```Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  10:46 PM

INPUT INSTRUCTIONS

TITLE:	this is an example of a two-level GMM (three-level analysis)
for a continuous outcome with a between-level
categorical latent variable
DATA:	FILE = ex10.10.dat;
VARIABLE:	NAMES ARE y1-y4 x w dummyb dummy clus;
USEVARIABLES = y1-w;
CLASSES = cb(2) c(2);
WITHIN = x;
BETWEEN = cb w;
CLUSTER = clus;
ANALYSIS:	TYPE = TWOLEVEL MIXTURE;
PROCESSORS = 2;
MODEL:
%WITHIN%
%OVERALL%
iw sw | y1@0 y2@1 y3@2 y4@3;
iw sw ON x;
c ON x;
%BETWEEN%
%OVERALL%
ib sb | y1@0 y2@1 y3@2 y4@3;
ib2 | y1-y4@1;
y1-y4@0;
ib sb ON w;
c#1 ON w;
sb@0; c#1;
ib2@0;
cb ON w;
MODEL c:
%BETWEEN%
%c#1%
[ib sb];
%c#2%
[ib sb];
MODEL cb:
%BETWEEN%
%cb#1%
[ib2@0];
%cb#2%
[ib2];
OUTPUT:	TECH1 TECH8;

*** WARNING in MODEL command
All continuous latent variable covariances involving SB on the between level
have been fixed to 0 because the variance of SB is fixed at 0.
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS

this is an example of a two-level GMM (three-level analysis)
for a continuous outcome with a between-level
categorical latent variable

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

Number of dependent variables                                    4
Number of independent variables                                  2
Number of continuous latent variables                            5
Number of categorical latent variables                           2

Observed dependent variables

Continuous
Y1          Y2          Y3          Y4

Observed independent variables
X           W

Continuous latent variables
IW          SW          IB          SB          IB2

Categorical latent variables
CB          C

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                         20
Number of final stage optimizations                            4
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                                                       OFF

Input data file(s)
ex10.10.dat
Input data format  FREE

SUMMARY OF DATA

Number of clusters                        100

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

Y1                    2.902      -0.149      -4.441    0.05%       1.076      2.459      2.997
2000.000       4.794      -0.123      10.427    0.05%       3.549      4.751
Y2                    3.659      -0.064      -5.011    0.05%       1.528      3.119      3.742
2000.000       6.405      -0.043      12.407    0.05%       4.316      5.758
Y3                    4.445      -0.083      -5.373    0.05%       1.736      3.721      4.579
2000.000       9.985      -0.073      15.090    0.05%       5.237      7.109
Y4                    5.273      -0.063      -7.860    0.05%       2.057      4.370      5.279
2000.000      15.194      -0.056      18.775    0.05%       6.202      8.574
X                    -0.018      -0.081      -3.329    0.05%      -0.875     -0.266     -0.006
2000.000       1.001      -0.169       3.587    0.05%       0.254      0.854
W                     0.004       0.167      -2.417    1.00%      -0.966     -0.322     -0.097
100.000       1.005      -0.256       2.631    1.00%       0.234      0.975

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:

-11854.500  851945           18
-11854.504  903420           5
-11862.261  195873           6
-11971.764  68985            17

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                       23

Loglikelihood

H0 Value                      -11854.500
H0 Scaling Correction Factor      0.9975
for MLR

Information Criteria

Akaike (AIC)                   23755.001
Bayesian (BIC)                 23883.821
(n* = (n + 2) / 24)

MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

CB  C

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

Latent Class
Pattern

1  1        514.25439          0.25713
1  2        414.51412          0.20726
2  1        328.37008          0.16419
2  2        742.86141          0.37143

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

Latent Class
Variable    Class

CB             1       928.76849          0.46438
2      1071.23145          0.53562
C              1       842.62445          0.42131
2      1157.37549          0.57869

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              523          0.26150
1  2              397          0.19850
2  1              322          0.16100
2  2              758          0.37900

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

Latent Class
Variable    Class

CB             1             920          0.46000
2            1080          0.54000
C              1             845          0.42250
2            1155          0.57750

CLASSIFICATION QUALITY

Entropy                         0.788

MODEL RESULTS

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

Within Level

Latent Class Pattern 1 1

IW       |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

SW       |
Y1                 0.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 2.000      0.000    999.000    999.000
Y4                 3.000      0.000    999.000    999.000

IW         ON
X                  1.013      0.033     30.703      0.000

SW         ON
X                  0.717      0.018     39.966      0.000

SW       WITH
IW                -0.036      0.023     -1.589      0.112

Residual Variances
Y1                 0.260      0.025     10.419      0.000
Y2                 0.262      0.012     21.023      0.000
Y3                 0.217      0.015     14.182      0.000
Y4                 0.306      0.034      9.067      0.000
IW                 1.083      0.055     19.604      0.000
SW                 0.386      0.014     27.065      0.000

Latent Class Pattern 1 2

IW       |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

SW       |
Y1                 0.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 2.000      0.000    999.000    999.000
Y4                 3.000      0.000    999.000    999.000

IW         ON
X                  1.013      0.033     30.703      0.000

SW         ON
X                  0.717      0.018     39.966      0.000

SW       WITH
IW                -0.036      0.023     -1.589      0.112

Residual Variances
Y1                 0.260      0.025     10.419      0.000
Y2                 0.262      0.012     21.023      0.000
Y3                 0.217      0.015     14.182      0.000
Y4                 0.306      0.034      9.067      0.000
IW                 1.083      0.055     19.604      0.000
SW                 0.386      0.014     27.065      0.000

Latent Class Pattern 2 1

IW       |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

SW       |
Y1                 0.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 2.000      0.000    999.000    999.000
Y4                 3.000      0.000    999.000    999.000

IW         ON
X                  1.013      0.033     30.703      0.000

SW         ON
X                  0.717      0.018     39.966      0.000

SW       WITH
IW                -0.036      0.023     -1.589      0.112

Residual Variances
Y1                 0.260      0.025     10.419      0.000
Y2                 0.262      0.012     21.023      0.000
Y3                 0.217      0.015     14.182      0.000
Y4                 0.306      0.034      9.067      0.000
IW                 1.083      0.055     19.604      0.000
SW                 0.386      0.014     27.065      0.000

Latent Class Pattern 2 2

IW       |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

SW       |
Y1                 0.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 2.000      0.000    999.000    999.000
Y4                 3.000      0.000    999.000    999.000

IW         ON
X                  1.013      0.033     30.703      0.000

SW         ON
X                  0.717      0.018     39.966      0.000

SW       WITH
IW                -0.036      0.023     -1.589      0.112

Residual Variances
Y1                 0.260      0.025     10.419      0.000
Y2                 0.262      0.012     21.023      0.000
Y3                 0.217      0.015     14.182      0.000
Y4                 0.306      0.034      9.067      0.000
IW                 1.083      0.055     19.604      0.000
SW                 0.386      0.014     27.065      0.000

Between Level

Latent Class Pattern 1 1

IB       |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

SB       |
Y1                 0.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 2.000      0.000    999.000    999.000
Y4                 3.000      0.000    999.000    999.000

IB2      |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

IB         ON
W                  0.619      0.108      5.718      0.000

SB         ON
W                  0.283      0.014     20.570      0.000

Means
IB2                0.000      0.000    999.000    999.000

Intercepts
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
IB                 0.039      0.180      0.215      0.830
SB                 0.553      0.026     21.365      0.000

Variances
IB2                0.000      0.000    999.000    999.000

Residual Variances
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
IB                 0.463      0.089      5.189      0.000
SB                 0.000      0.000    999.000    999.000

Latent Class Pattern 1 2

IB       |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

SB       |
Y1                 0.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 2.000      0.000    999.000    999.000
Y4                 3.000      0.000    999.000    999.000

IB2      |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

IB         ON
W                  0.619      0.108      5.718      0.000

SB         ON
W                  0.283      0.014     20.570      0.000

Means
IB2                0.000      0.000    999.000    999.000

Intercepts
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
IB                 3.062      0.164     18.615      0.000
SB                 0.979      0.024     41.079      0.000

Variances
IB2                0.000      0.000    999.000    999.000

Residual Variances
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
IB                 0.463      0.089      5.189      0.000
SB                 0.000      0.000    999.000    999.000

Latent Class Pattern 2 1

IB       |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

SB       |
Y1                 0.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 2.000      0.000    999.000    999.000
Y4                 3.000      0.000    999.000    999.000

IB2      |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

IB         ON
W                  0.619      0.108      5.718      0.000

SB         ON
W                  0.283      0.014     20.570      0.000

Means
IB2                2.068      0.239      8.665      0.000

Intercepts
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
IB                 0.039      0.180      0.215      0.830
SB                 0.553      0.026     21.365      0.000

Variances
IB2                0.000      0.000    999.000    999.000

Residual Variances
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
IB                 0.463      0.089      5.189      0.000
SB                 0.000      0.000    999.000    999.000

Latent Class Pattern 2 2

IB       |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

SB       |
Y1                 0.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 2.000      0.000    999.000    999.000
Y4                 3.000      0.000    999.000    999.000

IB2      |
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000

IB         ON
W                  0.619      0.108      5.718      0.000

SB         ON
W                  0.283      0.014     20.570      0.000

Means
IB2                2.068      0.239      8.665      0.000

Intercepts
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
IB                 3.062      0.164     18.615      0.000
SB                 0.979      0.024     41.079      0.000

Variances
IB2                0.000      0.000    999.000    999.000

Residual Variances
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
IB                 0.463      0.089      5.189      0.000
SB                 0.000      0.000    999.000    999.000

Categorical Latent Variables

Within Level

C#1        ON
X                  1.096      0.087     12.607      0.000

Intercepts
C#1               -0.478      0.117     -4.098      0.000

Between Level

C#1        ON
W                  1.155      0.128      8.989      0.000

CB#1       ON
W                  1.995      0.430      4.636      0.000

Intercepts
CB#1              -0.197      0.377     -0.524      0.600

Residual Variances
C#1                0.728      0.229      3.181      0.001

QUALITY OF NUMERICAL RESULTS

Condition Number for the Information Matrix              0.164E-03
(ratio of smallest to largest eigenvalue)

C-SPECIFIC CLASSIFICATION RESULTS

Classification Quality for CB

Entropy                         0.793

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

1        2

1   0.938    0.062
2   0.061    0.939

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

1        2

1   0.929    0.071
2   0.053    0.947

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

1        2

1      2.577    0.000
2     -2.882    0.000

Classification Quality for C

Entropy                         0.781

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

1        2

1   0.929    0.071
2   0.050    0.950

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

1        2

1   0.932    0.068
2   0.052    0.948

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

1        2

1      2.615    0.000
2     -2.909    0.000

LOGISTIC REGRESSION ODDS RATIO RESULTS

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

Categorical Latent Variables

Within Level

C#1      ON
X                  2.993      0.260      2.524      3.549

Between Level

TECHNICAL 1 OUTPUT

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0             0             0             0             0

NU
W
________
0

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1                 0             0             0             0
Y2                 0             0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1                 1
Y2                 0             2
Y3                 0             0             3
Y4                 0             0             0             4
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
W
________
W                  0

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0             0             0             0             0

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0             0             0             0

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0             0             0             0             0
SW                 0             0             0             0             0
CB#1               0             0             0             0             0
C#1                0             0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

BETA
SB            IB2           X             W
________      ________      ________      ________
IW                 0             0             5             0
SW                 0             0             6             0
CB#1               0             0             0             0
C#1                0             0             0             0
IB                 0             0             0             0
SB                 0             0             0             0
IB2                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 7
SW                 8             9
CB#1               0             0             0
C#1                0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

PSI
SB            IB2           X             W
________      ________      ________      ________
SB                 0
IB2                0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0             0             0             0             0

NU
W
________
0

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1                 0             0             0             0
Y2                 0             0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1                 1
Y2                 0             2
Y3                 0             0             3
Y4                 0             0             0             4
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
W
________
W                  0

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0             0             0             0             0

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0             0             0             0

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0             0             0             0             0
SW                 0             0             0             0             0
CB#1               0             0             0             0             0
C#1                0             0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

BETA
SB            IB2           X             W
________      ________      ________      ________
IW                 0             0             5             0
SW                 0             0             6             0
CB#1               0             0             0             0
C#1                0             0             0             0
IB                 0             0             0             0
SB                 0             0             0             0
IB2                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 7
SW                 8             9
CB#1               0             0             0
C#1                0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

PSI
SB            IB2           X             W
________      ________      ________      ________
SB                 0
IB2                0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0             0             0             0             0

NU
W
________
0

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1                 0             0             0             0
Y2                 0             0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1                 1
Y2                 0             2
Y3                 0             0             3
Y4                 0             0             0             4
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
W
________
W                  0

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0             0             0             0             0

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0             0             0             0

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0             0             0             0             0
SW                 0             0             0             0             0
CB#1               0             0             0             0             0
C#1                0             0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

BETA
SB            IB2           X             W
________      ________      ________      ________
IW                 0             0             5             0
SW                 0             0             6             0
CB#1               0             0             0             0
C#1                0             0             0             0
IB                 0             0             0             0
SB                 0             0             0             0
IB2                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 7
SW                 8             9
CB#1               0             0             0
C#1                0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

PSI
SB            IB2           X             W
________      ________      ________      ________
SB                 0
IB2                0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0             0             0             0             0

NU
W
________
0

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1                 0             0             0             0
Y2                 0             0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1                 1
Y2                 0             2
Y3                 0             0             3
Y4                 0             0             0             4
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
W
________
W                  0

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0             0             0             0             0

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0             0             0             0

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0             0             0             0             0
SW                 0             0             0             0             0
CB#1               0             0             0             0             0
C#1                0             0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

BETA
SB            IB2           X             W
________      ________      ________      ________
IW                 0             0             5             0
SW                 0             0             6             0
CB#1               0             0             0             0
C#1                0             0             0             0
IB                 0             0             0             0
SB                 0             0             0             0
IB2                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 7
SW                 8             9
CB#1               0             0             0
C#1                0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

PSI
SB            IB2           X             W
________      ________      ________      ________
SB                 0
IB2                0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0             0             0             0             0

NU
W
________
0

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1                 0             0             0             0
Y2                 0             0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1                 0
Y2                 0             0
Y3                 0             0             0
Y4                 0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
W
________
W                  0

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0             0             0             0            10

ALPHA
SB            IB2           X             W
________      ________      ________      ________
11             0             0             0

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0             0             0             0             0
SW                 0             0             0             0             0
CB#1               0             0             0             0             0
C#1                0             0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

BETA
SB            IB2           X             W
________      ________      ________      ________
IW                 0             0             0             0
SW                 0             0             0             0
CB#1               0             0             0             0
C#1                0             0             0            12
IB                 0             0             0            13
SB                 0             0             0            14
IB2                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0
SW                 0             0
CB#1               0             0             0
C#1                0             0             0            15
IB                 0             0             0             0            16
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

PSI
SB            IB2           X             W
________      ________      ________      ________
SB                 0
IB2                0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0             0             0             0             0

NU
W
________
0

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1                 0             0             0             0
Y2                 0             0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1                 0
Y2                 0             0
Y3                 0             0             0
Y4                 0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
W
________
W                  0

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0             0             0             0            17

ALPHA
SB            IB2           X             W
________      ________      ________      ________
18             0             0             0

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0             0             0             0             0
SW                 0             0             0             0             0
CB#1               0             0             0             0             0
C#1                0             0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

BETA
SB            IB2           X             W
________      ________      ________      ________
IW                 0             0             0             0
SW                 0             0             0             0
CB#1               0             0             0             0
C#1                0             0             0            12
IB                 0             0             0            13
SB                 0             0             0            14
IB2                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0
SW                 0             0
CB#1               0             0             0
C#1                0             0             0            15
IB                 0             0             0             0            16
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

PSI
SB            IB2           X             W
________      ________      ________      ________
SB                 0
IB2                0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0             0             0             0             0

NU
W
________
0

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1                 0             0             0             0
Y2                 0             0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1                 0
Y2                 0             0
Y3                 0             0             0
Y4                 0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
W
________
W                  0

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0             0             0             0            10

ALPHA
SB            IB2           X             W
________      ________      ________      ________
11            19             0             0

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0             0             0             0             0
SW                 0             0             0             0             0
CB#1               0             0             0             0             0
C#1                0             0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

BETA
SB            IB2           X             W
________      ________      ________      ________
IW                 0             0             0             0
SW                 0             0             0             0
CB#1               0             0             0             0
C#1                0             0             0            12
IB                 0             0             0            13
SB                 0             0             0            14
IB2                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0
SW                 0             0
CB#1               0             0             0
C#1                0             0             0            15
IB                 0             0             0             0            16
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

PSI
SB            IB2           X             W
________      ________      ________      ________
SB                 0
IB2                0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0             0             0             0             0

NU
W
________
0

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1                 0             0             0             0
Y2                 0             0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1                 0
Y2                 0             0
Y3                 0             0             0
Y4                 0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

THETA
W
________
W                  0

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0             0             0             0            17

ALPHA
SB            IB2           X             W
________      ________      ________      ________
18            19             0             0

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0             0             0             0             0
SW                 0             0             0             0             0
CB#1               0             0             0             0             0
C#1                0             0             0             0             0
IB                 0             0             0             0             0
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

BETA
SB            IB2           X             W
________      ________      ________      ________
IW                 0             0             0             0
SW                 0             0             0             0
CB#1               0             0             0             0
C#1                0             0             0            12
IB                 0             0             0            13
SB                 0             0             0            14
IB2                0             0             0             0
X                  0             0             0             0
W                  0             0             0             0

PSI
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW                 0
SW                 0             0
CB#1               0             0             0
C#1                0             0             0            15
IB                 0             0             0             0            16
SB                 0             0             0             0             0
IB2                0             0             0             0             0
X                  0             0             0             0             0
W                  0             0             0             0             0

PSI
SB            IB2           X             W
________      ________      ________      ________
SB                 0
IB2                0             0
X                  0             0             0
W                  0             0             0             0

PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)

ALPHA(C)
CB#1          CB#2          C#1           C#2
________      ________      ________      ________
0             0            21             0

GAMMA(C)
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
CB#1               0             0             0             0             0
CB#2               0             0             0             0             0
C#1                0             0             0             0             0
C#2                0             0             0             0             0

GAMMA(C)
SB            IB2           X             W
________      ________      ________      ________
CB#1               0             0             0             0
CB#2               0             0             0             0
C#1                0             0            23             0
C#2                0             0             0             0

PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)

ALPHA(C)
CB#1          CB#2          C#1           C#2
________      ________      ________      ________
20             0             0             0

GAMMA(C)
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
CB#1               0             0             0             0             0
CB#2               0             0             0             0             0
C#1                0             0             0             0             0
C#2                0             0             0             0             0

GAMMA(C)
SB            IB2           X             W
________      ________      ________      ________
CB#1               0             0             0            22
CB#2               0             0             0             0
C#1                0             0             0             0
C#2                0             0             0             0

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
W
________
0.000

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1             1.000         0.000         0.000         0.000         0.000
Y2             1.000         1.000         0.000         0.000         0.000
Y3             1.000         2.000         0.000         0.000         0.000
Y4             1.000         3.000         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

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1             0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000
Y4             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
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1             2.397
Y2             0.000         3.202
Y3             0.000         0.000         4.993
Y4             0.000         0.000         0.000         7.597
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
W
________
W              0.000

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000         0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

BETA
SB            IB2           X             W
________      ________      ________      ________
IW             0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000
IB2            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
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.050
SW             0.000         0.050
CB#1           0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

PSI
SB            IB2           X             W
________      ________      ________      ________
SB             0.000
IB2            0.000         0.000
X              0.000         0.000         0.500
W              0.000         0.000         0.000         0.000

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
W
________
0.000

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1             1.000         0.000         0.000         0.000         0.000
Y2             1.000         1.000         0.000         0.000         0.000
Y3             1.000         2.000         0.000         0.000         0.000
Y4             1.000         3.000         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

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1             0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000
Y4             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
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1             2.397
Y2             0.000         3.202
Y3             0.000         0.000         4.993
Y4             0.000         0.000         0.000         7.597
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
W
________
W              0.000

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000         0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

BETA
SB            IB2           X             W
________      ________      ________      ________
IW             0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000
IB2            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
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.050
SW             0.000         0.050
CB#1           0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

PSI
SB            IB2           X             W
________      ________      ________      ________
SB             0.000
IB2            0.000         0.000
X              0.000         0.000         0.500
W              0.000         0.000         0.000         0.000

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
W
________
0.000

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1             1.000         0.000         0.000         0.000         0.000
Y2             1.000         1.000         0.000         0.000         0.000
Y3             1.000         2.000         0.000         0.000         0.000
Y4             1.000         3.000         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

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1             0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000
Y4             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
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1             2.397
Y2             0.000         3.202
Y3             0.000         0.000         4.993
Y4             0.000         0.000         0.000         7.597
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
W
________
W              0.000

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000         0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

BETA
SB            IB2           X             W
________      ________      ________      ________
IW             0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000
IB2            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
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.050
SW             0.000         0.050
CB#1           0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

PSI
SB            IB2           X             W
________      ________      ________      ________
SB             0.000
IB2            0.000         0.000
X              0.000         0.000         0.500
W              0.000         0.000         0.000         0.000

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
W
________
0.000

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1             1.000         0.000         0.000         0.000         0.000
Y2             1.000         1.000         0.000         0.000         0.000
Y3             1.000         2.000         0.000         0.000         0.000
Y4             1.000         3.000         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

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1             0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000
Y4             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
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1             2.397
Y2             0.000         3.202
Y3             0.000         0.000         4.993
Y4             0.000         0.000         0.000         7.597
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

THETA
W
________
W              0.000

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000         0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

BETA
SB            IB2           X             W
________      ________      ________      ________
IW             0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000
IB2            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
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.050
SW             0.000         0.050
CB#1           0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

PSI
SB            IB2           X             W
________      ________      ________      ________
SB             0.000
IB2            0.000         0.000
X              0.000         0.000         0.500
W              0.000         0.000         0.000         0.000

STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
W
________
0.000

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1             0.000         0.000         0.000         0.000         1.000
Y2             0.000         0.000         0.000         0.000         1.000
Y3             0.000         0.000         0.000         0.000         1.000
Y4             0.000         0.000         0.000         0.000         1.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1             0.000         1.000         0.000         0.000
Y2             1.000         1.000         0.000         0.000
Y3             2.000         1.000         0.000         0.000
Y4             3.000         1.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1             0.000
Y2             0.000         0.000
Y3             0.000         0.000         0.000
Y4             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
W
________
W              0.000

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000         0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

BETA
SB            IB2           X             W
________      ________      ________      ________
IW             0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000
IB2            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
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000
SW             0.000         0.000
CB#1           0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.050
IB             0.000         0.000         0.000         0.000         0.050
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

PSI
SB            IB2           X             W
________      ________      ________      ________
SB             0.000
IB2            0.000         0.000
X              0.000         0.000         0.000
W              0.000         0.000         0.000         0.502

STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
W
________
0.000

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1             0.000         0.000         0.000         0.000         1.000
Y2             0.000         0.000         0.000         0.000         1.000
Y3             0.000         0.000         0.000         0.000         1.000
Y4             0.000         0.000         0.000         0.000         1.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1             0.000         1.000         0.000         0.000
Y2             1.000         1.000         0.000         0.000
Y3             2.000         1.000         0.000         0.000
Y4             3.000         1.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1             0.000
Y2             0.000         0.000
Y3             0.000         0.000         0.000
Y4             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
W
________
W              0.000

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000         0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

BETA
SB            IB2           X             W
________      ________      ________      ________
IW             0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000
IB2            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
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000
SW             0.000         0.000
CB#1           0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.050
IB             0.000         0.000         0.000         0.000         0.050
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

PSI
SB            IB2           X             W
________      ________      ________      ________
SB             0.000
IB2            0.000         0.000
X              0.000         0.000         0.000
W              0.000         0.000         0.000         0.502

STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
W
________
0.000

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1             0.000         0.000         0.000         0.000         1.000
Y2             0.000         0.000         0.000         0.000         1.000
Y3             0.000         0.000         0.000         0.000         1.000
Y4             0.000         0.000         0.000         0.000         1.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1             0.000         1.000         0.000         0.000
Y2             1.000         1.000         0.000         0.000
Y3             2.000         1.000         0.000         0.000
Y4             3.000         1.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1             0.000
Y2             0.000         0.000
Y3             0.000         0.000         0.000
Y4             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
W
________
W              0.000

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000         0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

BETA
SB            IB2           X             W
________      ________      ________      ________
IW             0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000
IB2            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
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000
SW             0.000         0.000
CB#1           0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.050
IB             0.000         0.000         0.000         0.000         0.050
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

PSI
SB            IB2           X             W
________      ________      ________      ________
SB             0.000
IB2            0.000         0.000
X              0.000         0.000         0.000
W              0.000         0.000         0.000         0.502

STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2

NU
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
W
________
0.000

LAMBDA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
Y1             0.000         0.000         0.000         0.000         1.000
Y2             0.000         0.000         0.000         0.000         1.000
Y3             0.000         0.000         0.000         0.000         1.000
Y4             0.000         0.000         0.000         0.000         1.000
X              0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

LAMBDA
SB            IB2           X             W
________      ________      ________      ________
Y1             0.000         1.000         0.000         0.000
Y2             1.000         1.000         0.000         0.000
Y3             2.000         1.000         0.000         0.000
Y4             3.000         1.000         0.000         0.000
X              0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         1.000

THETA
Y1            Y2            Y3            Y4            X
________      ________      ________      ________      ________
Y1             0.000
Y2             0.000         0.000
Y3             0.000         0.000         0.000
Y4             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
W
________
W              0.000

ALPHA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
SB            IB2           X             W
________      ________      ________      ________
0.000         0.000         0.000         0.000

BETA
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000         0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

BETA
SB            IB2           X             W
________      ________      ________      ________
IW             0.000         0.000         0.000         0.000
SW             0.000         0.000         0.000         0.000
CB#1           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
IB             0.000         0.000         0.000         0.000
SB             0.000         0.000         0.000         0.000
IB2            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
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
IW             0.000
SW             0.000         0.000
CB#1           0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.050
IB             0.000         0.000         0.000         0.000         0.050
SB             0.000         0.000         0.000         0.000         0.000
IB2            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

PSI
SB            IB2           X             W
________      ________      ________      ________
SB             0.000
IB2            0.000         0.000
X              0.000         0.000         0.000
W              0.000         0.000         0.000         0.502

STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)

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

GAMMA(C)
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
CB#2           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
C#2            0.000         0.000         0.000         0.000         0.000

GAMMA(C)
SB            IB2           X             W
________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000
CB#2           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
C#2            0.000         0.000         0.000         0.000

STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)

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

GAMMA(C)
IW            SW            CB#1          C#1           IB
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
CB#2           0.000         0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000         0.000
C#2            0.000         0.000         0.000         0.000         0.000

GAMMA(C)
SB            IB2           X             W
________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000
CB#2           0.000         0.000         0.000         0.000
C#1            0.000         0.000         0.000         0.000
C#2            0.000         0.000         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 -0.28493156D+05    0.0000000    0.0000000  EM
2 -0.12900254D+05 ************    0.5472508  EM
3 -0.12317847D+05  582.4066724    0.0451469  EM
4 -0.12075074D+05  242.7731963    0.0197091  EM
5 -0.12065833D+05    9.2405177    0.0007653  EM
6 -0.12064550D+05    1.2832949    0.0001064  EM
7 -0.12063310D+05    1.2394291    0.0001027  EM
8 -0.12062047D+05    1.2636408    0.0001048  EM
9 -0.12060758D+05    1.2888883    0.0001069  EM
10 -0.12059443D+05    1.3149899    0.0001090  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.10770750D+06    0.0000000    0.0000000  EM
2 -0.12942352D+05 ************    0.8798380  EM
3 -0.12482479D+05  459.8731005    0.0355324  EM
4 -0.12153147D+05  329.3314286    0.0263835  EM
5 -0.12086320D+05   66.8274466    0.0054988  EM
6 -0.12076489D+05    9.8309807    0.0008134  EM
7 -0.12070947D+05    5.5420412    0.0004589  EM
8 -0.12067841D+05    3.1060831    0.0002573  EM
9 -0.12066369D+05    1.4721355    0.0001220  EM
10 -0.12064964D+05    1.4049962    0.0001164  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.15322881D+06    0.0000000    0.0000000  EM
2 -0.12952538D+05 ************    0.9154693  EM
3 -0.12445532D+05  507.0063163    0.0391434  EM
4 -0.12114523D+05  331.0090198    0.0265966  EM
5 -0.12082852D+05   31.6711029    0.0026143  EM
6 -0.12077353D+05    5.4989120    0.0004551  EM
7 -0.12075255D+05    2.0982772    0.0001737  EM
8 -0.12071544D+05    3.7109213    0.0003073  EM
9 -0.12070331D+05    1.2125335    0.0001004  EM
10 -0.12068626D+05    1.7051510    0.0001413  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.10984785D+06    0.0000000    0.0000000  EM
2 -0.12762943D+05 ************    0.8838125  EM
3 -0.12324836D+05  438.1076772    0.0343265  EM
4 -0.12092473D+05  232.3629701    0.0188532  EM
5 -0.12057521D+05   34.9515608    0.0028904  EM
6 -0.12050321D+05    7.2004756    0.0005972  EM
7 -0.12047472D+05    2.8487370    0.0002364  EM
8 -0.12045389D+05    2.0827434    0.0001729  EM
9 -0.12043477D+05    1.9126559    0.0001588  EM
10 -0.12041632D+05    1.8448341    0.0001532  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.74224303D+05    0.0000000    0.0000000  EM
2 -0.12364847D+05 ************    0.8334124  EM
3 -0.12133404D+05  231.4421403    0.0187178  EM
4 -0.12069288D+05   64.1159340    0.0052842  EM
5 -0.12048073D+05   21.2156035    0.0017578  EM
6 -0.12034292D+05   13.7807589    0.0011438  EM
7 -0.12023744D+05   10.5483853    0.0008765  EM
8 -0.12013996D+05    9.7476574    0.0008107  EM
9 -0.12005536D+05    8.4601347    0.0007042  EM
10 -0.11998902D+05    6.6336679    0.0005526  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.32079139D+05    0.0000000    0.0000000  EM
2 -0.12228188D+05 ************    0.6188118  EM
3 -0.12041489D+05  186.6987047    0.0152679  EM
4 -0.12007500D+05   33.9891892    0.0028227  EM
5 -0.12003697D+05    3.8032672    0.0003167  EM
6 -0.12000221D+05    3.4762339    0.0002896  EM
7 -0.11996872D+05    3.3481809    0.0002790  EM
8 -0.11993524D+05    3.3482831    0.0002791  EM
9 -0.11990084D+05    3.4396918    0.0002868  EM
10 -0.11986479D+05    3.6054647    0.0003007  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.49140469D+05    0.0000000    0.0000000  EM
2 -0.12297855D+05 ************    0.7497408  EM
3 -0.12072654D+05  225.2013112    0.0183122  EM
4 -0.12029181D+05   43.4727951    0.0036009  EM
5 -0.12012916D+05   16.2649707    0.0013521  EM
6 -0.12001710D+05   11.2060193    0.0009328  EM
7 -0.11991936D+05    9.7742348    0.0008144  EM
8 -0.11985528D+05    6.4084271    0.0005344  EM
9 -0.11981673D+05    3.8549167    0.0003216  EM
10 -0.11979281D+05    2.3921461    0.0001997  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.13844704D+06    0.0000000    0.0000000  EM
2 -0.13241737D+05 ************    0.9043552  EM
3 -0.12624055D+05  617.6826335    0.0466466  EM
4 -0.12162923D+05  461.1319549    0.0365280  EM
5 -0.12100955D+05   61.9680251    0.0050948  EM
6 -0.12092526D+05    8.4283192    0.0006965  EM
7 -0.12085743D+05    6.7833643    0.0005610  EM
8 -0.12083012D+05    2.7313702    0.0002260  EM
9 -0.12082478D+05    0.5342146    0.0000442  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.81582269D+05    0.0000000    0.0000000  EM
2 -0.12937406D+05 ************    0.8414189  EM
3 -0.12404322D+05  533.0842965    0.0412049  EM
4 -0.12135473D+05  268.8494470    0.0216739  EM
5 -0.12077263D+05   58.2099447    0.0047967  EM
6 -0.12066063D+05   11.1998217    0.0009273  EM
7 -0.12059665D+05    6.3973296    0.0005302  EM
8 -0.12054767D+05    4.8986875    0.0004062  EM
9 -0.12052217D+05    2.5501890    0.0002116  EM
10 -0.12050561D+05    1.6556593    0.0001374  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.64268928D+05    0.0000000    0.0000000  EM
2 -0.12734193D+05 ************    0.8018608  EM
3 -0.12261042D+05  473.1500967    0.0371559  EM
4 -0.12105156D+05  155.8864671    0.0127140  EM
5 -0.12083044D+05   22.1117978    0.0018266  EM
6 -0.12077749D+05    5.2952011    0.0004382  EM
7 -0.12073302D+05    4.4474662    0.0003682  EM
8 -0.12068312D+05    4.9891543    0.0004132  EM
9 -0.12062436D+05    5.8763035    0.0004869  EM
10 -0.12055911D+05    6.5249840    0.0005409  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.60555533D+05    0.0000000    0.0000000  EM
2 -0.12304829D+05 ************    0.7968009  EM
3 -0.12122861D+05  181.9674552    0.0147883  EM
4 -0.12061004D+05   61.8573326    0.0051025  EM
5 -0.12038507D+05   22.4968772    0.0018653  EM
6 -0.12028725D+05    9.7824807    0.0008126  EM
7 -0.12021024D+05    7.7006873    0.0006402  EM
8 -0.12015147D+05    5.8768406    0.0004889  EM
9 -0.12010129D+05    5.0177682    0.0004176  EM
10 -0.12005697D+05    4.4318097    0.0003690  EM

FINAL STAGE ITERATIONS

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.49140469D+05    0.0000000    0.0000000  EM
2 -0.12297855D+05 ************    0.7497408  EM
3 -0.12072654D+05  225.2013112    0.0183122  EM
4 -0.12029181D+05   43.4727951    0.0036009  EM
5 -0.12012916D+05   16.2649707    0.0013521  EM
6 -0.12001710D+05   11.2060193    0.0009328  EM
7 -0.11991936D+05    9.7742348    0.0008144  EM
8 -0.11985528D+05    6.4084271    0.0005344  EM
9 -0.11981673D+05    3.8549167    0.0003216  EM
10 -0.11979281D+05    2.3921461    0.0001997  EM
11 -0.11977683D+05    1.5981122    0.0001334  EM
12 -0.11976547D+05    1.1352695    0.0000948  EM
13 -0.11975704D+05    0.8431578    0.0000704  EM
14 -0.11975057D+05    0.6474326    0.0000541  EM
15 -0.11974546D+05    0.5105399    0.0000426  EM
16 -0.11974134D+05    0.4116983    0.0000344  EM
17 -0.11973796D+05    0.3385019    0.0000283  EM
18 -0.11973513D+05    0.2831227    0.0000236  EM
19 -0.11973272D+05    0.2404172    0.0000201  EM
20 -0.11973065D+05    0.2069180    0.0000173  EM
21 -0.11972885D+05    0.1802340    0.0000151  EM
22 -0.11972727D+05    0.1586860    0.0000133  EM
23 -0.11972585D+05    0.1410739    0.0000118  EM
24 -0.11972459D+05    0.1265255    0.0000106  EM
25 -0.11972345D+05    0.1143966    0.0000096  EM
26 -0.11972240D+05    0.1042039    0.0000087  EM
27 -0.11972145D+05    0.0955800    0.0000080  EM
28 -0.11972057D+05    0.0882408    0.0000074  EM
29 -0.11971975D+05    0.0819622    0.0000068  EM
30 -0.11971898D+05    0.0765736    0.0000064  EM
31 -0.11971826D+05    0.0719307    0.0000060  EM
32 -0.11971758D+05    0.0679222    0.0000057  EM
33 -0.11971694D+05    0.0644570    0.0000054  EM
34 -0.11971632D+05    0.0614597    0.0000051  EM
35 -0.11971573D+05    0.0588672    0.0000049  EM
36 -0.11971517D+05    0.0566314    0.0000047  EM
37 -0.11971462D+05    0.0547069    0.0000046  EM
38 -0.11971409D+05    0.0530563    0.0000044  EM
39 -0.11971357D+05    0.0516536    0.0000043  EM
40 -0.11971307D+05    0.0504692    0.0000042  EM
41 -0.11971257D+05    0.0494847    0.0000041  EM
42 -0.11971209D+05    0.0486813    0.0000041  EM
43 -0.11971161D+05    0.0480417    0.0000040  EM
44 -0.11971113D+05    0.0475563    0.0000040  EM
45 -0.11971066D+05    0.0472118    0.0000039  EM
46 -0.11971019D+05    0.0470003    0.0000039  EM
47 -0.11970972D+05    0.0469134    0.0000039  EM
48 -0.11970925D+05    0.0469449    0.0000039  EM
49 -0.11970878D+05    0.0470912    0.0000039  EM
50 -0.11970831D+05    0.0473515    0.0000040  EM
51 -0.11970783D+05    0.0477196    0.0000040  EM
52 -0.11970735D+05    0.0481960    0.0000040  EM
53 -0.11970686D+05    0.0487823    0.0000041  EM
54 -0.11970636D+05    0.0494765    0.0000041  EM
55 -0.11970586D+05    0.0502821    0.0000042  EM
56 -0.11970535D+05    0.0512027    0.0000043  EM
57 -0.11970483D+05    0.0522426    0.0000044  EM
58 -0.11970429D+05    0.0534151    0.0000045  EM
59 -0.11970375D+05    0.0547186    0.0000046  EM
60 -0.11970318D+05    0.0561660    0.0000047  EM
61 -0.11970261D+05    0.0577696    0.0000048  EM
62 -0.11970201D+05    0.0595392    0.0000050  EM
63 -0.11970140D+05    0.0614911    0.0000051  EM
64 -0.11970076D+05    0.0636500    0.0000053  EM
65 -0.11970010D+05    0.0660272    0.0000055  EM
66 -0.11959226D+05   10.7834124    0.0009009  QN
67 -0.11944458D+05   14.7680130    0.0012349  EM
68 -0.11936290D+05    8.1681583    0.0006838  EM
69 -0.11927317D+05    8.9737834    0.0007518  EM
70 -0.11918119D+05    9.1980108    0.0007712  EM
71 -0.11908783D+05    9.3355816    0.0007833  EM
72 -0.11899448D+05    9.3352074    0.0007839  EM
73 -0.11890568D+05    8.8801921    0.0007463  EM
74 -0.11882794D+05    7.7734875    0.0006538  EM
75 -0.11876649D+05    6.1453157    0.0005172  EM
76 -0.11872250D+05    4.3985465    0.0003704  EM
77 -0.11869325D+05    2.9247282    0.0002463  EM
78 -0.11867425D+05    1.9006921    0.0001601  EM
79 -0.11866188D+05    1.2369188    0.0001042  EM
80 -0.11865356D+05    0.8317521    0.0000701  EM
81 -0.11864775D+05    0.5815464    0.0000490  EM
82 -0.11864354D+05    0.4210111    0.0000355  EM
83 -0.11864038D+05    0.3151264    0.0000266  EM
84 -0.11863795D+05    0.2432917    0.0000205  EM
85 -0.11863602D+05    0.1932900    0.0000163  EM
86 -0.11863444D+05    0.1576144    0.0000133  EM
87 -0.11863313D+05    0.1315190    0.0000111  EM
88 -0.11863201D+05    0.1119111    0.0000094  EM
89 -0.11862283D+05    0.9177371    0.0000774  QN
90 -0.11862264D+05    0.0191198    0.0000016  EM
91 -0.11862262D+05    0.0020305    0.0000002  EM
92 -0.11862261D+05    0.0007006    0.0000001  EM

TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5

E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
1 -0.32079139D+05    0.0000000    0.0000000  EM
2 -0.12228188D+05 ************    0.6188118  EM
3 -0.12041489D+05  186.6987047    0.0152679  EM
4 -0.12007500D+05   33.9891892    0.0028227  EM
5 -0.12003697D+05    3.8032672    0.0003167  EM
6 -0.12000221D+05    3.4762339    0.0002896  EM
7 -0.11996872D+05    3.3481809    0.0002790  EM
8 -0.11993524D+05    3.3482831    0.0002791  EM
9 -0.11990084D+05    3.4396918    0.0002868  EM
10 -0.11986479D+05    3.6054647    0.0003007  EM
11 -0.11982635D+05    3.8441203    0.0003207  EM
12 -0.11978471D+05    4.1634784    0.0003475  EM
13 -0.11973894D+05    4.5777973    0.0003822  EM
14 -0.11968789D+05    5.1049426    0.0004263  EM
15 -0.11963027D+05    5.7611807    0.0004814  EM
16 -0.11956476D+05    6.5511400    0.0005476  EM
17 -0.11949025D+05    7.4512416    0.0006232  EM
18 -0.11940636D+05    8.3890430    0.0007021  EM
19 -0.11931410D+05    9.2264194    0.0007727  EM
20 -0.11921647D+05    9.7623743    0.0008182  EM
21 -0.11911866D+05    9.7814572    0.0008205  EM
22 -0.11902710D+05    9.1560289    0.0007686  EM
23 -0.11894759D+05    7.9506593    0.0006680  EM
24 -0.11888321D+05    6.4381222    0.0005413  EM
25 -0.11883346D+05    4.9749469    0.0004185  EM
26 -0.11879533D+05    3.8131512    0.0003209  EM
27 -0.11876514D+05    3.0186278    0.0002541  EM
28 -0.11873987D+05    2.5269907    0.0002128  EM
29 -0.11871752D+05    2.2356733    0.0001883  EM
30 -0.11869692D+05    2.0591658    0.0001735  EM
31 -0.11867752D+05    1.9402955    0.0001635  EM
32 -0.11865911D+05    1.8412316    0.0001551  EM
33 -0.11864176D+05    1.7353568    0.0001462  EM
34 -0.11862569D+05    1.6065537    0.0001354  EM
35 -0.11861120D+05    1.4485411    0.0001221  EM
36 -0.11859855D+05    1.2659548    0.0001067  EM
37 -0.11859750D+05    0.1040380    0.0000088  FS
38 -0.11857288D+05    2.4626193    0.0002076  FS
39 -0.11854852D+05    2.4354761    0.0002054  EM
40 -0.11854692D+05    0.1605495    0.0000135  EM
41 -0.11854641D+05    0.0511020    0.0000043  EM
42 -0.11854611D+05    0.0297182    0.0000025  EM
43 -0.11854588D+05    0.0234208    0.0000020  EM
44 -0.11854572D+05    0.0159500    0.0000013  EM
45 -0.11854559D+05    0.0129982    0.0000011  EM
46 -0.11854548D+05    0.0101817    0.0000009  EM
47 -0.11854540D+05    0.0086405    0.0000007  EM
48 -0.11854533D+05    0.0071750    0.0000006  EM
49 -0.11854527D+05    0.0060184    0.0000005  EM
50 -0.11854522D+05    0.0049517    0.0000004  EM
51 -0.11854518D+05    0.0040654    0.0000003  EM
52 -0.11854514D+05    0.0033081    0.0000003  EM
53 -0.11854512D+05    0.0026885    0.0000002  EM
54 -0.11854509D+05    0.0021797    0.0000002  EM
55 -0.11854508D+05    0.0017712    0.0000001  EM
56 -0.11854506D+05    0.0014448    0.0000001  EM
57 -0.11854505D+05    0.0011869    0.0000001  EM
58 -0.11854504D+05    0.0009831    0.0000001  EM

Beginning Time:  22:46:59
Ending Time:  22:48:55
Elapsed Time:  00:01:56

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