```Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017   4:36 AM

INPUT INSTRUCTIONS

TITLE:	this is an example of modeling with data
not missing at random (NMAR) using a
pattern-mixture model
DATA:		FILE = ex11.4.dat;
VARIABLE:	NAMES = z1-z5 y0 y1-y5;
USEVARIABLES = y0-y5 d1-d5;
MISSING = ALL (999);
DATA MISSING:
NAMES = y0-y5;
TYPE = DDROPOUT;
BINARY = d1-d5;
MODEL:	i s | y0@0 y1@1 y2@2 y3@3 y4@4 y5@5;
i ON d1-d5;
s ON d3-d5;
s ON d1 (1);
s ON d2 (1);
OUTPUT:	TECH1;

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

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of dependent variables                                    6
Number of independent variables                                  5
Number of continuous latent variables                            2

Observed dependent variables

Continuous
Y0          Y1          Y2          Y3          Y4          Y5

Observed independent variables
D1          D2          D3          D4          D5

Continuous latent variables
I           S

Estimator                                                       ML
Information matrix                                        OBSERVED
Maximum number of iterations                                  1000
Convergence criterion                                    0.500D-04
Maximum number of steepest descent iterations                   20
Maximum number of iterations for H1                           2000
Convergence criterion for H1                             0.100D-03

Input data file(s)
ex11.4.dat

Input data format  FREE

SUMMARY OF DATA

Number of missing data patterns            32

COVARIANCE COVERAGE OF DATA

Minimum covariance coverage value   0.100

PROPORTION OF DATA PRESENT

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
D1             1.000         0.736         0.693         0.615         0.724
D2             1.000         0.736         0.693         0.615         0.724
D3             1.000         0.736         0.693         0.615         0.724
D4             1.000         0.736         0.693         0.615         0.724
D5             1.000         0.736         0.693         0.615         0.724

Covariance Coverage
Y5            D1            D2            D3            D4
________      ________      ________      ________      ________
Y5             0.687
D1             0.687         1.000
D2             0.687         1.000         1.000
D3             0.687         1.000         1.000         1.000
D4             0.687         1.000         1.000         1.000         1.000
D5             0.687         1.000         1.000         1.000         1.000

Covariance Coverage
D5
________
D5             1.000

UNIVARIATE SAMPLE STATISTICS

UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS

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

Y0                    2.038       0.067      -0.371    0.10%       1.306      1.816      2.017
1000.000       0.692      -0.158       4.779    0.10%       2.256      2.736
Y1                    0.900      -0.067      -1.759    0.14%       0.238      0.717      0.914
736.000       0.648       0.094       3.132    0.14%       1.083      1.553
Y2                   -0.224      -0.076      -3.059    0.14%      -1.061     -0.443     -0.234
693.000       0.969       0.081       2.838    0.14%       0.006      0.617
Y3                   -1.437      -0.149      -4.833    0.16%      -2.293     -1.670     -1.428
615.000       1.168      -0.008       1.487    0.16%      -1.133     -0.508
Y4                   -2.476      -0.154      -6.979    0.14%      -3.566     -2.734     -2.424
724.000       1.969       0.430       3.148    0.14%      -2.142     -1.315
Y5                   -3.685      -0.222      -9.753    0.15%      -4.903     -4.009     -3.650
687.000       2.383       0.737       0.907    0.15%      -3.285     -2.465
D1                    0.033       5.228       0.000   96.70%       0.000      0.000      0.000
1000.000       0.032      25.337       1.000    3.30%       0.000      0.000
D2                    0.035       5.060       0.000   96.50%       0.000      0.000      0.000
1000.000       0.034      23.608       1.000    3.50%       0.000      0.000
D3                    0.054       3.947       0.000   94.60%       0.000      0.000      0.000
1000.000       0.051      13.576       1.000    5.40%       0.000      0.000
D4                    0.040       4.695       0.000   96.00%       0.000      0.000      0.000
1000.000       0.038      20.042       1.000    4.00%       0.000      0.000
D5                    0.151       1.949       0.000   84.90%       0.000      0.000      0.000
1000.000       0.128       1.800       1.000   15.10%       0.000      0.000

THE MODEL ESTIMATION TERMINATED NORMALLY

MODEL FIT INFORMATION

Number of Free Parameters                       20

Loglikelihood

H0 Value                       -5454.840
H1 Value                       -5439.295

Information Criteria

Akaike (AIC)                   10949.679
Bayesian (BIC)                 11047.835
(n* = (n + 2) / 24)

Chi-Square Test of Model Fit

Value                             31.090
Degrees of Freedom                    37
P-Value                           0.7418

RMSEA (Root Mean Square Error Of Approximation)

Estimate                           0.000
90 Percent C.I.                    0.000  0.017
Probability RMSEA <= .05           1.000

CFI/TLI

CFI                                1.000
TLI                                1.003

Chi-Square Test of Model Fit for the Baseline Model

Value                           2249.197
Degrees of Freedom                    45
P-Value                           0.0000

SRMR (Standardized Root Mean Square Residual)

Value                              0.141

MODEL RESULTS

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

I        |
Y0                 1.000      0.000    999.000    999.000
Y1                 1.000      0.000    999.000    999.000
Y2                 1.000      0.000    999.000    999.000
Y3                 1.000      0.000    999.000    999.000
Y4                 1.000      0.000    999.000    999.000
Y5                 1.000      0.000    999.000    999.000

S        |
Y0                 0.000      0.000    999.000    999.000
Y1                 1.000      0.000    999.000    999.000
Y2                 2.000      0.000    999.000    999.000
Y3                 3.000      0.000    999.000    999.000
Y4                 4.000      0.000    999.000    999.000
Y5                 5.000      0.000    999.000    999.000

I        ON
D1                 0.543      0.145      3.754      0.000
D2                 0.309      0.140      2.213      0.027
D3                 0.509      0.109      4.650      0.000
D4                 0.123      0.119      1.033      0.302
D5                 0.211      0.063      3.335      0.001

S        ON
D3                 0.375      0.072      5.220      0.000
D4                 0.328      0.062      5.295      0.000
D5                 0.234      0.031      7.555      0.000
D1                 0.421      0.156      2.695      0.007
D2                 0.421      0.156      2.695      0.007

S        WITH
I                 -0.017      0.008     -1.970      0.049

Intercepts
Y0                 0.000      0.000    999.000    999.000
Y1                 0.000      0.000    999.000    999.000
Y2                 0.000      0.000    999.000    999.000
Y3                 0.000      0.000    999.000    999.000
Y4                 0.000      0.000    999.000    999.000
Y5                 0.000      0.000    999.000    999.000
I                  1.903      0.026     74.416      0.000
S                 -1.123      0.012    -92.386      0.000

Residual Variances
Y0                 0.465      0.030     15.513      0.000
Y1                 0.350      0.023     15.257      0.000
Y2                 0.328      0.022     15.084      0.000
Y3                 0.255      0.021     12.290      0.000
Y4                 0.447      0.034     13.101      0.000
Y5                 0.424      0.044      9.700      0.000
I                  0.207      0.023      8.935      0.000
S                  0.075      0.005     14.610      0.000

QUALITY OF NUMERICAL RESULTS

Condition Number for the Information Matrix              0.397E-03
(ratio of smallest to largest eigenvalue)

TECHNICAL 1 OUTPUT

PARAMETER SPECIFICATION

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

NU
Y5            D1            D2            D3            D4
________      ________      ________      ________      ________
0             0             0             0             0

NU
D5
________
0

LAMBDA
I             S             D1            D2            D3
________      ________      ________      ________      ________
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
D1                 0             0             0             0             0
D2                 0             0             0             0             0
D3                 0             0             0             0             0
D4                 0             0             0             0             0
D5                 0             0             0             0             0

LAMBDA
D4            D5
________      ________
Y0                 0             0
Y1                 0             0
Y2                 0             0
Y3                 0             0
Y4                 0             0
Y5                 0             0
D1                 0             0
D2                 0             0
D3                 0             0
D4                 0             0
D5                 0             0

THETA
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
Y0                 1
Y1                 0             2
Y2                 0             0             3
Y3                 0             0             0             4
Y4                 0             0             0             0             5
Y5                 0             0             0             0             0
D1                 0             0             0             0             0
D2                 0             0             0             0             0
D3                 0             0             0             0             0
D4                 0             0             0             0             0
D5                 0             0             0             0             0

THETA
Y5            D1            D2            D3            D4
________      ________      ________      ________      ________
Y5                 6
D1                 0             0
D2                 0             0             0
D3                 0             0             0             0
D4                 0             0             0             0             0
D5                 0             0             0             0             0

THETA
D5
________
D5                 0

ALPHA
I             S             D1            D2            D3
________      ________      ________      ________      ________
7             8             0             0             0

ALPHA
D4            D5
________      ________
0             0

BETA
I             S             D1            D2            D3
________      ________      ________      ________      ________
I                  0             0             9            10            11
S                  0             0            14            14            15
D1                 0             0             0             0             0
D2                 0             0             0             0             0
D3                 0             0             0             0             0
D4                 0             0             0             0             0
D5                 0             0             0             0             0

BETA
D4            D5
________      ________
I                 12            13
S                 16            17
D1                 0             0
D2                 0             0
D3                 0             0
D4                 0             0
D5                 0             0

PSI
I             S             D1            D2            D3
________      ________      ________      ________      ________
I                 18
S                 19            20
D1                 0             0             0
D2                 0             0             0             0
D3                 0             0             0             0             0
D4                 0             0             0             0             0
D5                 0             0             0             0             0

PSI
D4            D5
________      ________
D4                 0
D5                 0             0

STARTING VALUES

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

NU
Y5            D1            D2            D3            D4
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

NU
D5
________
0.000

LAMBDA
I             S             D1            D2            D3
________      ________      ________      ________      ________
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
D1             0.000         0.000         1.000         0.000         0.000
D2             0.000         0.000         0.000         1.000         0.000
D3             0.000         0.000         0.000         0.000         1.000
D4             0.000         0.000         0.000         0.000         0.000
D5             0.000         0.000         0.000         0.000         0.000

LAMBDA
D4            D5
________      ________
Y0             0.000         0.000
Y1             0.000         0.000
Y2             0.000         0.000
Y3             0.000         0.000
Y4             0.000         0.000
Y5             0.000         0.000
D1             0.000         0.000
D2             0.000         0.000
D3             0.000         0.000
D4             1.000         0.000
D5             0.000         1.000

THETA
Y0            Y1            Y2            Y3            Y4
________      ________      ________      ________      ________
Y0             0.346
Y1             0.000         0.324
Y2             0.000         0.000         0.484
Y3             0.000         0.000         0.000         0.584
Y4             0.000         0.000         0.000         0.000         0.985
Y5             0.000         0.000         0.000         0.000         0.000
D1             0.000         0.000         0.000         0.000         0.000
D2             0.000         0.000         0.000         0.000         0.000
D3             0.000         0.000         0.000         0.000         0.000
D4             0.000         0.000         0.000         0.000         0.000
D5             0.000         0.000         0.000         0.000         0.000

THETA
Y5            D1            D2            D3            D4
________      ________      ________      ________      ________
Y5             1.191
D1             0.000         0.000
D2             0.000         0.000         0.000
D3             0.000         0.000         0.000         0.000
D4             0.000         0.000         0.000         0.000         0.000
D5             0.000         0.000         0.000         0.000         0.000

THETA
D5
________
D5             0.000

ALPHA
I             S             D1            D2            D3
________      ________      ________      ________      ________
2.084        -0.942         0.033         0.035         0.054

ALPHA
D4            D5
________      ________
0.040         0.151

BETA
I             S             D1            D2            D3
________      ________      ________      ________      ________
I              0.000         0.000         0.000         0.000         0.000
S              0.000         0.000         0.000         0.000         0.000
D1             0.000         0.000         0.000         0.000         0.000
D2             0.000         0.000         0.000         0.000         0.000
D3             0.000         0.000         0.000         0.000         0.000
D4             0.000         0.000         0.000         0.000         0.000
D5             0.000         0.000         0.000         0.000         0.000

BETA
D4            D5
________      ________
I              0.000         0.000
S              0.000         0.000
D1             0.000         0.000
D2             0.000         0.000
D3             0.000         0.000
D4             0.000         0.000
D5             0.000         0.000

PSI
I             S             D1            D2            D3
________      ________      ________      ________      ________
I              0.530
S              0.000         0.232
D1             0.000         0.000         0.032
D2             0.000         0.000        -0.001         0.034
D3             0.000         0.000        -0.002        -0.002         0.051
D4             0.000         0.000        -0.001        -0.001        -0.002
D5             0.000         0.000        -0.005        -0.005        -0.008

PSI
D4            D5
________      ________
D4             0.038
D5            -0.006         0.128

Beginning Time:  04:36:27
Ending Time:  04:36:27
Elapsed Time:  00:00:00

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