```Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017   3:26 AM

INPUT INSTRUCTIONS

Title:
this is an example of modeling with data
not missing at random (NMAR) using a
pattern-mixture model

Generating missing data indicators m
(analyzed as an arbitrary model)

Note that the m's are renamed as z's
in the real-data run of ex11.4

Note that the Monte Carlo setup is the same as
for mcex11.2 and mcex11.3

MonteCarlo:
names = y0 y1-y5 m1-m5;
nobs = 1000;
nreps = 1;
missing = y1-y5;
generate =  m1-m5(1);
categorical = m1-m5;

save = ex11.4.dat;

Model population:

i s | y0@0 y1@1 y2@2 y3@3 y4@4 y5@5;
i*.25 s*.1;
y0*.4 y1*.4 y2*.35 y3*.3 y4*.4 y5*.5;

[m1\$1*2];
[m2\$1*1];
[m3\$1*0];
[m4\$1*0];
[m5\$1*-1];

!   Missing at t as a function of y_t-1, y_t, and previous m's

m1 on y0*-.1 y1*1;
m2 on y1*-.1 y2*1 m1*.5;
m3 on y2*-.1 y3*1 m1-m2*.5;
m4 on y3*-.1 y4*1 m1-m3*.5;
m5 on y4*-.1 y5*1 m1-m4*.5;

[i*2 s*-1];

Model missing:

! missing on y if m=1 (high logit)
[y1-y5@-15];
y1 on m1@30;
y2 on m2@30;
y3 on m3@30;
y4 on m4@30;
y5 on m5@30;

Analysis:
algo = int;
integ = montecarlo;

Model:
! analyzed as Diggle-Kenward selection
! which is not the model that generated
! the data, and the m's are not scored
! as survival dropout indicators so DK
! analysis is not achieved

i s | y0@0 y1@1 y2@2 y3@3 y4@4 y5@5;
i*.25 s*.1;
y0*.4 y1*.4 y2*.35 y3*.3 y4*.4 y5*.5;

[m1\$1*2];
[m2\$1*1];
[m3\$1*0];
[m4\$1*0];
[m5\$1*-1];

m1 on y0*-1 (11)
y1*1 (12);
m2 on y1*-1 (11)
y2*1 (12);
m3 on y2*-1 (11)
y3*1 (12);
m4 on y3*-1 (11)
y4*1 (12);
m5 on y4*-1 (11)
y5*1 (12);

[i*2 s*-1];

Output:
tech9;

this is an example of modeling with data
not missing at random (NMAR) using a
pattern-mixture model

Generating missing data indicators m
(analyzed as an arbitrary model)

Note that the m's are renamed as z's
in the real-data run of ex11.4

Note that the Monte Carlo setup is the same as
for mcex11.2 and mcex11.3

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of replications
Requested                                                    1
Completed                                                    1
Value of seed                                                    0

Number of dependent variables                                   11
Number of independent variables                                  0
Number of continuous latent variables                            2

Observed dependent variables

Continuous
Y0          Y1          Y2          Y3          Y4          Y5

Binary and ordered categorical (ordinal)
M1          M2          M3          M4          M5

Continuous latent variables
I           S

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
Maximum number of iterations for H1                           2000
Convergence criterion for H1                             0.100D-03
Optimization algorithm                                         EMA
Integration Specifications
Type                                                  MONTECARLO
Number of integration points                                1250
Dimensions of numerical integration                            5
Monte Carlo integration seed                                   0
Cholesky                                                       OFF

SUMMARY OF DATA FOR THE FIRST REPLICATION

Number of missing data patterns            32
Number of y missing data patterns          32
Number of u missing data patterns           1

SUMMARY OF MISSING DATA PATTERNS FOR THE FIRST REPLICATION

MISSING DATA PATTERNS FOR Y (x = not missing)

1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20
Y0        x  x  x  x  x  x  x  x  x  x  x  x  x  x  x  x  x  x  x  x
Y1        x  x        x  x  x  x           x  x  x     x        x  x
Y2        x     x     x           x  x           x     x     x  x
Y3        x  x     x     x              x  x  x              x  x
Y4        x  x  x     x                 x     x  x  x        x     x
Y5        x  x  x     x        x     x  x  x        x  x     x     x

21 22 23 24 25 26 27 28 29 30 31 32
Y0        x  x  x  x  x  x  x  x  x  x  x  x
Y1           x  x  x                 x
Y2        x  x  x  x  x     x           x
Y3        x     x  x  x     x  x  x
Y4                 x     x  x     x  x  x
Y5              x     x        x           x

MISSING DATA PATTERN FREQUENCIES FOR Y

Pattern   Frequency     Pattern   Frequency     Pattern   Frequency
1         299          12          17          23          29
2          60          13          21          24          39
3          21          14          30          25           6
4           9          15          11          26          19
5          74          16          21          27           8
6          13          17          33          28           7
7          35          18          70          29           6
8          16          19          13          30          14
9          24          20          25          31          14
10          10          21           5          32           8
11          13          22          30

COVARIANCE COVERAGE OF DATA FOR THE FIRST REPLICATION

Minimum covariance coverage value   0.100

PROPORTION OF DATA PRESENT FOR Y

Covariance Coverage
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
Y0             1.000
Y1             0.736         0.736
Y2             0.693         0.535         0.693
Y3             0.615         0.491         0.469         0.615
Y4             0.724         0.562         0.555         0.516         0.724
Y5             0.687         0.541         0.530         0.501         0.573

Covariance Coverage
Y5
________
Y5             0.687

SAMPLE STATISTICS FOR THE FIRST REPLICATION

ESTIMATED SAMPLE STATISTICS

Means
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
2.038         0.920        -0.137        -1.176        -2.237

Means
Y5
________
-3.323

Covariances
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
Y0             0.692
Y1             0.218         0.653
Y2             0.234         0.436         0.956
Y3             0.223         0.424         0.770         1.243
Y4             0.227         0.538         0.950         1.284         2.094
Y5             0.189         0.626         1.079         1.446         1.911

Covariances
Y5
________
Y5             2.649

Correlations
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
Y0             1.000
Y1             0.324         1.000
Y2             0.288         0.552         1.000
Y3             0.240         0.470         0.707         1.000
Y4             0.189         0.460         0.672         0.796         1.000
Y5             0.140         0.476         0.678         0.797         0.811

Correlations
Y5
________
Y5             1.000

MAXIMUM LOG-LIKELIHOOD VALUE FOR THE UNRESTRICTED (H1) MODEL IS -5563.743

MODEL FIT INFORMATION

Number of Free Parameters                       18

Loglikelihood

H0 Value

Mean                             -8265.980
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000        -8265.980      -8265.980
0.980       0.000        -8265.980      -8265.980
0.950       0.000        -8265.980      -8265.980
0.900       0.000        -8265.980      -8265.980
0.800       0.000        -8265.980      -8265.980
0.700       0.000        -8265.980      -8265.980
0.500       0.000        -8265.980      -8265.980
0.300       0.000        -8265.980      -8265.980
0.200       0.000        -8265.980      -8265.980
0.100       0.000        -8265.980      -8265.980
0.050       0.000        -8265.980      -8265.980
0.020       0.000        -8265.980      -8265.980
0.010       0.000        -8265.980      -8265.980

Information Criteria

Akaike (AIC)

Mean                             16567.960
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000        16567.960      16567.960
0.980       0.000        16567.960      16567.960
0.950       0.000        16567.960      16567.960
0.900       0.000        16567.960      16567.960
0.800       0.000        16567.960      16567.960
0.700       0.000        16567.960      16567.960
0.500       0.000        16567.960      16567.960
0.300       0.000        16567.960      16567.960
0.200       0.000        16567.960      16567.960
0.100       0.000        16567.960      16567.960
0.050       0.000        16567.960      16567.960
0.020       0.000        16567.960      16567.960
0.010       0.000        16567.960      16567.960

Bayesian (BIC)

Mean                             16656.300
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000        16656.300      16656.300
0.980       0.000        16656.300      16656.300
0.950       0.000        16656.300      16656.300
0.900       0.000        16656.300      16656.300
0.800       0.000        16656.300      16656.300
0.700       0.000        16656.300      16656.300
0.500       0.000        16656.300      16656.300
0.300       0.000        16656.300      16656.300
0.200       0.000        16656.300      16656.300
0.100       0.000        16656.300      16656.300
0.050       0.000        16656.300      16656.300
0.020       0.000        16656.300      16656.300
0.010       0.000        16656.300      16656.300

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

Mean                             16599.131
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000        16599.131      16599.131
0.980       0.000        16599.131      16599.131
0.950       0.000        16599.131      16599.131
0.900       0.000        16599.131      16599.131
0.800       0.000        16599.131      16599.131
0.700       0.000        16599.131      16599.131
0.500       0.000        16599.131      16599.131
0.300       0.000        16599.131      16599.131
0.200       0.000        16599.131      16599.131
0.100       0.000        16599.131      16599.131
0.050       0.000        16599.131      16599.131
0.020       0.000        16599.131      16599.131
0.010       0.000        16599.131      16599.131

MODEL RESULTS

ESTIMATES              S. E.     M. S. E.  95%  % Sig
Population   Average   Std. Dev.   Average             Cover Coeff
I        |
Y0                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
Y1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
Y3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
Y4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
Y5                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

S        |
Y0                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
Y1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
Y2                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
Y3                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000
Y4                  4.000     4.0000     0.0000     0.0000     0.0000 1.000 0.000
Y5                  5.000     5.0000     0.0000     0.0000     0.0000 1.000 0.000

M1         ON
Y0                 -1.000    -0.0935     0.0000     0.0642     0.8218 0.000 0.000
Y1                  1.000     1.1498     0.0000     0.0825     0.0224 1.000 1.000

M2         ON
Y1                 -1.000    -0.0935     0.0000     0.0642     0.8218 0.000 0.000
Y2                  1.000     1.1498     0.0000     0.0825     0.0224 1.000 1.000

M3         ON
Y2                 -1.000    -0.0935     0.0000     0.0642     0.8218 0.000 0.000
Y3                  1.000     1.1498     0.0000     0.0825     0.0224 1.000 1.000

M4         ON
Y3                 -1.000    -0.0935     0.0000     0.0642     0.8218 0.000 0.000
Y4                  1.000     1.1498     0.0000     0.0825     0.0224 1.000 1.000

M5         ON
Y4                 -1.000    -0.0935     0.0000     0.0642     0.8218 0.000 0.000
Y5                  1.000     1.1498     0.0000     0.0825     0.0224 1.000 1.000

S        WITH
I                   0.000     0.0145     0.0000     0.0096     0.0002 1.000 0.000

Means
I                   2.000     2.0419     0.0000     0.0225     0.0018 1.000 1.000
S                  -1.000    -0.9827     0.0000     0.0133     0.0003 1.000 1.000

Intercepts
Y0                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
Y2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
Y3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
Y4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
Y5                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

Thresholds
M1\$1                2.000     2.2535     0.0000     0.1236     0.0643 0.000 1.000
M2\$1                1.000     1.0085     0.0000     0.0956     0.0001 1.000 1.000
M3\$1                0.000    -0.4022     0.0000     0.0933     0.1618 0.000 1.000
M4\$1                0.000    -0.6209     0.0000     0.1101     0.3855 0.000 1.000
M5\$1               -1.000    -1.8173     0.0000     0.1472     0.6680 0.000 1.000

Variances
I                   0.250     0.2247     0.0000     0.0244     0.0006 1.000 1.000
S                   0.100     0.1217     0.0000     0.0079     0.0005 0.000 1.000

Residual Variances
Y0                  0.400     0.4702     0.0000     0.0306     0.0049 0.000 1.000
Y1                  0.400     0.3849     0.0000     0.0250     0.0002 1.000 1.000
Y2                  0.350     0.3552     0.0000     0.0240     0.0000 1.000 1.000
Y3                  0.300     0.2688     0.0000     0.0252     0.0010 1.000 1.000
Y4                  0.400     0.4770     0.0000     0.0425     0.0059 1.000 1.000
Y5                  0.500     0.4788     0.0000     0.0534     0.0004 1.000 1.000

QUALITY OF NUMERICAL RESULTS

Average Condition Number for the Information Matrix      0.172E-02
(ratio of smallest to largest eigenvalue)

TECHNICAL 1 OUTPUT

PARAMETER SPECIFICATION

TAU
M1\$1          M2\$1          M3\$1          M4\$1          M5\$1
________      ________      ________      ________      ________
14            15            16            17            18

NU
M1            M2            M3            M4            M5
________      ________      ________      ________      ________
0             0             0             0             0

NU
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
0             0             0             0             0

NU
Y5
________
0

LAMBDA
I             S             M1            M2            M3
________      ________      ________      ________      ________
M1                 0             0             0             0             0
M2                 0             0             0             0             0
M3                 0             0             0             0             0
M4                 0             0             0             0             0
M5                 0             0             0             0             0
Y0                 0             0             0             0             0
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
Y5                 0             0             0             0             0

LAMBDA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
M1                 0             0             0             0             0
M2                 0             0             0             0             0
M3                 0             0             0             0             0
M4                 0             0             0             0             0
M5                 0             0             0             0             0
Y0                 0             0             0             0             0
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
Y5                 0             0             0             0             0

LAMBDA
Y3            Y4            Y5
________      ________      ________
M1                 0             0             0
M2                 0             0             0
M3                 0             0             0
M4                 0             0             0
M5                 0             0             0
Y0                 0             0             0
Y1                 0             0             0
Y2                 0             0             0
Y3                 0             0             0
Y4                 0             0             0
Y5                 0             0             0

THETA
M1            M2            M3            M4            M5
________      ________      ________      ________      ________
M1                 0
M2                 0             0
M3                 0             0             0
M4                 0             0             0             0
M5                 0             0             0             0             0
Y0                 0             0             0             0             0
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
Y5                 0             0             0             0             0

THETA
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
Y0                 0
Y1                 0             0
Y2                 0             0             0
Y3                 0             0             0             0
Y4                 0             0             0             0             0
Y5                 0             0             0             0             0

THETA
Y5
________
Y5                 0

ALPHA
I             S             M1            M2            M3
________      ________      ________      ________      ________
1             2             0             0             0

ALPHA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
0             0             0             0             0

ALPHA
Y3            Y4            Y5
________      ________      ________
0             0             0

BETA
I             S             M1            M2            M3
________      ________      ________      ________      ________
I                  0             0             0             0             0
S                  0             0             0             0             0
M1                 0             0             0             0             0
M2                 0             0             0             0             0
M3                 0             0             0             0             0
M4                 0             0             0             0             0
M5                 0             0             0             0             0
Y0                 0             0             0             0             0
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
Y5                 0             0             0             0             0

BETA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
I                  0             0             0             0             0
S                  0             0             0             0             0
M1                 0             0             3             4             0
M2                 0             0             0             3             4
M3                 0             0             0             0             3
M4                 0             0             0             0             0
M5                 0             0             0             0             0
Y0                 0             0             0             0             0
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
Y5                 0             0             0             0             0

BETA
Y3            Y4            Y5
________      ________      ________
I                  0             0             0
S                  0             0             0
M1                 0             0             0
M2                 0             0             0
M3                 4             0             0
M4                 3             4             0
M5                 0             3             4
Y0                 0             0             0
Y1                 0             0             0
Y2                 0             0             0
Y3                 0             0             0
Y4                 0             0             0
Y5                 0             0             0

PSI
I             S             M1            M2            M3
________      ________      ________      ________      ________
I                  5
S                  6             7
M1                 0             0             0
M2                 0             0             0             0
M3                 0             0             0             0             0
M4                 0             0             0             0             0
M5                 0             0             0             0             0
Y0                 0             0             0             0             0
Y1                 0             0             0             0             0
Y2                 0             0             0             0             0
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
Y5                 0             0             0             0             0

PSI
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
M4                 0
M5                 0             0
Y0                 0             0             8
Y1                 0             0             0             9
Y2                 0             0             0             0            10
Y3                 0             0             0             0             0
Y4                 0             0             0             0             0
Y5                 0             0             0             0             0

PSI
Y3            Y4            Y5
________      ________      ________
Y3                11
Y4                 0            12
Y5                 0             0            13

STARTING VALUES

TAU
M1\$1          M2\$1          M3\$1          M4\$1          M5\$1
________      ________      ________      ________      ________
2.000         1.000         0.000         0.000        -1.000

NU
M1            M2            M3            M4            M5
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
Y5
________
0.000

LAMBDA
I             S             M1            M2            M3
________      ________      ________      ________      ________
M1             0.000         0.000         1.000         0.000         0.000
M2             0.000         0.000         0.000         1.000         0.000
M3             0.000         0.000         0.000         0.000         1.000
M4             0.000         0.000         0.000         0.000         0.000
M5             0.000         0.000         0.000         0.000         0.000
Y0             0.000         0.000         0.000         0.000         0.000
Y1             0.000         0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

LAMBDA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
M1             0.000         0.000         0.000         0.000         0.000
M2             0.000         0.000         0.000         0.000         0.000
M3             0.000         0.000         0.000         0.000         0.000
M4             1.000         0.000         0.000         0.000         0.000
M5             0.000         1.000         0.000         0.000         0.000
Y0             0.000         0.000         1.000         0.000         0.000
Y1             0.000         0.000         0.000         1.000         0.000
Y2             0.000         0.000         0.000         0.000         1.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

LAMBDA
Y3            Y4            Y5
________      ________      ________
M1             0.000         0.000         0.000
M2             0.000         0.000         0.000
M3             0.000         0.000         0.000
M4             0.000         0.000         0.000
M5             0.000         0.000         0.000
Y0             0.000         0.000         0.000
Y1             0.000         0.000         0.000
Y2             0.000         0.000         0.000
Y3             1.000         0.000         0.000
Y4             0.000         1.000         0.000
Y5             0.000         0.000         1.000

THETA
M1            M2            M3            M4            M5
________      ________      ________      ________      ________
M1             0.000
M2             0.000         0.000
M3             0.000         0.000         0.000
M4             0.000         0.000         0.000         0.000
M5             0.000         0.000         0.000         0.000         0.000
Y0             0.000         0.000         0.000         0.000         0.000
Y1             0.000         0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

THETA
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
Y0             0.000
Y1             0.000         0.000
Y2             0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

THETA
Y5
________
Y5             0.000

ALPHA
I             S             M1            M2            M3
________      ________      ________      ________      ________
2.000        -1.000         0.000         0.000         0.000

ALPHA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
Y3            Y4            Y5
________      ________      ________
0.000         0.000         0.000

BETA
I             S             M1            M2            M3
________      ________      ________      ________      ________
I              0.000         0.000         0.000         0.000         0.000
S              0.000         0.000         0.000         0.000         0.000
M1             0.000         0.000         0.000         0.000         0.000
M2             0.000         0.000         0.000         0.000         0.000
M3             0.000         0.000         0.000         0.000         0.000
M4             0.000         0.000         0.000         0.000         0.000
M5             0.000         0.000         0.000         0.000         0.000
Y0             1.000         0.000         0.000         0.000         0.000
Y1             1.000         1.000         0.000         0.000         0.000
Y2             1.000         2.000         0.000         0.000         0.000
Y3             1.000         3.000         0.000         0.000         0.000
Y4             1.000         4.000         0.000         0.000         0.000
Y5             1.000         5.000         0.000         0.000         0.000

BETA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
I              0.000         0.000         0.000         0.000         0.000
S              0.000         0.000         0.000         0.000         0.000
M1             0.000         0.000        -1.000         1.000         0.000
M2             0.000         0.000         0.000        -1.000         1.000
M3             0.000         0.000         0.000         0.000        -1.000
M4             0.000         0.000         0.000         0.000         0.000
M5             0.000         0.000         0.000         0.000         0.000
Y0             0.000         0.000         0.000         0.000         0.000
Y1             0.000         0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

BETA
Y3            Y4            Y5
________      ________      ________
I              0.000         0.000         0.000
S              0.000         0.000         0.000
M1             0.000         0.000         0.000
M2             0.000         0.000         0.000
M3             1.000         0.000         0.000
M4            -1.000         1.000         0.000
M5             0.000        -1.000         1.000
Y0             0.000         0.000         0.000
Y1             0.000         0.000         0.000
Y2             0.000         0.000         0.000
Y3             0.000         0.000         0.000
Y4             0.000         0.000         0.000
Y5             0.000         0.000         0.000

PSI
I             S             M1            M2            M3
________      ________      ________      ________      ________
I              0.250
S              0.000         0.100
M1             0.000         0.000         1.000
M2             0.000         0.000         0.000         1.000
M3             0.000         0.000         0.000         0.000         1.000
M4             0.000         0.000         0.000         0.000         0.000
M5             0.000         0.000         0.000         0.000         0.000
Y0             0.000         0.000         0.000         0.000         0.000
Y1             0.000         0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

PSI
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
M4             1.000
M5             0.000         1.000
Y0             0.000         0.000         0.400
Y1             0.000         0.000         0.000         0.400
Y2             0.000         0.000         0.000         0.000         0.350
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

PSI
Y3            Y4            Y5
________      ________      ________
Y3             0.300
Y4             0.000         0.400
Y5             0.000         0.000         0.500

POPULATION VALUES

TAU
M1\$1          M2\$1          M3\$1          M4\$1          M5\$1
________      ________      ________      ________      ________
2.000         1.000         0.000         0.000        -1.000

NU
M1            M2            M3            M4            M5
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
Y5
________
0.000

LAMBDA
I             S             M1            M2            M3
________      ________      ________      ________      ________
M1             0.000         0.000         1.000         0.000         0.000
M2             0.000         0.000         0.000         1.000         0.000
M3             0.000         0.000         0.000         0.000         1.000
M4             0.000         0.000         0.000         0.000         0.000
M5             0.000         0.000         0.000         0.000         0.000
Y0             0.000         0.000         0.000         0.000         0.000
Y1             0.000         0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

LAMBDA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
M1             0.000         0.000         0.000         0.000         0.000
M2             0.000         0.000         0.000         0.000         0.000
M3             0.000         0.000         0.000         0.000         0.000
M4             1.000         0.000         0.000         0.000         0.000
M5             0.000         1.000         0.000         0.000         0.000
Y0             0.000         0.000         1.000         0.000         0.000
Y1             0.000         0.000         0.000         1.000         0.000
Y2             0.000         0.000         0.000         0.000         1.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

LAMBDA
Y3            Y4            Y5
________      ________      ________
M1             0.000         0.000         0.000
M2             0.000         0.000         0.000
M3             0.000         0.000         0.000
M4             0.000         0.000         0.000
M5             0.000         0.000         0.000
Y0             0.000         0.000         0.000
Y1             0.000         0.000         0.000
Y2             0.000         0.000         0.000
Y3             1.000         0.000         0.000
Y4             0.000         1.000         0.000
Y5             0.000         0.000         1.000

THETA
M1            M2            M3            M4            M5
________      ________      ________      ________      ________
M1             0.000
M2             0.000         0.000
M3             0.000         0.000         0.000
M4             0.000         0.000         0.000         0.000
M5             0.000         0.000         0.000         0.000         0.000
Y0             0.000         0.000         0.000         0.000         0.000
Y1             0.000         0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

THETA
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
Y0             0.000
Y1             0.000         0.000
Y2             0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

THETA
Y5
________
Y5             0.000

ALPHA
I             S             M1            M2            M3
________      ________      ________      ________      ________
2.000        -1.000         0.000         0.000         0.000

ALPHA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA
Y3            Y4            Y5
________      ________      ________
0.000         0.000         0.000

BETA
I             S             M1            M2            M3
________      ________      ________      ________      ________
I              0.000         0.000         0.000         0.000         0.000
S              0.000         0.000         0.000         0.000         0.000
M1             0.000         0.000         0.000         0.000         0.000
M2             0.000         0.000         0.500         0.000         0.000
M3             0.000         0.000         0.500         0.500         0.000
M4             0.000         0.000         0.500         0.500         0.500
M5             0.000         0.000         0.500         0.500         0.500
Y0             1.000         0.000         0.000         0.000         0.000
Y1             1.000         1.000         0.000         0.000         0.000
Y2             1.000         2.000         0.000         0.000         0.000
Y3             1.000         3.000         0.000         0.000         0.000
Y4             1.000         4.000         0.000         0.000         0.000
Y5             1.000         5.000         0.000         0.000         0.000

BETA
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
I              0.000         0.000         0.000         0.000         0.000
S              0.000         0.000         0.000         0.000         0.000
M1             0.000         0.000        -0.100         1.000         0.000
M2             0.000         0.000         0.000        -0.100         1.000
M3             0.000         0.000         0.000         0.000        -0.100
M4             0.000         0.000         0.000         0.000         0.000
M5             0.500         0.000         0.000         0.000         0.000
Y0             0.000         0.000         0.000         0.000         0.000
Y1             0.000         0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

BETA
Y3            Y4            Y5
________      ________      ________
I              0.000         0.000         0.000
S              0.000         0.000         0.000
M1             0.000         0.000         0.000
M2             0.000         0.000         0.000
M3             1.000         0.000         0.000
M4            -0.100         1.000         0.000
M5             0.000        -0.100         1.000
Y0             0.000         0.000         0.000
Y1             0.000         0.000         0.000
Y2             0.000         0.000         0.000
Y3             0.000         0.000         0.000
Y4             0.000         0.000         0.000
Y5             0.000         0.000         0.000

PSI
I             S             M1            M2            M3
________      ________      ________      ________      ________
I              0.250
S              0.000         0.100
M1             0.000         0.000         0.000
M2             0.000         0.000         0.000         0.000
M3             0.000         0.000         0.000         0.000         0.000
M4             0.000         0.000         0.000         0.000         0.000
M5             0.000         0.000         0.000         0.000         0.000
Y0             0.000         0.000         0.000         0.000         0.000
Y1             0.000         0.000         0.000         0.000         0.000
Y2             0.000         0.000         0.000         0.000         0.000
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

PSI
M4            M5            Y0            Y1            Y2
________      ________      ________      ________      ________
M4             0.000
M5             0.000         0.000
Y0             0.000         0.000         0.400
Y1             0.000         0.000         0.000         0.400
Y2             0.000         0.000         0.000         0.000         0.350
Y3             0.000         0.000         0.000         0.000         0.000
Y4             0.000         0.000         0.000         0.000         0.000
Y5             0.000         0.000         0.000         0.000         0.000

PSI
Y3            Y4            Y5
________      ________      ________
Y3             0.300
Y4             0.000         0.400
Y5             0.000         0.000         0.500

TECHNICAL 9 OUTPUT

Error messages for each replication (if any)

SAVEDATA INFORMATION

Order of variables

M1
M2
M3
M4
M5
Y0
Y1
Y2
Y3
Y4
Y5

Save file
ex11.4.dat

Save file format           Free
Save file record length    10000
Missing designated by 999

Beginning Time:  03:26:44
Ending Time:  03:27:13
Elapsed Time:  00:00:29

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