Mplus VERSION 7.4
MUTHEN & MUTHEN
05/28/2016   6:40 PM

INPUT INSTRUCTIONS

  TITLE:
  	path analysis with a binary outcome and a continuous
  	mediator with missing: Monte Carlo integration
  DATA:
  	FILE = lsaydropout.dat;
  VARIABLE:
      NAMES = lsayid female mothed homeres expect mth7 mth8
  	mth9 mth10 lunch expel arrest droptht7 hisp black hsdrop
  	md710 urban tracking ntrack mothsei race mth11 mth12
  	totstud lchpart african hispan asian self worth other
  	satisf respect failure esteem problem cloctn dloctn eloctn
  	floctn gloctn hloctn iloctn jloctn kloctn lloctn drop7
  	drop8 drop9 drop10 drop11 drop12 cloc dloc eloc floc
  	gloc hloc iloc jloc kloc lloc dopout misdrop miss7
  	miss8 miss9 miss10 pat1 pat2 pat3 pat4 pat5 pat6 pat7
  	pat8 pat9 pat10 pat11 pat12 pat13 pat14 pat15 pat16 drop
  	dof12 dos11 dof11 dos10 dof10 dos9 dof9 dos8 dof8 cprob1
  	cprob2 cprob3 class expect7 expect8 expect9 expect10
  	expect11 expect12 dropot7 dropot8 dropot9 dropot10
  	dropot11 dropot12;
     !pat1-16== missing data pattern dummy
     !lloc2==dropout status at 12th grade (0=not dropout, 1=dropout)
     !expect7-12==college expectations in 7-12th grade
     !dropt7-12==thoughts of dropout in 7-12th grade
  USEV = female mothed homeres mth7 mth10
  	expel arrest hisp black hsdrop
  	expect lunch droptht7;
  IDVARIABLE = lsayid;
  MISSING = ALL(9999);
  CATEGORICAL = hsdrop;
  USEOBS = (hloc == 0 OR iloc == 0 OR jloc == 0 OR kloc == 0
               OR lloc == 0) AND mth7 NE 9999;

  define:
      center mothed homeres expect lunch (grandmean);


  ANALYSIS:
  	ESTIMATOR = ml;
      integration = montecarlo;
      bootstrap = 1000;
      processors = 8;
      link = probit;
      algorithm = em;
      cholesky = off;

  MODEL:
  	hsdrop on female mothed homeres expect
      mth7 mth10
  	lunch expel arrest droptht7 hisp black;
  	mth10 on female mothed homeres expect
      mth7
  	lunch expel arrest droptht7 hisp black;

  model indirect:
      hsdrop IND mth10 mth7(61.01 50.88);

  OUTPUT:
  	Sampstat patterns TECH1 TECH8 cinterval(bootstrap);

  Plot:
      type = plot3;




*** WARNING
  Data set contains cases with missing on x-variables.
  These cases were not included in the analysis.
  Number of cases with missing on x-variables:  685
   1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS




path analysis with a binary outcome and a continuous
mediator with missing: Monte Carlo integration

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2213

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

Observed dependent variables

  Continuous
   MTH10

  Binary and ordered categorical (ordinal)
   HSDROP

Observed independent variables
   FEMALE      MOTHED      HOMERES     MTH7        EXPEL       ARREST
   HISP        BLACK       EXPECT      LUNCH       DROPTHT7

Variables with special functions

  ID variable           LSAYID

  Centering (GRANDMEAN)
   MOTHED      HOMERES     EXPECT      LUNCH


Estimator                                                       ML
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                            10
  Minimum value for logit thresholds                           -10
  Minimum expected cell size for chi-square              0.100D-01
Maximum number of iterations for H1                           2000
Convergence criterion for H1                             0.100D-03
Number of bootstrap draws
    Requested                                                 1000
    Completed                                                 1000
Optimization algorithm                                          EM
Integration Specifications
  Type                                                  MONTECARLO
  Number of integration points                                 250
  Dimensions of numerical integration                            1
  Adaptive quadrature                                           ON
  Monte Carlo integration seed                                   0
Link                                                        PROBIT
Cholesky                                                       OFF

Input data file(s)
  lsaydropout.dat
Input data format  FREE


SUMMARY OF DATA

     Number of missing data patterns             2
     Number of y missing data patterns           2
     Number of u missing data patterns           1


SUMMARY OF MISSING DATA PATTERNS


     MISSING DATA PATTERNS FOR Y (x = not missing)

           1  2
 MTH10     x
 FEMALE    x  x
 MOTHED    x  x
 HOMERES   x  x
 MTH7      x  x
 EXPEL     x  x
 ARREST    x  x
 HISP      x  x
 BLACK     x  x
 EXPECT    x  x
 LUNCH     x  x
 DROPTHT7  x  x


     MISSING DATA PATTERN FREQUENCIES FOR Y

    Pattern   Frequency     Pattern   Frequency
          1        1639           2         574


COVARIANCE COVERAGE OF DATA

Minimum covariance coverage value   0.100


     PROPORTION OF DATA PRESENT FOR Y


           Covariance Coverage
              MTH10         FEMALE        MOTHED        HOMERES       MTH7
              ________      ________      ________      ________      ________
 MTH10          0.741
 FEMALE         0.741         1.000
 MOTHED         0.741         1.000         1.000
 HOMERES        0.741         1.000         1.000         1.000
 MTH7           0.741         1.000         1.000         1.000         1.000
 EXPEL          0.741         1.000         1.000         1.000         1.000
 ARREST         0.741         1.000         1.000         1.000         1.000
 HISP           0.741         1.000         1.000         1.000         1.000
 BLACK          0.741         1.000         1.000         1.000         1.000
 EXPECT         0.741         1.000         1.000         1.000         1.000
 LUNCH          0.741         1.000         1.000         1.000         1.000
 DROPTHT7       0.741         1.000         1.000         1.000         1.000


           Covariance Coverage
              EXPEL         ARREST        HISP          BLACK         EXPECT
              ________      ________      ________      ________      ________
 EXPEL          1.000
 ARREST         1.000         1.000
 HISP           1.000         1.000         1.000
 BLACK          1.000         1.000         1.000         1.000
 EXPECT         1.000         1.000         1.000         1.000         1.000
 LUNCH          1.000         1.000         1.000         1.000         1.000
 DROPTHT7       1.000         1.000         1.000         1.000         1.000


           Covariance Coverage
              LUNCH         DROPTHT7
              ________      ________
 LUNCH          1.000
 DROPTHT7       1.000         1.000


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    HSDROP
      Category 1    0.910         2014.000
      Category 2    0.090          199.000


SAMPLE STATISTICS


     ESTIMATED SAMPLE STATISTICS


           Means
              MTH10         FEMALE        MOTHED        HOMERES       MTH7
              ________      ________      ________      ________      ________
 1             62.671         0.491         0.000         0.000        50.699


           Means
              EXPEL         ARREST        HISP          BLACK         EXPECT
              ________      ________      ________      ________      ________
 1              0.079         0.047         0.086         0.111         0.000


           Means
              LUNCH         DROPTHT7
              ________      ________
 1              0.000         0.044


           Covariances
              MTH10         FEMALE        MOTHED        HOMERES       MTH7
              ________      ________      ________      ________      ________
 MTH10        182.760
 FEMALE         0.204         0.250
 MOTHED         3.977        -0.025         1.017
 HOMERES        8.121        -0.068         0.419         2.730
 MTH7         106.131         0.340         3.011         5.820       100.114
 EXPEL         -0.649        -0.020        -0.019        -0.041        -0.434
 ARREST        -0.446        -0.015         0.000        -0.008        -0.273
 HISP          -0.445        -0.003        -0.023        -0.035        -0.346
 BLACK         -0.854         0.002        -0.030        -0.122        -0.680
 EXPECT         7.040         0.074         0.379         0.630         4.776
 LUNCH        -81.076        -0.136        -3.921        -8.408       -57.208
 DROPTHT7      -0.434        -0.007        -0.008        -0.022        -0.313


           Covariances
              EXPEL         ARREST        HISP          BLACK         EXPECT
              ________      ________      ________      ________      ________
 EXPEL          0.072
 ARREST         0.010         0.045
 HISP           0.002         0.000         0.079
 BLACK          0.009        -0.001        -0.010         0.099
 EXPECT        -0.051        -0.024        -0.034         0.008         1.877
 LUNCH          0.884         0.150         0.688         2.001        -2.730
 DROPTHT7       0.011         0.007         0.001         0.001        -0.044


           Covariances
              LUNCH         DROPTHT7
              ________      ________
 LUNCH        417.226
 DROPTHT7       0.086         0.042


           Correlations
              MTH10         FEMALE        MOTHED        HOMERES       MTH7
              ________      ________      ________      ________      ________
 MTH10          1.000
 FEMALE         0.030         1.000
 MOTHED         0.292        -0.050         1.000
 HOMERES        0.364        -0.082         0.251         1.000
 MTH7           0.785         0.068         0.298         0.352         1.000
 EXPEL         -0.178        -0.146        -0.068        -0.091        -0.161
 ARREST        -0.155        -0.143         0.002        -0.022        -0.128
 HISP          -0.117        -0.022        -0.081        -0.076        -0.123
 BLACK         -0.201         0.015        -0.096        -0.235        -0.216
 EXPECT         0.380         0.109         0.274         0.278         0.348
 LUNCH         -0.294        -0.013        -0.190        -0.249        -0.280
 DROPTHT7      -0.156        -0.066        -0.039        -0.065        -0.152


           Correlations
              EXPEL         ARREST        HISP          BLACK         EXPECT
              ________      ________      ________      ________      ________
 EXPEL          1.000
 ARREST         0.172         1.000
 HISP           0.030         0.000         1.000
 BLACK          0.105        -0.011        -0.109         1.000
 EXPECT        -0.138        -0.084        -0.088         0.018         1.000
 LUNCH          0.161         0.035         0.120         0.312        -0.098
 DROPTHT7       0.198         0.159         0.012         0.015        -0.158


           Correlations
              LUNCH         DROPTHT7
              ________      ________
 LUNCH          1.000
 DROPTHT7       0.021         1.000


     MAXIMUM LOG-LIKELIHOOD VALUE FOR THE UNRESTRICTED (H1) MODEL IS -36016.396


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

     MTH10                63.440      -0.298      30.490    0.06%      51.290     61.620     65.110
            1639.000     183.962      -0.444      95.170    0.31%      68.150     74.990
     FEMALE                0.491       0.037       0.000   50.93%       0.000      0.000      0.000
            2213.000       0.250      -1.999       1.000   49.07%       1.000      1.000
     MOTHED                0.000       1.081      -1.334   13.83%      -0.334     -0.334     -0.334
            2213.000       1.017       0.600       2.666    4.61%      -0.334      0.666
     HOMERES               0.000      -0.162      -3.166    7.73%      -1.166     -0.166     -0.166
            2213.000       2.730      -0.666       2.834    8.86%       0.834      1.834
     MTH7                 50.699       0.141      27.280    0.05%      41.430     47.350     50.530
            2213.000     100.114      -0.602      82.490    0.05%      53.510     59.750
     EXPEL                 0.079       3.131       0.000   92.14%       0.000      0.000      0.000
            2213.000       0.072       7.804       1.000    7.86%       0.000      0.000
     ARREST                0.047       4.257       0.000   95.26%       0.000      0.000      0.000
            2213.000       0.045      16.126       1.000    4.74%       0.000      0.000
     HISP                  0.086       2.946       0.000   91.37%       0.000      0.000      0.000
            2213.000       0.079       6.681       1.000    8.63%       0.000      0.000
     BLACK                 0.111       2.474       0.000   88.88%       0.000      0.000      0.000
            2213.000       0.099       4.121       1.000   11.12%       0.000      0.000
     EXPECT                0.000      -0.427      -3.066    5.87%      -1.066     -0.066     -0.066
            2213.000       1.877      -0.383       1.934   17.08%      -0.066      0.934
     LUNCH                 0.000       1.101     -22.099    1.76%     -18.099    -11.099     -7.099
            2213.000     417.226       0.559      62.901    1.81%       0.901     19.901
     DROPTHT7              0.044       4.430       0.000   95.57%       0.000      0.000      0.000
            2213.000       0.042      17.628       1.000    4.43%       0.000      0.000


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       26

Loglikelihood

          H0 Value                       -6322.309

Information Criteria

          Akaike (AIC)                   12696.618
          Bayesian (BIC)                 12844.873
          Sample-Size Adjusted BIC       12762.267
            (n* = (n + 2) / 24)



MODEL RESULTS

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

 HSDROP     ON
    FEMALE             0.167      0.085      1.959      0.050
    MOTHED            -0.111      0.053     -2.082      0.037
    HOMERES           -0.050      0.026     -1.949      0.051
    EXPECT            -0.118      0.035     -3.374      0.001
    MTH7              -0.005      0.008     -0.612      0.541
    MTH10             -0.016      0.006     -2.769      0.006
    LUNCH              0.003      0.002      1.499      0.134
    EXPEL              0.568      0.128      4.439      0.000
    ARREST             0.018      0.177      0.101      0.920
    DROPTHT7           0.397      0.165      2.411      0.016
    HISP              -0.036      0.151     -0.237      0.813
    BLACK              0.024      0.129      0.184      0.854

 MTH10      ON
    FEMALE            -0.970      0.431     -2.252      0.024
    MOTHED             0.339      0.215      1.574      0.116
    HOMERES            0.481      0.146      3.285      0.001
    EXPECT             1.018      0.178      5.718      0.000
    MTH7               0.927      0.026     35.216      0.000
    LUNCH             -0.039      0.011     -3.477      0.001
    EXPEL             -1.432      1.034     -1.385      0.166
    ARREST            -3.333      1.493     -2.233      0.026
    DROPTHT7          -1.105      1.338     -0.826      0.409
    HISP              -0.634      0.739     -0.858      0.391
    BLACK             -0.778      0.743     -1.048      0.295

 Intercepts
    MTH10             16.620      1.463     11.360      0.000

 Thresholds
    HSDROP$1           0.416      0.283      1.470      0.142

 Residual Variances
    MTH10             64.978      2.563     25.348      0.000


TOTAL, TOTAL INDIRECT, SPECIFIC INDIRECT, AND DIRECT EFFECTS FOR LATENT RESPONSE VARIABLES


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

Effects from MTH7 to HSDROP

  Indirect            -0.154      0.056     -2.770      0.006
  Direct effect       -0.047      0.076     -0.612      0.541


TOTAL, INDIRECT, AND DIRECT EFFECTS BASED ON COUNTERFACTUALS (CAUSALLY-DEFINED EFFECTS)


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

Effects from MTH7 to HSDROP

  Tot natural IE      -0.012      0.005     -2.245      0.025
  Pure natural DE     -0.004      0.007     -0.650      0.515
  Total effect        -0.016      0.004     -4.397      0.000

 Odds ratios for binary Y

  Tot natural IE       0.705      0.087      8.149      0.000
  Pure natural DE      0.903      0.154      5.844      0.000
  Total effect         0.637      0.081      7.876      0.000

 Other effects

  Pure natural IE     -0.013      0.004     -2.997      0.003
  Tot natural DE      -0.003      0.005     -0.632      0.527
  Total effect        -0.016      0.004     -4.397      0.000

 Odds ratios for other effects for binary Y

  Pure natural IE      0.709      0.089      7.955      0.000
  Tot natural DE       0.898      0.162      5.554      0.000
  Total effect         0.637      0.081      7.876      0.000


CONFIDENCE INTERVALS OF MODEL RESULTS

                  Lower .5%  Lower 2.5%    Lower 5%    Estimate    Upper 5%  Upper 2.5%   Upper .5%

 HSDROP   ON
    FEMALE          -0.065      -0.003       0.030       0.167       0.312       0.331       0.390
    MOTHED          -0.264      -0.227      -0.206      -0.111      -0.032      -0.019       0.018
    HOMERES         -0.115      -0.103      -0.095      -0.050      -0.013      -0.005       0.010
    EXPECT          -0.211      -0.186      -0.173      -0.118      -0.061      -0.050      -0.026
    MTH7            -0.024      -0.019      -0.018      -0.005       0.008       0.009       0.015
    MTH10           -0.033      -0.028      -0.027      -0.016      -0.007      -0.005      -0.001
    LUNCH           -0.002      -0.001       0.000       0.003       0.006       0.007       0.008
    EXPEL            0.225       0.309       0.355       0.568       0.779       0.809       0.890
    ARREST          -0.506      -0.369      -0.321       0.018       0.275       0.328       0.441
    DROPTHT7        -0.063       0.053       0.125       0.397       0.667       0.707       0.823
    HISP            -0.521      -0.363      -0.303      -0.036       0.185       0.228       0.320
    BLACK           -0.355      -0.250      -0.185       0.024       0.240       0.267       0.327

 MTH10    ON
    FEMALE          -2.105      -1.804      -1.664      -0.970      -0.265      -0.143       0.140
    MOTHED          -0.177      -0.082      -0.012       0.339       0.687       0.772       0.912
    HOMERES          0.090       0.184       0.236       0.481       0.712       0.760       0.912
    EXPECT           0.552       0.672       0.738       1.018       1.314       1.361       1.464
    MTH7             0.860       0.875       0.882       0.927       0.968       0.975       1.001
    LUNCH           -0.066      -0.060      -0.057      -0.039      -0.021      -0.016      -0.012
    EXPEL           -4.235      -3.521      -3.241      -1.432       0.213       0.453       1.090
    ARREST          -7.043      -6.235      -5.910      -3.333      -0.885      -0.334       0.293
    DROPTHT7        -4.348      -3.625      -3.280      -1.105       1.211       1.578       2.618
    HISP            -2.603      -2.065      -1.876      -0.634       0.535       0.801       1.265
    BLACK           -2.822      -2.193      -2.009      -0.778       0.433       0.704       1.170

 Intercepts
    MTH10           12.376      13.843      14.333      16.620      19.107      19.520      20.165

 Thresholds
    HSDROP$1         0.416       0.416       0.416       0.416       0.416       0.416       0.416

 Residual Variances
    MTH10           58.279      59.730      60.573      64.978      68.848      69.785      71.477


CONFIDENCE INTERVALS OF TOTAL, TOTAL INDIRECT, SPECIFIC INDIRECT, AND DIRECT EFFECTS FOR LATENT RESPONSE VARIABLES


                  Lower .5%  Lower 2.5%    Lower 5%    Estimate    Upper 5%  Upper 2.5%   Upper .5%

Effects from MTH7 to HSDROP

  Indirect          -0.318      -0.270      -0.248      -0.154      -0.066      -0.049      -0.008
  Direct effect     -0.246      -0.196      -0.179      -0.047       0.077       0.093       0.148


CONFIDENCE INTERVALS OF TOTAL, INDIRECT, AND DIRECT EFFECTS BASED ON COUNTERFACTUALS (CAUSALLY-DEFINED EFFECTS)


                  Lower .5%  Lower 2.5%    Lower 5%    Estimate    Upper 5%  Upper 2.5%   Upper .5%

Effects from MTH7 to HSDROP

  Tot natural IE    -0.029      -0.024      -0.021      -0.012      -0.004      -0.003      -0.001
  Pure natural DE   -0.018      -0.015      -0.014      -0.004       0.008       0.010       0.016
  Total effect      -0.027      -0.023      -0.022      -0.016      -0.010      -0.009      -0.006

 Odds ratios for binary Y

  Tot natural IE     0.505       0.557       0.576       0.705       0.857       0.893       0.980
  Pure natural DE    0.575       0.633       0.663       0.903       1.180       1.217       1.358
  Total effect       0.437       0.481       0.510       0.637       0.767       0.799       0.844

 Other effects

  Pure natural IE   -0.024      -0.021      -0.020      -0.013      -0.006      -0.004      -0.001
  Tot natural DE    -0.017      -0.013      -0.012      -0.003       0.005       0.007       0.010
  Total effect      -0.027      -0.023      -0.022      -0.016      -0.010      -0.009      -0.006

 Odds ratios for other effects for binary Y

  Pure natural IE    0.488       0.553       0.572       0.709       0.861       0.896       0.981
  Tot natural DE     0.568       0.626       0.655       0.898       1.194       1.239       1.391
  Total effect       0.437       0.481       0.510       0.637       0.767       0.799       0.844


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION


           TAU
              HSDROP$1
              ________
 1                 26


           NU
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 HSDROP             0             0             0             0             0
 MTH10              0             0             0             0             0
 FEMALE             0             0             0             0             0
 MOTHED             0             0             0             0             0
 HOMERES            0             0             0             0             0
 MTH7               0             0             0             0             0
 EXPEL              0             0             0             0             0
 ARREST             0             0             0             0             0
 HISP               0             0             0             0             0
 BLACK              0             0             0             0             0
 EXPECT             0             0             0             0             0
 LUNCH              0             0             0             0             0
 DROPTHT7           0             0             0             0             0


           LAMBDA
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 HSDROP             0             0             0             0             0
 MTH10              0             0             0             0             0
 FEMALE             0             0             0             0             0
 MOTHED             0             0             0             0             0
 HOMERES            0             0             0             0             0
 MTH7               0             0             0             0             0
 EXPEL              0             0             0             0             0
 ARREST             0             0             0             0             0
 HISP               0             0             0             0             0
 BLACK              0             0             0             0             0
 EXPECT             0             0             0             0             0
 LUNCH              0             0             0             0             0
 DROPTHT7           0             0             0             0             0


           LAMBDA
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 HSDROP             0             0             0
 MTH10              0             0             0
 FEMALE             0             0             0
 MOTHED             0             0             0
 HOMERES            0             0             0
 MTH7               0             0             0
 EXPEL              0             0             0
 ARREST             0             0             0
 HISP               0             0             0
 BLACK              0             0             0
 EXPECT             0             0             0
 LUNCH              0             0             0
 DROPTHT7           0             0             0


           THETA
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 HSDROP             0
 MTH10              0             0
 FEMALE             0             0             0
 MOTHED             0             0             0             0
 HOMERES            0             0             0             0             0
 MTH7               0             0             0             0             0
 EXPEL              0             0             0             0             0
 ARREST             0             0             0             0             0
 HISP               0             0             0             0             0
 BLACK              0             0             0             0             0
 EXPECT             0             0             0             0             0
 LUNCH              0             0             0             0             0
 DROPTHT7           0             0             0             0             0


           THETA
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 MTH7               0
 EXPEL              0             0
 ARREST             0             0             0
 HISP               0             0             0             0
 BLACK              0             0             0             0             0
 EXPECT             0             0             0             0             0
 LUNCH              0             0             0             0             0
 DROPTHT7           0             0             0             0             0


           THETA
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 EXPECT             0
 LUNCH              0             0
 DROPTHT7           0             0             0


           ALPHA
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 1                  0             1             0             0             0


           ALPHA
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 1                  0             0             0


           BETA
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 HSDROP             0             2             3             4             5
 MTH10              0             0            14            15            16
 FEMALE             0             0             0             0             0
 MOTHED             0             0             0             0             0
 HOMERES            0             0             0             0             0
 MTH7               0             0             0             0             0
 EXPEL              0             0             0             0             0
 ARREST             0             0             0             0             0
 HISP               0             0             0             0             0
 BLACK              0             0             0             0             0
 EXPECT             0             0             0             0             0
 LUNCH              0             0             0             0             0
 DROPTHT7           0             0             0             0             0


           BETA
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 HSDROP             6             7             8             9            10
 MTH10             17            18            19            20            21
 FEMALE             0             0             0             0             0
 MOTHED             0             0             0             0             0
 HOMERES            0             0             0             0             0
 MTH7               0             0             0             0             0
 EXPEL              0             0             0             0             0
 ARREST             0             0             0             0             0
 HISP               0             0             0             0             0
 BLACK              0             0             0             0             0
 EXPECT             0             0             0             0             0
 LUNCH              0             0             0             0             0
 DROPTHT7           0             0             0             0             0


           BETA
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 HSDROP            11            12            13
 MTH10             22            23            24
 FEMALE             0             0             0
 MOTHED             0             0             0
 HOMERES            0             0             0
 MTH7               0             0             0
 EXPEL              0             0             0
 ARREST             0             0             0
 HISP               0             0             0
 BLACK              0             0             0
 EXPECT             0             0             0
 LUNCH              0             0             0
 DROPTHT7           0             0             0


           PSI
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 HSDROP             0
 MTH10              0            25
 FEMALE             0             0             0
 MOTHED             0             0             0             0
 HOMERES            0             0             0             0             0
 MTH7               0             0             0             0             0
 EXPEL              0             0             0             0             0
 ARREST             0             0             0             0             0
 HISP               0             0             0             0             0
 BLACK              0             0             0             0             0
 EXPECT             0             0             0             0             0
 LUNCH              0             0             0             0             0
 DROPTHT7           0             0             0             0             0


           PSI
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 MTH7               0
 EXPEL              0             0
 ARREST             0             0             0
 HISP               0             0             0             0
 BLACK              0             0             0             0             0
 EXPECT             0             0             0             0             0
 LUNCH              0             0             0             0             0
 DROPTHT7           0             0             0             0             0


           PSI
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 EXPECT             0
 LUNCH              0             0
 DROPTHT7           0             0             0


     STARTING VALUES


           TAU
              HSDROP$1
              ________
 1              1.286


           NU
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 HSDROP         1.000         0.000         0.000         0.000         0.000
 MTH10          0.000         1.000         0.000         0.000         0.000
 FEMALE         0.000         0.000         1.000         0.000         0.000
 MOTHED         0.000         0.000         0.000         1.000         0.000
 HOMERES        0.000         0.000         0.000         0.000         1.000
 MTH7           0.000         0.000         0.000         0.000         0.000
 EXPEL          0.000         0.000         0.000         0.000         0.000
 ARREST         0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 EXPECT         0.000         0.000         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000         0.000         0.000


           LAMBDA
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 HSDROP         0.000         0.000         0.000         0.000         0.000
 MTH10          0.000         0.000         0.000         0.000         0.000
 FEMALE         0.000         0.000         0.000         0.000         0.000
 MOTHED         0.000         0.000         0.000         0.000         0.000
 HOMERES        0.000         0.000         0.000         0.000         0.000
 MTH7           1.000         0.000         0.000         0.000         0.000
 EXPEL          0.000         1.000         0.000         0.000         0.000
 ARREST         0.000         0.000         1.000         0.000         0.000
 HISP           0.000         0.000         0.000         1.000         0.000
 BLACK          0.000         0.000         0.000         0.000         1.000
 EXPECT         0.000         0.000         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000         0.000         0.000


           LAMBDA
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 HSDROP         0.000         0.000         0.000
 MTH10          0.000         0.000         0.000
 FEMALE         0.000         0.000         0.000
 MOTHED         0.000         0.000         0.000
 HOMERES        0.000         0.000         0.000
 MTH7           0.000         0.000         0.000
 EXPEL          0.000         0.000         0.000
 ARREST         0.000         0.000         0.000
 HISP           0.000         0.000         0.000
 BLACK          0.000         0.000         0.000
 EXPECT         1.000         0.000         0.000
 LUNCH          0.000         1.000         0.000
 DROPTHT7       0.000         0.000         1.000


           THETA
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 HSDROP         0.000
 MTH10          0.000         0.000
 FEMALE         0.000         0.000         0.000
 MOTHED         0.000         0.000         0.000         0.000
 HOMERES        0.000         0.000         0.000         0.000         0.000
 MTH7           0.000         0.000         0.000         0.000         0.000
 EXPEL          0.000         0.000         0.000         0.000         0.000
 ARREST         0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 EXPECT         0.000         0.000         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000         0.000         0.000


           THETA
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 MTH7           0.000
 EXPEL          0.000         0.000
 ARREST         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 EXPECT         0.000         0.000         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000         0.000         0.000


           THETA
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 EXPECT         0.000
 LUNCH          0.000         0.000
 DROPTHT7       0.000         0.000         0.000


           ALPHA
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 1              0.000        63.440         0.000         0.000         0.000


           ALPHA
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 HSDROP         0.000         0.000         0.000         0.000         0.000
 MTH10          0.000         0.000         0.000         0.000         0.000
 FEMALE         0.000         0.000         0.000         0.000         0.000
 MOTHED         0.000         0.000         0.000         0.000         0.000
 HOMERES        0.000         0.000         0.000         0.000         0.000
 MTH7           0.000         0.000         0.000         0.000         0.000
 EXPEL          0.000         0.000         0.000         0.000         0.000
 ARREST         0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 EXPECT         0.000         0.000         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000         0.000         0.000


           BETA
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 HSDROP         0.000         0.000         0.000         0.000         0.000
 MTH10          0.000         0.000         0.000         0.000         0.000
 FEMALE         0.000         0.000         0.000         0.000         0.000
 MOTHED         0.000         0.000         0.000         0.000         0.000
 HOMERES        0.000         0.000         0.000         0.000         0.000
 MTH7           0.000         0.000         0.000         0.000         0.000
 EXPEL          0.000         0.000         0.000         0.000         0.000
 ARREST         0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 EXPECT         0.000         0.000         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000         0.000         0.000


           BETA
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 HSDROP         0.000         0.000         0.000
 MTH10          0.000         0.000         0.000
 FEMALE         0.000         0.000         0.000
 MOTHED         0.000         0.000         0.000
 HOMERES        0.000         0.000         0.000
 MTH7           0.000         0.000         0.000
 EXPEL          0.000         0.000         0.000
 ARREST         0.000         0.000         0.000
 HISP           0.000         0.000         0.000
 BLACK          0.000         0.000         0.000
 EXPECT         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000


           PSI
              HSDROP        MTH10         FEMALE        MOTHED        HOMERES
              ________      ________      ________      ________      ________
 HSDROP         1.000
 MTH10          0.000        91.981
 FEMALE         0.000         0.000         0.125
 MOTHED         0.000         0.000         0.000         0.508
 HOMERES        0.000         0.000         0.000         0.000         1.365
 MTH7           0.000         0.000         0.000         0.000         0.000
 EXPEL          0.000         0.000         0.000         0.000         0.000
 ARREST         0.000         0.000         0.000         0.000         0.000
 HISP           0.000         0.000         0.000         0.000         0.000
 BLACK          0.000         0.000         0.000         0.000         0.000
 EXPECT         0.000         0.000         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000         0.000         0.000


           PSI
              MTH7          EXPEL         ARREST        HISP          BLACK
              ________      ________      ________      ________      ________
 MTH7          50.057
 EXPEL          0.000         0.036
 ARREST         0.000         0.000         0.023
 HISP           0.000         0.000         0.000         0.039
 BLACK          0.000         0.000         0.000         0.000         0.049
 EXPECT         0.000         0.000         0.000         0.000         0.000
 LUNCH          0.000         0.000         0.000         0.000         0.000
 DROPTHT7       0.000         0.000         0.000         0.000         0.000


           PSI
              EXPECT        LUNCH         DROPTHT7
              ________      ________      ________
 EXPECT         0.938
 LUNCH          0.000       208.613
 DROPTHT7       0.000         0.000         0.021


TECHNICAL 8 OUTPUT


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.75208081D+04    0.0000000    0.0000000  EM
              2 -0.64477054D+04 1073.1027056    0.1426845  EM
              3 -0.63375340D+04  110.1713675    0.0170869  EM
              4 -0.63239986D+04   13.5354830    0.0021358  EM
              5 -0.63225210D+04    1.4775063    0.0002336  EM
              6 -0.63223430D+04    0.1780446    0.0000282  EM
              7 -0.63223160D+04    0.0269524    0.0000043  EM
              8 -0.63223108D+04    0.0052755    0.0000008  EM
              9 -0.63223095D+04    0.0013061    0.0000002  EM
             10 -0.63223091D+04    0.0003895    0.0000001  EM


PLOT INFORMATION

The following plots are available:

  Histograms (sample values)
  Scatterplots (sample values)
  Sample proportions
  Bootstrap distributions

DIAGRAM INFORMATION

  Use View Diagram under the Diagram menu in the Mplus Editor to view the diagram.
  If running Mplus from the Mplus Diagrammer, the diagram opens automatically.

  Diagram output
    c:\users\bengt 2013\documents\bengt\mplus runs\a book - topic 1 mplus runs\2016 book runs\chapte

     Beginning Time:  18:40:57
        Ending Time:  19:00:10
       Elapsed Time:  00:19:13



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