Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:00 PM

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;




INPUT READING TERMINATED NORMALLY




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                                 125
  Dimensions of numerical integration                            5
  Adaptive quadrature                                           ON
  Monte Carlo integration seed                                   0
Link                                                         LOGIT
Cholesky                                                       OFF


SUMMARY OF DATA FOR THE FIRST REPLICATION

     Number of missing data patterns            32


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
              ________      ________      ________      ________      ________
 1              2.038         0.920        -0.137        -1.176        -2.237


           Means
              Y5
              ________
 1             -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                             -8271.619
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -8271.619      -8271.619
           0.980       0.000        -8271.619      -8271.619
           0.950       0.000        -8271.619      -8271.619
           0.900       0.000        -8271.619      -8271.619
           0.800       0.000        -8271.619      -8271.619
           0.700       0.000        -8271.619      -8271.619
           0.500       0.000        -8271.619      -8271.619
           0.300       0.000        -8271.619      -8271.619
           0.200       0.000        -8271.619      -8271.619
           0.100       0.000        -8271.619      -8271.619
           0.050       0.000        -8271.619      -8271.619
           0.020       0.000        -8271.619      -8271.619
           0.010       0.000        -8271.619      -8271.619

Information Criteria

    Akaike (AIC)

        Mean                             16579.238
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        16579.238      16579.238
           0.980       0.000        16579.238      16579.238
           0.950       0.000        16579.238      16579.238
           0.900       0.000        16579.238      16579.238
           0.800       0.000        16579.238      16579.238
           0.700       0.000        16579.238      16579.238
           0.500       0.000        16579.238      16579.238
           0.300       0.000        16579.238      16579.238
           0.200       0.000        16579.238      16579.238
           0.100       0.000        16579.238      16579.238
           0.050       0.000        16579.238      16579.238
           0.020       0.000        16579.238      16579.238
           0.010       0.000        16579.238      16579.238

    Bayesian (BIC)

        Mean                             16667.578
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        16667.578      16667.578
           0.980       0.000        16667.578      16667.578
           0.950       0.000        16667.578      16667.578
           0.900       0.000        16667.578      16667.578
           0.800       0.000        16667.578      16667.578
           0.700       0.000        16667.578      16667.578
           0.500       0.000        16667.578      16667.578
           0.300       0.000        16667.578      16667.578
           0.200       0.000        16667.578      16667.578
           0.100       0.000        16667.578      16667.578
           0.050       0.000        16667.578      16667.578
           0.020       0.000        16667.578      16667.578
           0.010       0.000        16667.578      16667.578

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

        Mean                             16610.409
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        16610.409      16610.409
           0.980       0.000        16610.409      16610.409
           0.950       0.000        16610.409      16610.409
           0.900       0.000        16610.409      16610.409
           0.800       0.000        16610.409      16610.409
           0.700       0.000        16610.409      16610.409
           0.500       0.000        16610.409      16610.409
           0.300       0.000        16610.409      16610.409
           0.200       0.000        16610.409      16610.409
           0.100       0.000        16610.409      16610.409
           0.050       0.000        16610.409      16610.409
           0.020       0.000        16610.409      16610.409
           0.010       0.000        16610.409      16610.409



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    -0.0890     0.0000     0.0649     0.8298 0.000 0.000
  Y1               1.000     1.1425     0.0000     0.0833     0.0203 1.000 1.000

 M2         ON
  Y1              -1.000    -0.0890     0.0000     0.0649     0.8298 0.000 0.000
  Y2               1.000     1.1425     0.0000     0.0833     0.0203 1.000 1.000

 M3         ON
  Y2              -1.000    -0.0890     0.0000     0.0649     0.8298 0.000 0.000
  Y3               1.000     1.1425     0.0000     0.0833     0.0203 1.000 1.000

 M4         ON
  Y3              -1.000    -0.0890     0.0000     0.0649     0.8298 0.000 0.000
  Y4               1.000     1.1425     0.0000     0.0833     0.0203 1.000 1.000

 M5         ON
  Y4              -1.000    -0.0890     0.0000     0.0649     0.8298 0.000 0.000
  Y5               1.000     1.1425     0.0000     0.0833     0.0203 1.000 1.000

 S        WITH
  I                0.000     0.0151     0.0000     0.0095     0.0002 1.000 0.000

 Means
  I                2.000     2.0393     0.0000     0.0224     0.0015 1.000 1.000
  S               -1.000    -0.9820     0.0000     0.0134     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     2.2472     0.0000     0.1232     0.0611 0.000 1.000
  M2$1             1.000     1.0132     0.0000     0.0956     0.0002 1.000 1.000
  M3$1             0.000    -0.4023     0.0000     0.0938     0.1619 0.000 1.000
  M4$1             0.000    -0.6133     0.0000     0.1102     0.3761 0.000 1.000
  M5$1            -1.000    -1.8069     0.0000     0.1472     0.6510 0.000 1.000

 Variances
  I                0.250     0.2200     0.0000     0.0241     0.0009 1.000 1.000
  S                0.100     0.1222     0.0000     0.0082     0.0005 0.000 1.000

 Residual Variances
  Y0               0.400     0.4735     0.0000     0.0307     0.0054 0.000 1.000
  Y1               0.400     0.3833     0.0000     0.0250     0.0003 1.000 1.000
  Y2               0.350     0.3595     0.0000     0.0244     0.0001 1.000 1.000
  Y3               0.300     0.2695     0.0000     0.0251     0.0009 1.000 1.000
  Y4               0.400     0.4780     0.0000     0.0418     0.0061 1.000 1.000
  Y5               0.500     0.4829     0.0000     0.0524     0.0003 1.000 1.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.174E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION


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


           NU
              M1            M2            M3            M4            M5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y0            Y1            Y2            Y3            Y4
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y5
              ________
 1                  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                  1             2             0             0             0


           ALPHA
              M4            M5            Y0            Y1            Y2
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              Y3            Y4            Y5
              ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1              2.000         1.000         0.000         0.000        -1.000


           NU
              M1            M2            M3            M4            M5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y0            Y1            Y2            Y3            Y4
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y5
              ________
 1              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
              ________      ________      ________      ________      ________
 1              2.000        -1.000         0.000         0.000         0.000


           ALPHA
              M4            M5            Y0            Y1            Y2
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              Y3            Y4            Y5
              ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              2.000         1.000         0.000         0.000        -1.000


           NU
              M1            M2            M3            M4            M5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y0            Y1            Y2            Y3            Y4
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              Y5
              ________
 1              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
              ________      ________      ________      ________      ________
 1              2.000        -1.000         0.000         0.000         0.000


           ALPHA
              M4            M5            Y0            Y1            Y2
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              Y3            Y4            Y5
              ________      ________      ________
 1              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:  22:00:11
        Ending Time:  22:00:17
       Elapsed Time:  00:00:06



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