             0             0
U23                0             0             0             0
U24                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11                0
U12                0             0
U13                0             0             0
U14                0             0             0             0
U21                0             0             0             0             0
U22                0             0             0             0             0
U23                0             0             0             0             0
U24                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22                0
U23                0             0
U24                0             0             0
X                  0             0             0             0
W                  0             0             0             0             0

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0             0             0             0

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0             0             0
C2#1               0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0
C2#1               0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0             0             0             0             0

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0             0             0             0             0

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0
U14                0             0             0             0
U21                0             0             0             0
U22                0             0             0             0
U23                0             0             0             0
U24                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11                0
U12                0             0
U13                0             0             0
U14                0             0             0             0
U21                0             0             0             0             0
U22                0             0             0             0             0
U23                0             0             0             0             0
U24                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22                0
U23                0             0
U24                0             0             0
X                  0             0             0             0
W                  0             0             0             0             0

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0             0             0             0

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0             0             0
C2#1               0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0
C2#1               0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0             0             0             0             0

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0             0             0             0             0

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0
U14                0             0             0             0
U21                0             0             0             0
U22                0             0             0             0
U23                0             0             0             0
U24                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11                0
U12                0             0
U13                0             0             0
U14                0             0             0             0
U21                0             0             0             0             0
U22                0             0             0             0             0
U23                0             0             0             0             0
U24                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22                0
U23                0             0
U24                0             0             0
X                  0             0             0             0
W                  0             0             0             0             0

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0             0             0             0

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0             0             0
C2#1               0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0
C2#1               0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0             0             0             0             0

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0             0             0             0             0

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0
U14                0             0             0             0
U21                0             0             0             0
U22                0             0             0             0
U23                0             0             0             0
U24                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11                0
U12                0             0
U13                0             0             0
U14                0             0             0             0
U21                0             0             0             0             0
U22                0             0             0             0             0
U23                0             0             0             0             0
U24                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22                0
U23                0             0
U24                0             0             0
X                  0             0             0             0
W                  0             0             0             0             0

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0             0             0             0

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0             0             0
C2#1               0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0
C2#1               0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0             0             0             0             0

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0             0             0             0             0

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0
U14                0             0             0             0
U21                0             0             0             0
U22                0             0             0             0
U23                0             0             0             0
U24                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11                0
U12                0             0
U13                0             0             0
U14                0             0             0             0
U21                0             0             0             0             0
U22                0             0             0             0             0
U23                0             0             0             0             0
U24                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22                0
U23                0             0
U24                0             0             0
X                  0             0             0             0
W                  0             0             0             0             0

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0             0             0             0

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0             0             1
C2#1               2             0             0             3
X                  0             0             0             0
W                  0             0             0             0

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               4
C2#1               0             5
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0             0             0             0             0

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0             0             0             0             0

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0
U14                0             0             0             0
U21                0             0             0             0
U22                0             0             0             0
U23                0             0             0             0
U24                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11                0
U12                0             0
U13                0             0             0
U14                0             0             0             0
U21                0             0             0             0             0
U22                0             0             0             0             0
U23                0             0             0             0             0
U24                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22                0
U23                0             0
U24                0             0             0
X                  0             0             0             0
W                  0             0             0             0             0

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0             0             0             0

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0             0             1
C2#1               2             0             0             3
X                  0             0             0             0
W                  0             0             0             0

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               4
C2#1               0             5
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0             0             0             0             0

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0             0             0             0             0

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0
U14                0             0             0             0
U21                0             0             0             0
U22                0             0             0             0
U23                0             0             0             0
U24                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11                0
U12                0             0
U13                0             0             0
U14                0             0             0             0
U21                0             0             0             0             0
U22                0             0             0             0             0
U23                0             0             0             0             0
U24                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22                0
U23                0             0
U24                0             0             0
X                  0             0             0             0
W                  0             0             0             0             0

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0             0             0             0

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0             0             1
C2#1               2             0             0             3
X                  0             0             0             0
W                  0             0             0             0

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               4
C2#1               0             5
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0             0             0             0             0

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0             0             0             0             0

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11                0             0             0             0
U12                0             0             0             0
U13                0             0             0             0
U14                0             0             0             0
U21                0             0             0             0
U22                0             0             0             0
U23                0             0             0             0
U24                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11                0
U12                0             0
U13                0             0             0
U14                0             0             0             0
U21                0             0             0             0             0
U22                0             0             0             0             0
U23                0             0             0             0             0
U24                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22                0
U23                0             0
U24                0             0             0
X                  0             0             0             0
W                  0             0             0             0             0

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0             0             0             0

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0             0             1
C2#1               2             0             0             3
X                  0             0             0             0
W                  0             0             0             0

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               4
C2#1               0             5
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)

TAU(U) FOR LATENT CLASS PATTERN 1 1
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0             0             0             0             0

TAU(U) FOR LATENT CLASS PATTERN 1 1
U22\$1         U23\$1         U24\$1
________      ________      ________
0             0             0

TAU(U) FOR LATENT CLASS PATTERN 1 2
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0             0             0             0             0

TAU(U) FOR LATENT CLASS PATTERN 1 2
U22\$1         U23\$1         U24\$1
________      ________      ________
0             0             0

TAU(U) FOR LATENT CLASS PATTERN 2 1
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0             0             0             0             0

TAU(U) FOR LATENT CLASS PATTERN 2 1
U22\$1         U23\$1         U24\$1
________      ________      ________
0             0             0

TAU(U) FOR LATENT CLASS PATTERN 2 2
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0             0             0             0             0

TAU(U) FOR LATENT CLASS PATTERN 2 2
U22\$1         U23\$1         U24\$1
________      ________      ________
0             0             0

PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)

TAU(U) FOR LATENT CLASS PATTERN 1 1
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
6             7             8             9             6

TAU(U) FOR LATENT CLASS PATTERN 1 1
U22\$1         U23\$1         U24\$1
________      ________      ________
7             8             9

TAU(U) FOR LATENT CLASS PATTERN 1 2
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
6             7             8             9            10

TAU(U) FOR LATENT CLASS PATTERN 1 2
U22\$1         U23\$1         U24\$1
________      ________      ________
11            12            13

TAU(U) FOR LATENT CLASS PATTERN 2 1
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
10            11            12            13             6

TAU(U) FOR LATENT CLASS PATTERN 2 1
U22\$1         U23\$1         U24\$1
________      ________      ________
7             8             9

TAU(U) FOR LATENT CLASS PATTERN 2 2
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
10            11            12            13            10

TAU(U) FOR LATENT CLASS PATTERN 2 2
U22\$1         U23\$1         U24\$1
________      ________      ________
11            12            13

PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART

ALPHA(C)
C1#1          C1#2          C2#1          C2#2
________      ________      ________      ________
14             0            15             0

GAMMA(C)
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1               0             0            16             0
C1#2               0             0             0             0
C2#1               0             0            17             0
C2#2               0             0             0             0

BETA(C)
C1#1          C1#2
________      ________
C2#1              18             0
C2#2               0             0

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11            0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11            1.000
U12            0.000         1.000
U13            0.000         0.000         1.000
U14            0.000         0.000         0.000         1.000
U21            0.000         0.000         0.000         0.000         1.000
U22            0.000         0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22            1.000
U23            0.000         1.000
U24            0.000         0.000         1.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000
C2#1           0.000         0.000
X              0.000         0.000         0.511
W              0.000         0.000         0.000         0.000

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11            0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11            1.000
U12            0.000         1.000
U13            0.000         0.000         1.000
U14            0.000         0.000         0.000         1.000
U21            0.000         0.000         0.000         0.000         1.000
U22            0.000         0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22            1.000
U23            0.000         1.000
U24            0.000         0.000         1.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000
C2#1           0.000         0.000
X              0.000         0.000         0.511
W              0.000         0.000         0.000         0.000

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11            0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11            1.000
U12            0.000         1.000
U13            0.000         0.000         1.000
U14            0.000         0.000         0.000         1.000
U21            0.000         0.000         0.000         0.000         1.000
U22            0.000         0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22            1.000
U23            0.000         1.000
U24            0.000         0.000         1.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000
C2#1           0.000         0.000
X              0.000         0.000         0.511
W              0.000         0.000         0.000         0.000

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11            0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11            1.000
U12            0.000         1.000
U13            0.000         0.000         1.000
U14            0.000         0.000         0.000         1.000
U21            0.000         0.000         0.000         0.000         1.000
U22            0.000         0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22            1.000
U23            0.000         1.000
U24            0.000         0.000         1.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000
C2#1           0.000         0.000
X              0.000         0.000         0.511
W              0.000         0.000         0.000         0.000

STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11            0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11            0.000
U12            0.000         0.000
U13            0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22            0.000
U23            0.000         0.000
U24            0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.050
C2#1           0.000         0.050
X              0.000         0.000         0.000
W              0.000         0.000         0.000         0.438

STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11            0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11            0.000
U12            0.000         0.000
U13            0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22            0.000
U23            0.000         0.000
U24            0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.050
C2#1           0.000         0.050
X              0.000         0.000         0.000
W              0.000         0.000         0.000         0.438

STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11            0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11            0.000
U12            0.000         0.000
U13            0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22            0.000
U23            0.000         0.000
U24            0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.050
C2#1           0.000         0.050
X              0.000         0.000         0.000
W              0.000         0.000         0.000         0.438

STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2

NU
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
U22           U23           U24           X             W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

LAMBDA
C1#1          C2#1          X             W
________      ________      ________      ________
U11            0.000         0.000         0.000         0.000
U12            0.000         0.000         0.000         0.000
U13            0.000         0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
U11           U12           U13           U14           U21
________      ________      ________      ________      ________
U11            0.000
U12            0.000         0.000
U13            0.000         0.000         0.000
U14            0.000         0.000         0.000         0.000
U21            0.000         0.000         0.000         0.000         0.000
U22            0.000         0.000         0.000         0.000         0.000
U23            0.000         0.000         0.000         0.000         0.000
U24            0.000         0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
U22           U23           U24           X             W
________      ________      ________      ________      ________
U22            0.000
U23            0.000         0.000
U24            0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

ALPHA
C1#1          C2#1          X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
X              0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

PSI
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.050
C2#1           0.000         0.050
X              0.000         0.000         0.000
W              0.000         0.000         0.000         0.438

STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)

TAU(U) FOR LATENT CLASS PATTERN 1 1
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

TAU(U) FOR LATENT CLASS PATTERN 1 1
U22\$1         U23\$1         U24\$1
________      ________      ________
0.000         0.000         0.000

TAU(U) FOR LATENT CLASS PATTERN 1 2
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

TAU(U) FOR LATENT CLASS PATTERN 1 2
U22\$1         U23\$1         U24\$1
________      ________      ________
0.000         0.000         0.000

TAU(U) FOR LATENT CLASS PATTERN 2 1
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

TAU(U) FOR LATENT CLASS PATTERN 2 1
U22\$1         U23\$1         U24\$1
________      ________      ________
0.000         0.000         0.000

TAU(U) FOR LATENT CLASS PATTERN 2 2
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

TAU(U) FOR LATENT CLASS PATTERN 2 2
U22\$1         U23\$1         U24\$1
________      ________      ________
0.000         0.000         0.000

STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)

TAU(U) FOR LATENT CLASS PATTERN 1 1
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
-0.557        -0.547        -0.546        -0.561        -0.557

TAU(U) FOR LATENT CLASS PATTERN 1 1
U22\$1         U23\$1         U24\$1
________      ________      ________
-0.547        -0.546        -0.561

TAU(U) FOR LATENT CLASS PATTERN 1 2
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
-0.557        -0.547        -0.546        -0.561         0.443

TAU(U) FOR LATENT CLASS PATTERN 1 2
U22\$1         U23\$1         U24\$1
________      ________      ________
0.453         0.454         0.439

TAU(U) FOR LATENT CLASS PATTERN 2 1
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0.443         0.453         0.454         0.439        -0.557

TAU(U) FOR LATENT CLASS PATTERN 2 1
U22\$1         U23\$1         U24\$1
________      ________      ________
-0.547        -0.546        -0.561

TAU(U) FOR LATENT CLASS PATTERN 2 2
U11\$1         U12\$1         U13\$1         U14\$1         U21\$1
________      ________      ________      ________      ________
0.443         0.453         0.454         0.439         0.443

TAU(U) FOR LATENT CLASS PATTERN 2 2
U22\$1         U23\$1         U24\$1
________      ________      ________
0.453         0.454         0.439

STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART

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

GAMMA(C)
C1#1          C2#1          X             W
________      ________      ________      ________
C1#1           0.000         0.000         0.000         0.000
C1#2           0.000         0.000         0.000         0.000
C2#1           0.000         0.000         0.000         0.000
C2#2           0.000         0.000         0.000         0.000

BETA(C)
C1#1          C1#2
________      ________
C2#1           0.000         0.000
C2#2           0.000         0.000

TECHNICAL 8 OUTPUT

INITIAL STAGE ITERATIONS

TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.10825648D+05    0.0000000    0.0000000  EM
2 -0.10758177D+05   67.4710659    0.0062325  FS
3 -0.10572876D+05  185.3012175    0.0172242  FS
4 -0.10544399D+05   28.4767531    0.0026934  EM
5 -0.10500213D+05   44.1864536    0.0041905  EM
6 -0.10506086D+05   -5.8727466   -0.0005593  EM
7 -0.10471966D+05   34.1199047    0.0032476  EM
8 -0.10458819D+05   13.1469984    0.0012554  EM
9 -0.10437683D+05   21.1360382    0.0020209  EM
10 -0.10416468D+05   21.2148583    0.0020325  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.12283155D+05    0.0000000    0.0000000  EM
2 -0.12170502D+05  112.6526865    0.0091713  FS
3 -0.12054546D+05  115.9564074    0.0095277  FS
4 -0.11916547D+05  137.9981053    0.0114478  FS
5 -0.11802691D+05  113.8560484    0.0095544  FS
6 -0.11691233D+05  111.4585111    0.0094435  FS
7 -0.11615215D+05   76.0181726    0.0065022  FS
8 -0.11434961D+05  180.2538785    0.0155188  FS
9 -0.10741261D+05  693.7001747    0.0606648  EM
10 -0.10649999D+05   91.2615871    0.0084964  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.15784029D+05    0.0000000    0.0000000  EM
2 -0.15663683D+05  120.3462009    0.0076246  FS
3 -0.15571473D+05   92.2098856    0.0058869  FS
4 -0.15477954D+05   93.5187853    0.0060058  FS
5 -0.15385557D+05   92.3965320    0.0059696  FS
6 -0.15293886D+05   91.6714638    0.0059583  FS
7 -0.15202911D+05   90.9747163    0.0059484  FS
8 -0.15112639D+05   90.2720830    0.0059378  FS
9 -0.15023026D+05   89.6135061    0.0059297  FS
10 -0.14933844D+05   89.1813457    0.0059363  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.12751024D+05    0.0000000    0.0000000  EM
2 -0.12652565D+05   98.4586902    0.0077216  FS
3 -0.12551805D+05  100.7604364    0.0079636  FS
4 -0.12453292D+05   98.5121938    0.0078484  FS
5 -0.12345950D+05  107.3421389    0.0086196  FS
6 -0.12250123D+05   95.8273192    0.0077618  FS
7 -0.12154661D+05   95.4622198    0.0077928  FS
8 -0.12059456D+05   95.2042301    0.0078327  FS
9 -0.11963899D+05   95.5578330    0.0079239  FS
10 -0.11864140D+05   99.7584895    0.0083383  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.12954779D+05    0.0000000    0.0000000  EM
2 -0.12856788D+05   97.9909369    0.0075641  FS
3 -0.12759195D+05   97.5928399    0.0075908  FS
4 -0.12661531D+05   97.6638518    0.0076544  FS
5 -0.12562958D+05   98.5728530    0.0077852  FS
6 -0.12433095D+05  129.8627188    0.0103370  FS
7 -0.12337173D+05   95.9226824    0.0077151  FS
8 -0.12241602D+05   95.5705247    0.0077465  FS
9 -0.12146414D+05   95.1887016    0.0077758  FS
10 -0.12051691D+05   94.7221236    0.0077984  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.18202621D+05    0.0000000    0.0000000  EM
2 -0.18093928D+05  108.6928406    0.0059713  FS
3 -0.17999347D+05   94.5807032    0.0052272  FS
4 -0.17915443D+05   83.9036797    0.0046615  FS
5 -0.17814693D+05  100.7501986    0.0056237  FS
6 -0.17712064D+05  102.6291675    0.0057609  FS
7 -0.17609423D+05  102.6413466    0.0057950  FS
8 -0.17507836D+05  101.5868529    0.0057689  FS
9 -0.17408163D+05   99.6728510    0.0056930  FS
10 -0.17309968D+05   98.1953663    0.0056408  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.17418246D+05    0.0000000    0.0000000  EM
2 -0.17310408D+05  107.8384517    0.0061911  FS
3 -0.17196485D+05  113.9230074    0.0065812  FS
4 -0.17105085D+05   91.4000527    0.0053150  FS
5 -0.17014057D+05   91.0280137    0.0053217  FS
6 -0.16926785D+05   87.2716339    0.0051294  FS
7 -0.16847607D+05   79.1782300    0.0046777  FS
8 -0.16756474D+05   91.1324403    0.0054092  FS
9 -0.16662452D+05   94.0219371    0.0056111  FS
10 -0.16568302D+05   94.1506995    0.0056505  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.16285494D+05    0.0000000    0.0000000  EM
2 -0.16143021D+05  142.4727528    0.0087484  FS
3 -0.16039619D+05  103.4022329    0.0064054  FS
4 -0.15939315D+05  100.3045473    0.0062535  FS
5 -0.15840315D+05   98.9992553    0.0062110  FS
6 -0.15741618D+05   98.6973835    0.0062308  FS
7 -0.15643059D+05   98.5591430    0.0062611  FS
8 -0.15544591D+05   98.4681493    0.0062947  FS
9 -0.15446195D+05   98.3954104    0.0063299  FS
10 -0.15347865D+05   98.3306140    0.0063660  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.16435402D+05    0.0000000    0.0000000  EM
2 -0.16336097D+05   99.3055088    0.0060422  FS
3 -0.16239467D+05   96.6296222    0.0059151  FS
4 -0.16144328D+05   95.1394093    0.0058585  FS
5 -0.16048821D+05   95.5061423    0.0059158  FS
6 -0.15951635D+05   97.1868584    0.0060557  FS
7 -0.15853082D+05   98.5529728    0.0061782  FS
8 -0.15753991D+05   99.0905467    0.0062506  FS
9 -0.15654732D+05   99.2589707    0.0063006  FS
10 -0.15555354D+05   99.3785225    0.0063481  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.16781586D+05    0.0000000    0.0000000  EM
2 -0.16682643D+05   98.9423070    0.0058959  FS
3 -0.16583293D+05   99.3507478    0.0059553  FS
4 -0.16484045D+05   99.2477556    0.0059848  FS
5 -0.16384874D+05   99.1704878    0.0060162  FS
6 -0.16285776D+05   99.0980264    0.0060481  FS
7 -0.16186749D+05   99.0276977    0.0060806  FS
8 -0.16087791D+05   98.9576492    0.0061135  FS
9 -0.15988904D+05   98.8869030    0.0061467  FS
10 -0.15890089D+05   98.8148566    0.0061802  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.16193228D+05    0.0000000    0.0000000  EM
2 -0.16094735D+05   98.4935490    0.0060824  FS
3 -0.15996430D+05   98.3048556    0.0061079  FS
4 -0.15898218D+05   98.2113625    0.0061396  FS
5 -0.15800085D+05   98.1329670    0.0061726  FS
6 -0.15702024D+05   98.0613778    0.0062064  FS
7 -0.15604032D+05   97.9917437    0.0062407  FS
8 -0.15506110D+05   97.9221241    0.0062754  FS
9 -0.15408258D+05   97.8521994    0.0063106  FS
10 -0.15310476D+05   97.7821293    0.0063461  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.12490494D+05    0.0000000    0.0000000  EM
2 -0.12395266D+05   95.2280201    0.0076240  FS
3 -0.12301171D+05   94.0945189    0.0075912  FS
4 -0.12209788D+05   91.3833443    0.0074288  FS
5 -0.12120658D+05   89.1293649    0.0072998  FS
6 -0.12033998D+05   86.6602073    0.0071498  FS
7 -0.11951214D+05   82.7842017    0.0068792  FS
8 -0.11877015D+05   74.1992458    0.0062085  FS
9 -0.11804178D+05   72.8366297    0.0061326  FS
10 -0.11642455D+05  161.7229834    0.0137005  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.11808784D+05    0.0000000    0.0000000  EM
2 -0.11732039D+05   76.7445769    0.0064989  FS
3 -0.11641081D+05   90.9583995    0.0077530  FS
4 -0.11549230D+05   91.8506796    0.0078902  FS
5 -0.11457098D+05   92.1318343    0.0079773  FS
6 -0.11364759D+05   92.3397508    0.0080596  FS
7 -0.11272078D+05   92.6807225    0.0081551  FS
8 -0.11178396D+05   93.6821010    0.0083110  FS
9 -0.11076872D+05  101.5234295    0.0090821  FS
10 -0.10979181D+05   97.6912304    0.0088194  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.16505898D+05    0.0000000    0.0000000  EM
2 -0.16403707D+05  102.1915892    0.0061912  FS
3 -0.16301622D+05  102.0844088    0.0062233  FS
4 -0.16200592D+05  101.0301851    0.0061976  FS
5 -0.16100314D+05  100.2782516    0.0061898  FS
6 -0.16000520D+05   99.7938246    0.0061983  FS
7 -0.15901032D+05   99.4877354    0.0062178  FS
8 -0.15801740D+05   99.2922325    0.0062444  FS
9 -0.15702574D+05   99.1662362    0.0062757  FS
10 -0.15603485D+05   99.0889161    0.0063104  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.20871092D+05    0.0000000    0.0000000  EM
2 -0.20652912D+05  218.1799921    0.0104537  FS
3 -0.20553405D+05   99.5072120    0.0048181  FS
4 -0.20454090D+05   99.3148730    0.0048320  FS
5 -0.20354761D+05   99.3293395    0.0048562  FS
6 -0.20255357D+05   99.4031689    0.0048835  FS
7 -0.20155788D+05   99.5698353    0.0049157  FS
8 -0.20055646D+05  100.1419195    0.0049684  FS
9 -0.19936163D+05  119.4824942    0.0059575  FS
10 -0.19836985D+05   99.1783552    0.0049748  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.13492459D+05    0.0000000    0.0000000  EM
2 -0.13396669D+05   95.7900743    0.0070995  FS
3 -0.13301336D+05   95.3325404    0.0071161  FS
4 -0.13207226D+05   94.1105057    0.0070753  FS
5 -0.13113499D+05   93.7264037    0.0070966  FS
6 -0.13020037D+05   93.4619215    0.0071272  FS
7 -0.12926808D+05   93.2292472    0.0071604  FS
8 -0.12833807D+05   93.0014518    0.0071945  FS
9 -0.12741042D+05   92.7647977    0.0072282  FS
10 -0.12648531D+05   92.5107580    0.0072608  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.12903974D+05    0.0000000    0.0000000  EM
2 -0.12804386D+05   99.5874830    0.0077176  FS
3 -0.12712940D+05   91.4458486    0.0071418  FS
4 -0.12622438D+05   90.5023111    0.0071189  FS
5 -0.12534601D+05   87.8372752    0.0069588  FS
6 -0.12450363D+05   84.2379822    0.0067204  FS
7 -0.12370885D+05   79.4774789    0.0063835  FS
8 -0.12294862D+05   76.0235358    0.0061454  FS
9 -0.12218954D+05   75.9073822    0.0061739  FS
10 -0.12143374D+05   75.5800913    0.0061855  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.18290090D+05    0.0000000    0.0000000  EM
2 -0.18199527D+05   90.5623185    0.0049514  FS
3 -0.18108775D+05   90.7520699    0.0049865  FS
4 -0.18011831D+05   96.9443304    0.0053534  FS
5 -0.17914875D+05   96.9553368    0.0053829  FS
6 -0.17817938D+05   96.9378332    0.0054110  FS
7 -0.17721061D+05   96.8763253    0.0054370  FS
8 -0.17624295D+05   96.7662998    0.0054605  FS
9 -0.17527701D+05   96.5942319    0.0054807  FS
10 -0.17431358D+05   96.3423573    0.0054966  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.14977215D+05    0.0000000    0.0000000  EM
2 -0.14878701D+05   98.5137218    0.0065776  FS
3 -0.14778107D+05  100.5945402    0.0067610  FS
4 -0.14679936D+05   98.1707114    0.0066430  FS
5 -0.14581730D+05   98.2063141    0.0066898  FS
6 -0.14482416D+05   99.3142974    0.0068109  FS
7 -0.14384357D+05   98.0581281    0.0067708  FS
8 -0.14284058D+05  100.2994905    0.0069728  FS
9 -0.14186355D+05   97.7031503    0.0068400  FS
10 -0.14088551D+05   97.8041859    0.0068942  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.20909187D+05    0.0000000    0.0000000  EM
2 -0.20808265D+05  100.9223863    0.0048267  FS
3 -0.20711802D+05   96.4627805    0.0046358  FS
4 -0.20610476D+05  101.3256786    0.0048922  FS
5 -0.20511999D+05   98.4771269    0.0047780  FS
6 -0.20413439D+05   98.5602440    0.0048050  FS
7 -0.20314869D+05   98.5700202    0.0048287  FS
8 -0.20216296D+05   98.5724375    0.0048522  FS
9 -0.20117721D+05   98.5752599    0.0048760  FS
10 -0.20019142D+05   98.5791276    0.0049001  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.15300617D+05    0.0000000    0.0000000  EM
2 -0.15196314D+05  104.3026180    0.0068169  FS
3 -0.15092794D+05  103.5201074    0.0068122  FS
4 -0.14991482D+05  101.3127110    0.0067127  FS
5 -0.14891311D+05  100.1709862    0.0066819  FS
6 -0.14789753D+05  101.5572727    0.0068199  FS
7 -0.14681168D+05  108.5856931    0.0073420  FS
8 -0.14581505D+05   99.6629089    0.0067885  FS
9 -0.14483487D+05   98.0180583    0.0067221  FS
10 -0.14384513D+05   98.9736939    0.0068336  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.13040520D+05    0.0000000    0.0000000  EM
2 -0.12882882D+05  157.6386370    0.0120884  FS
3 -0.12778526D+05  104.3553474    0.0081003  FS
4 -0.12680602D+05   97.9240321    0.0076632  FS
5 -0.12583748D+05   96.8545168    0.0076380  FS
6 -0.12486214D+05   97.5342033    0.0077508  FS
7 -0.12380973D+05  105.2409295    0.0084286  FS
8 -0.12278672D+05  102.3012326    0.0082628  FS
9 -0.12173368D+05  105.3036177    0.0085761  FS
10 -0.12077884D+05   95.4836289    0.0078436  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.11364569D+05    0.0000000    0.0000000  EM
2 -0.11271459D+05   93.1103086    0.0081930  FS
3 -0.11180871D+05   90.5879918    0.0080369  FS
4 -0.11090282D+05   90.5887825    0.0081021  FS
5 -0.11003640D+05   86.6426526    0.0078125  FS
6 -0.10919081D+05   84.5587376    0.0076846  FS
7 -0.10835812D+05   83.2686667    0.0076260  FS
8 -0.10750075D+05   85.7372212    0.0079124  FS
9 -0.10664534D+05   85.5406756    0.0079572  FS
10 -0.10560591D+05  103.9430934    0.0097466  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.12477458D+05    0.0000000    0.0000000  EM
2 -0.12371292D+05  106.1656205    0.0085086  FS
3 -0.12265624D+05  105.6683327    0.0085414  FS
4 -0.12160715D+05  104.9080783    0.0085530  FS
5 -0.12054480D+05  106.2355963    0.0087360  FS
6 -0.11918650D+05  135.8298641    0.0112680  FS
7 -0.11826438D+05   92.2119840    0.0077368  FS
8 -0.11771935D+05   54.5029362    0.0046086  FS
9 -0.11675147D+05   96.7884890    0.0082220  FS
10 -0.11579122D+05   96.0244339    0.0082247  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.17856250D+05    0.0000000    0.0000000  EM
2 -0.17745656D+05  110.5945796    0.0061936  FS
3 -0.17646272D+05   99.3833501    0.0056004  FS
4 -0.17547189D+05   99.0834371    0.0056150  FS
5 -0.17448097D+05   99.0916037    0.0056471  FS
6 -0.17349064D+05   99.0337218    0.0056759  FS
7 -0.17250103D+05   98.9609821    0.0057041  FS
8 -0.17151199D+05   98.9040760    0.0057335  FS
9 -0.17052338D+05   98.8603444    0.0057640  FS
10 -0.16953513D+05   98.8251754    0.0057954  FS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.12577557D+05    0.0000000    0.0000000  EM
2 -0.12540998D+05   36.5588847    0.0029067  FS
3 -0.12321720D+05  219.2779867    0.0174849  FS
4 -0.12227265D+05   94.4553900    0.0076658  FS
5 -0.12133758D+05   93.5070918    0.0076474  FS
6 -0.12041551D+05   92.2070162    0.0075992  FS
7 -0.11951429D+05   90.1215394    0.0074842  FS
8 -0.11863715D+05   87.7140060    0.0073392  FS
9 -0.11687825D+05  175.8902824    0.0148259  FS
10 -0.11434329D+05  253.4965363    0.0216889  FS

FINAL STAGE ITERATIONS

TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.10825648D+05    0.0000000    0.0000000  EM
2 -0.10758177D+05   67.4710659    0.0062325  FS
3 -0.10572876D+05  185.3012175    0.0172242  FS
4 -0.10544399D+05   28.4767531    0.0026934  EM
5 -0.10500213D+05   44.1864536    0.0041905  EM
6 -0.10506086D+05   -5.8727466   -0.0005593  EM
7 -0.10471966D+05   34.1199047    0.0032476  EM
8 -0.10458819D+05   13.1469984    0.0012554  EM
9 -0.10437683D+05   21.1360382    0.0020209  EM
10 -0.10416468D+05   21.2148583    0.0020325  EM
11 -0.10395077D+05   21.3909000    0.0020536  EM
12 -0.10379956D+05   15.1213599    0.0014547  EM
13 -0.10362460D+05   17.4960422    0.0016856  EM
14 -0.10342818D+05   19.6414850    0.0018954  EM
15 -0.10324654D+05   18.1646246    0.0017563  EM
16 -0.10307779D+05   16.8742831    0.0016344  EM
17 -0.10293066D+05   14.7132553    0.0014274  EM
18 -0.10282058D+05   11.0075540    0.0010694  EM
19 -0.10274489D+05    7.5691044    0.0007361  EM
20 -0.10269314D+05    5.1751422    0.0005037  EM
21 -0.10265583D+05    3.7310353    0.0003633  EM
22 -0.10262738D+05    2.8450905    0.0002771  EM
23 -0.10260490D+05    2.2478051    0.0002190  EM
24 -0.10258683D+05    1.8068146    0.0001761  EM
25 -0.10257221D+05    1.4627690    0.0001426  EM
26 -0.10256033D+05    1.1873033    0.0001158  EM
27 -0.10255069D+05    0.9644787    0.0000940  EM
28 -0.10254285D+05    0.7836560    0.0000764  EM
29 -0.10253648D+05    0.6368544    0.0000621  EM
30 -0.10253131D+05    0.5177303    0.0000505  EM
31 -0.10252710D+05    0.4211247    0.0000411  EM
32 -0.10252367D+05    0.3428461    0.0000334  EM
33 -0.10252087D+05    0.2793719    0.0000272  EM
34 -0.10251859D+05    0.2279117    0.0000222  EM
35 -0.10251673D+05    0.1861854    0.0000182  EM
36 -0.10251521D+05    0.1523269    0.0000149  EM
37 -0.10251396D+05    0.1248267    0.0000122  EM
38 -0.10251294D+05    0.1024648    0.0000100  EM
39 -0.10251209D+05    0.0842567    0.0000082  EM
40 -0.10251140D+05    0.0694087    0.0000068  EM
41 -0.10251083D+05    0.0572813    0.0000056  EM
42 -0.10251035D+05    0.0473593    0.0000046  EM
43 -0.10250996D+05    0.0392274    0.0000038  EM
44 -0.10250964D+05    0.0325510    0.0000032  EM
45 -0.10250936D+05    0.0270601    0.0000026  EM
46 -0.10250914D+05    0.0225363    0.0000022  EM
47 -0.10250895D+05    0.0188034    0.0000018  EM
48 -0.10250879D+05    0.0157183    0.0000015  EM
49 -0.10250866D+05    0.0131648    0.0000013  EM
50 -0.10250855D+05    0.0110501    0.0000011  EM
51 -0.10250846D+05    0.0092946    0.0000009  EM
52 -0.10250838D+05    0.0078371    0.0000008  EM
53 -0.10250831D+05    0.0066261    0.0000006  EM
54 -0.10250826D+05    0.0056195    0.0000005  EM
55 -0.10250821D+05    0.0047827    0.0000005  EM
56 -0.10250817D+05    0.0040872    0.0000004  EM
57 -0.10250813D+05    0.0035093    0.0000003  EM
58 -0.10250810D+05    0.0030298    0.0000003  EM
59 -0.10250808D+05    0.0026324    0.0000003  EM
60 -0.10250805D+05    0.0023039    0.0000002  EM
61 -0.10250803D+05    0.0020331    0.0000002  EM
62 -0.10250802D+05    0.0018108    0.0000002  EM
63 -0.10250800D+05    0.0016293    0.0000002  EM
64 -0.10250798D+05    0.0014823    0.0000001  EM
65 -0.10250607D+05    0.1911793    0.0000187  QN
66 -0.10250577D+05    0.0305730    0.0000030  EM
67 -0.10250562D+05    0.0142952    0.0000014  EM
68 -0.10250553D+05    0.0098215    0.0000010  EM
69 -0.10250545D+05    0.0078895    0.0000008  EM
70 -0.10250538D+05    0.0067174    0.0000007  EM
71 -0.10250532D+05    0.0058679    0.0000006  EM
72 -0.10250527D+05    0.0052023    0.0000005  EM
73 -0.10250522D+05    0.0046619    0.0000005  EM
74 -0.10250518D+05    0.0042145    0.0000004  EM
75 -0.10250514D+05    0.0038390    0.0000004  EM
76 -0.10250511D+05    0.0035204    0.0000003  EM
77 -0.10250507D+05    0.0032473    0.0000003  EM
78 -0.10250504D+05    0.0030111    0.0000003  EM
79 -0.10250454D+05    0.0505672    0.0000049  QN
80 -0.10250454D+05    0.0001098    0.0000000  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.11364569D+05    0.0000000    0.0000000  EM
2 -0.11271459D+05   93.1103086    0.0081930  FS
3 -0.11180871D+05   90.5879918    0.0080369  FS
4 -0.11090282D+05   90.5887825    0.0081021  FS
5 -0.11003640D+05   86.6426526    0.0078125  FS
6 -0.10919081D+05   84.5587376    0.0076846  FS
7 -0.10835812D+05   83.2686667    0.0076260  FS
8 -0.10750075D+05   85.7372212    0.0079124  FS
9 -0.10664534D+05   85.5406756    0.0079572  FS
10 -0.10560591D+05  103.9430934    0.0097466  FS
11 -0.10448314D+05  112.2767117    0.0106317  EM
12 -0.10422530D+05   25.7839841    0.0024678  EM
13 -0.10412453D+05   10.0775454    0.0009669  EM
14 -0.10406977D+05    5.4755057    0.0005259  EM
15 -0.10403095D+05    3.8821376    0.0003730  EM
16 -0.10399881D+05    3.2147851    0.0003090  EM
17 -0.10396978D+05    2.9022220    0.0002791  EM
18 -0.10394224D+05    2.7543795    0.0002649  EM
19 -0.10391530D+05    2.6938706    0.0002592  EM
20 -0.10388846D+05    2.6840094    0.0002583  EM
21 -0.10386140D+05    2.7057046    0.0002604  EM
22 -0.10383392D+05    2.7484916    0.0002646  EM
23 -0.10380585D+05    2.8064489    0.0002703  EM
24 -0.10377709D+05    2.8761279    0.0002771  EM
25 -0.10374754D+05    2.9554362    0.0002848  EM
26 -0.10371711D+05    3.0430116    0.0002933  EM
27 -0.10368573D+05    3.1378572    0.0003025  EM
28 -0.10365334D+05    3.2391184    0.0003124  EM
29 -0.10361988D+05    3.3459393    0.0003228  EM
30 -0.10358531D+05    3.4573415    0.0003337  EM
31 -0.10354958D+05    3.5722484    0.0003449  EM
32 -0.10351269D+05    3.6892225    0.0003563  EM
33 -0.10347462D+05    3.8066056    0.0003677  EM
34 -0.10343540D+05    3.9223905    0.0003791  EM
35 -0.10339506D+05    4.0342026    0.0003900  EM
36 -0.10335367D+05    4.1392927    0.0004003  EM
37 -0.10331132D+05    4.2345548    0.0004097  EM
38 -0.10326815D+05    4.3165784    0.0004178  EM
39 -0.10322434D+05    4.3817443    0.0004243  EM
40 -0.10318007D+05    4.4263681    0.0004288  EM
41 -0.10313560D+05    4.4468872    0.0004310  EM
42 -0.10309120D+05    4.4400952    0.0004305  EM
43 -0.10304717D+05    4.4033904    0.0004271  EM
44 -0.10300382D+05    4.3350275    0.0004207  EM
45 -0.10296148D+05    4.2343348    0.0004111  EM
46 -0.10292046D+05    4.1018653    0.0003984  EM
47 -0.10288106D+05    3.9394559    0.0003828  EM
48 -0.10284356D+05    3.7501755    0.0003645  EM
49 -0.10280818D+05    3.5381640    0.0003440  EM
50 -0.10277510D+05    3.3083758    0.0003218  EM
51 -0.10274443D+05    3.0662599    0.0002983  EM
52 -0.10271626D+05    2.8174149    0.0002742  EM
53 -0.10269059D+05    2.5672577    0.0002499  EM
54 -0.10266738D+05    2.3207605    0.0002260  EM
55 -0.10264656D+05    2.0821367    0.0002028  EM
56 -0.10262801D+05    1.8549444    0.0001807  EM
57 -0.10261159D+05    1.6417322    0.0001600  EM
58 -0.10259715D+05    1.4442967    0.0001408  EM
59 -0.10258451D+05    1.2636427    0.0001232  EM
60 -0.10257351D+05    1.1001090    0.0001072  EM
61 -0.10256398D+05    0.9534892    0.0000930  EM
62 -0.10255574D+05    0.8231566    0.0000803  EM
63 -0.10254866D+05    0.7081811    0.0000691  EM
64 -0.10254259D+05    0.6074343    0.0000592  EM
65 -0.10253962D+05    0.2971807    0.0000290  QN
66 -0.10253398D+05    0.5635110    0.0000550  EM
67 -0.10252945D+05    0.4526774    0.0000441  EM
68 -0.10252567D+05    0.3780511    0.0000369  EM
69 -0.10252250D+05    0.3172690    0.0000309  EM
70 -0.10251984D+05    0.2662626    0.0000260  EM
71 -0.10251760D+05    0.2233245    0.0000218  EM
72 -0.10251573D+05    0.1872196    0.0000183  EM
73 -0.10251416D+05    0.1569130    0.0000153  EM
74 -0.10251285D+05    0.1315177    0.0000128  EM
75 -0.10251175D+05    0.1102699    0.0000108  EM
76 -0.10251082D+05    0.0925152    0.0000090  EM
77 -0.10251004D+05    0.0776949    0.0000076  EM
78 -0.10250939D+05    0.0653346    0.0000064  EM
79 -0.10250884D+05    0.0550332    0.0000054  EM
80 -0.10250838D+05    0.0464525    0.0000045  EM
81 -0.10250798D+05    0.0393083    0.0000038  EM
82 -0.10250765D+05    0.0333620    0.0000033  EM
83 -0.10250736D+05    0.0284141    0.0000028  EM
84 -0.10250712D+05    0.0242976    0.0000024  EM
85 -0.10250691D+05    0.0208731    0.0000020  EM
86 -0.10250673D+05    0.0180240    0.0000018  EM
87 -0.10250658D+05    0.0156533    0.0000015  EM
88 -0.10250644D+05    0.0136799    0.0000013  EM
89 -0.10250632D+05    0.0120372    0.0000012  EM
90 -0.10250621D+05    0.0106664    0.0000010  EM
91 -0.10250612D+05    0.0095223    0.0000009  EM
92 -0.10250603D+05    0.0085655    0.0000008  EM
93 -0.10250595D+05    0.0077636    0.0000008  EM
94 -0.10250588D+05    0.0070894    0.0000007  EM
95 -0.10250582D+05    0.0065205    0.0000006  EM
96 -0.10250576D+05    0.0060381    0.0000006  EM
97 -0.10250570D+05    0.0056269    0.0000005  EM
98 -0.10250565D+05    0.0052738    0.0000005  EM
99 -0.10250560D+05    0.0049683    0.0000005  EM
100 -0.10250555D+05    0.0047018    0.0000005  EM
101 -0.10250551D+05    0.0044669    0.0000004  EM
102 -0.10250546D+05    0.0042578    0.0000004  EM
103 -0.10250542D+05    0.0040696    0.0000004  EM
104 -0.10250538D+05    0.0038984    0.0000004  EM
105 -0.10250535D+05    0.0037411    0.0000004  EM
106 -0.10250531D+05    0.0035949    0.0000004  EM
107 -0.10250456D+05    0.0748637    0.0000073  QN
108 -0.10250455D+05    0.0014829    0.0000001  EM
109 -0.10250454D+05    0.0004300    0.0000000  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.12283155D+05    0.0000000    0.0000000  EM
2 -0.12170502D+05  112.6526865    0.0091713  FS
3 -0.12054546D+05  115.9564074    0.0095277  FS
4 -0.11916547D+05  137.9981053    0.0114478  FS
5 -0.11802691D+05  113.8560484    0.0095544  FS
6 -0.11691233D+05  111.4585111    0.0094435  FS
7 -0.11615215D+05   76.0181726    0.0065022  FS
8 -0.11434961D+05  180.2538785    0.0155188  FS
9 -0.10741261D+05  693.7001747    0.0606648  EM
10 -0.10649999D+05   91.2615871    0.0084964  EM
11 -0.10604643D+05   45.3560044    0.0042588  EM
12 -0.10563896D+05   40.7466619    0.0038423  EM
13 -0.10518952D+05   44.9442015    0.0042545  EM
14 -0.10466085D+05   52.8667685    0.0050259  EM
15 -0.10408486D+05   57.5995500    0.0055034  EM
16 -0.10356740D+05   51.7460790    0.0049715  EM
17 -0.10319709D+05   37.0303712    0.0035755  EM
18 -0.10297141D+05   22.5685304    0.0021869  EM
19 -0.10283787D+05   13.3539656    0.0012969  EM
20 -0.10275267D+05    8.5204449    0.0008285  EM
21 -0.10269284D+05    5.9828479    0.0005823  EM
22 -0.10264807D+05    4.4764323    0.0004359  EM
23 -0.10261366D+05    3.4417308    0.0003353  EM
24 -0.10258713D+05    2.6529972    0.0002585  EM
25 -0.10256688D+05    2.0244935    0.0001973  EM
26 -0.10255162D+05    1.5258189    0.0001488  EM
27 -0.10254021D+05    1.1409064    0.0001113  EM
28 -0.10253169D+05    0.8520416    0.0000831  EM
29 -0.10252530D+05    0.6388484    0.0000623  EM
30 -0.10252048D+05    0.4820420    0.0000470  EM
31 -0.10251682D+05    0.3660883    0.0000357  EM
32 -0.10251403D+05    0.2795069    0.0000273  EM
33 -0.10251188D+05    0.2143134    0.0000209  EM
34 -0.10251024D+05    0.1648498    0.0000161  EM
35 -0.10250897D+05    0.1271128    0.0000124  EM
36 -0.10250798D+05    0.0982062    0.0000096  EM
37 -0.10250722D+05    0.0759989    0.0000074  EM
38 -0.10250663D+05    0.0589004    0.0000057  EM
39 -0.10250618D+05    0.0457117    0.0000045  EM
40 -0.10250582D+05    0.0355230    0.0000035  EM
41 -0.10250555D+05    0.0276408    0.0000027  EM
42 -0.10250533D+05    0.0215350    0.0000021  EM
43 -0.10250516D+05    0.0167993    0.0000016  EM
44 -0.10250503D+05    0.0131220    0.0000013  EM
45 -0.10250493D+05    0.0102640    0.0000010  EM
46 -0.10250485D+05    0.0080385    0.0000008  EM
47 -0.10250478D+05    0.0063046    0.0000006  EM
48 -0.10250474D+05    0.0049523    0.0000005  EM
49 -0.10250470D+05    0.0038965    0.0000004  EM
50 -0.10250467D+05    0.0030713    0.0000003  EM
51 -0.10250464D+05    0.0024257    0.0000002  EM
52 -0.10250462D+05    0.0019201    0.0000002  EM
53 -0.10250456D+05    0.0064529    0.0000006  FS
54 -0.10250454D+05    0.0014068    0.0000001  EM
55 -0.10250454D+05    0.0002027    0.0000000  EM

Beginning Time:  22:48:59
Ending Time:  22:57:09
Elapsed Time:  00:08:10

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