Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:57 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of mixture randomized
  	trials modeling using CACE estimation with
  	missing data on the latent class indicator
  DATA:	FILE IS ex7.24.dat;
  VARIABLE:	NAMES ARE u y x1 x2 c;
  	USEVARIABLES ARE u-x2;
  	CLASSES = c (2);
  	CATEGORICAL = u;
  	MISSING = u (999);
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:	
  	%OVERALL%
  	y ON x1 x2;
  	c ON x1;

  	%c#1%
  	[u$1@15];
  	[y];
  	y;
  	y ON x2@0;

  	%c#2%
  	[u$1@-15];
  	[y*.5];
  	y;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of mixture randomized
trials modeling using CACE estimation with
missing data on the latent class indicator

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of dependent variables                                    2
Number of independent variables                                  2
Number of continuous latent variables                            0
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   Y

  Binary and ordered categorical (ordinal)
   U

Observed independent variables
   X1          X2

Categorical latent variables
   C


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-06
    Relative loglikelihood change                        0.100D-06
    Derivative                                           0.100D-05
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-05
  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-05
  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
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Link                                                         LOGIT

Input data file(s)
  ex7.24.dat
Input data format  FREE


SUMMARY OF DATA

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


COVARIANCE COVERAGE OF DATA

Minimum covariance coverage value   0.100


     PROPORTION OF DATA PRESENT


           Covariance Coverage
              U             Y             X1            X2
              ________      ________      ________      ________
 U              0.494
 Y              0.494         1.000
 X1             0.494         1.000         1.000
 X2             0.494         1.000         1.000         1.000


     PROPORTION OF DATA PRESENT FOR U


           Covariance Coverage
              U
              ________
 U              0.494


     PROPORTION OF DATA PRESENT FOR Y


           Covariance Coverage
              Y             X1            X2
              ________      ________      ________
 Y              1.000
 X1             1.000         1.000
 X2             1.000         1.000         1.000


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U
      Category 1    0.437      108.000
      Category 2    0.563      139.000


RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES

Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:

            -920.329  608496           4
            -920.329  939021           8
            -920.329  903420           5
            -920.329  93468            3



THE BEST LOGLIKELIHOOD VALUE HAS BEEN REPLICATED.  RERUN WITH AT LEAST TWICE THE
RANDOM STARTS TO CHECK THAT THE BEST LOGLIKELIHOOD IS STILL OBTAINED AND REPLICATED.


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                        8

Loglikelihood

          H0 Value                        -920.329
          H0 Scaling Correction Factor      0.9713
            for MLR

Information Criteria

          Akaike (AIC)                    1856.658
          Bayesian (BIC)                  1890.375
          Sample-Size Adjusted BIC        1864.983
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes

          Pearson Chi-Square

          Value                              0.557
          Degrees of Freedom                     0
          P-Value                           0.0000

          Likelihood Ratio Chi-Square

          Value                              0.558
          Degrees of Freedom                     0
          P-Value                           0.0000

Chi-Square Test for MCAR under the Unrestricted Latent Class Indicator Model

          Pearson Chi-Square

          Value                              0.000
          Degrees of Freedom                     0
          P-Value                           1.0000

          Likelihood Ratio Chi-Square

          Value                              0.000
          Degrees of Freedom                     0
          P-Value                           1.0000



FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL

    Latent
   Classes

       1        230.45419          0.46091
       2        269.54581          0.53909


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

    Latent
   Classes

       1        230.45425          0.46091
       2        269.54575          0.53909


CLASSIFICATION QUALITY

     Entropy                         0.658


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              228          0.45600
       2              272          0.54400


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

           1        2

    1   0.881    0.119
    2   0.109    0.891


MODEL RESULTS

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

Latent Class 1

 Y          ON
    X1                 1.960      0.068     28.712      0.000
    X2                 0.000      0.000    999.000    999.000

 Intercepts
    Y                  2.123      0.117     18.131      0.000

 Thresholds
    U$1               15.000      0.000    999.000    999.000

 Residual Variances
    Y                  1.957      0.187     10.461      0.000

Latent Class 2

 Y          ON
    X1                 1.960      0.068     28.712      0.000
    X2                 0.628      0.150      4.177      0.000

 Intercepts
    Y                  2.756      0.141     19.584      0.000

 Thresholds
    U$1              -15.000      0.000    999.000    999.000

 Residual Variances
    Y                  0.975      0.087     11.170      0.000

Categorical Latent Variables

 C#1        ON
    X1                 1.541      0.205      7.503      0.000

 Intercepts
    C#1               -0.147      0.151     -0.974      0.330


RESULTS IN PROBABILITY SCALE

Latent Class 1

 U
    Category 1         1.000      0.000      0.000      1.000
    Category 2         0.000      0.000      0.000      1.000

Latent Class 2

 U
    Category 1         0.000      0.000      0.000      1.000
    Category 2         1.000      0.000      0.000      1.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class 1 Compared to Latent Class 2

 U
    Category > 1       0.000      0.000    999.000    999.000


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X1                 4.670


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X1                -1.541      0.205     -7.503      0.000

 Intercepts
    C#2                0.147      0.151      0.974      0.330


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.285E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              Y             X1            X2
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              Y             X1            X2
              ________      ________      ________
 Y                  0             0             0
 X1                 0             0             0
 X2                 0             0             0


           THETA
              Y             X1            X2
              ________      ________      ________
 Y                  0
 X1                 0             0
 X2                 0             0             0


           ALPHA
              Y             X1            X2
              ________      ________      ________
 1                  1             0             0


           BETA
              Y             X1            X2
              ________      ________      ________
 Y                  0             2             0
 X1                 0             0             0
 X2                 0             0             0


           PSI
              Y             X1            X2
              ________      ________      ________
 Y                  3
 X1                 0             0
 X2                 0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              Y             X1            X2
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              Y             X1            X2
              ________      ________      ________
 Y                  0             0             0
 X1                 0             0             0
 X2                 0             0             0


           THETA
              Y             X1            X2
              ________      ________      ________
 Y                  0
 X1                 0             0
 X2                 0             0             0


           ALPHA
              Y             X1            X2
              ________      ________      ________
 1                  4             0             0


           BETA
              Y             X1            X2
              ________      ________      ________
 Y                  0             2             5
 X1                 0             0             0
 X2                 0             0             0


           PSI
              Y             X1            X2
              ________      ________      ________
 Y                  6
 X1                 0             0
 X2                 0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U$1
              ________
 1                  0


           TAU(U) FOR LATENT CLASS 2
              U$1
              ________
 1                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                  7             0


           GAMMA(C)
              X1            X2
              ________      ________
 C#1                8             0
 C#2                0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              Y             X1            X2
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              Y             X1            X2
              ________      ________      ________
 Y              1.000         0.000         0.000
 X1             0.000         1.000         0.000
 X2             0.000         0.000         1.000


           THETA
              Y             X1            X2
              ________      ________      ________
 Y              0.000
 X1             0.000         0.000
 X2             0.000         0.000         0.000


           ALPHA
              Y             X1            X2
              ________      ________      ________
 1              0.374         0.000         0.000


           BETA
              Y             X1            X2
              ________      ________      ________
 Y              0.000         0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000


           PSI
              Y             X1            X2
              ________      ________      ________
 Y              2.301
 X1             0.000         0.521
 X2             0.000         0.000         0.125


     STARTING VALUES FOR LATENT CLASS 2


           NU
              Y             X1            X2
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              Y             X1            X2
              ________      ________      ________
 Y              1.000         0.000         0.000
 X1             0.000         1.000         0.000
 X2             0.000         0.000         1.000


           THETA
              Y             X1            X2
              ________      ________      ________
 Y              0.000
 X1             0.000         0.000
 X2             0.000         0.000         0.000


           ALPHA
              Y             X1            X2
              ________      ________      ________
 1              0.500         0.000         0.000


           BETA
              Y             X1            X2
              ________      ________      ________
 Y              0.000         0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000


           PSI
              Y             X1            X2
              ________      ________      ________
 Y              2.301
 X1             0.000         0.521
 X2             0.000         0.000         0.125


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U$1
              ________
 1             15.000


           TAU(U) FOR LATENT CLASS 2
              U$1
              ________
 1            -15.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              X1            X2
              ________      ________
 C#1            0.000         0.000
 C#2            0.000         0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18108273D+04    0.0000000    0.0000000    227.919   272.081    EM
     2 -0.94433288D+03  866.4944544    0.4785075    226.347   273.653    EM
     3 -0.92990679D+03   14.4260899    0.0152765    226.505   273.495    EM
     4 -0.92402332D+03    5.8834769    0.0063270    227.082   272.918    EM
     5 -0.92175265D+03    2.2706709    0.0024574    227.790   272.210    EM
     6 -0.92088258D+03    0.8700615    0.0009439    228.462   271.538    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49325380D+04    0.0000000    0.0000000    208.178   291.822    EM
     2 -0.99059616D+03 3941.9418538    0.7991711    213.292   286.708    EM
     3 -0.94548814D+03   45.1080241    0.0455362    220.616   279.384    EM
     4 -0.93116456D+03   14.3235766    0.0151494    223.520   276.480    EM
     5 -0.92486054D+03    6.3040238    0.0067700    225.437   274.563    EM
     6 -0.92218900D+03    2.6715417    0.0028886    226.837   273.163    EM
     7 -0.92108746D+03    1.1015358    0.0011945    227.883   272.117    EM
     8 -0.92063755D+03    0.4499085    0.0004885    228.658   271.342    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55163827D+04    0.0000000    0.0000000    111.672   388.328    EM
     2 -0.96809201D+03 4548.2906557    0.8245060    167.369   332.631    EM
     3 -0.93471348D+03   33.3785355    0.0344787    199.191   300.809    EM
     4 -0.92573944D+03    8.9740425    0.0096008    213.028   286.972    EM
     5 -0.92241431D+03    3.3251291    0.0035919    220.518   279.482    EM
     6 -0.92114456D+03    1.2697480    0.0013765    224.709   275.291    EM
     7 -0.92065247D+03    0.4920897    0.0005342    227.084   272.916    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23537805D+04    0.0000000    0.0000000    268.344   231.656    EM
     2 -0.96450086D+03 1389.2796401    0.5902333    230.571   269.429    EM
     3 -0.93499172D+03   29.5091410    0.0305952    228.655   271.345    EM
     4 -0.92548301D+03    9.5087059    0.0101698    228.332   271.668    EM
     5 -0.92208647D+03    3.3965447    0.0036700    228.577   271.423    EM
     6 -0.92090492D+03    1.1815474    0.0012814    228.991   271.009    EM
     7 -0.92051407D+03    0.3908518    0.0004244    229.395   270.605    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23294914D+04    0.0000000    0.0000000    271.476   228.524    EM
     2 -0.96735860D+03 1362.1328080    0.5847340    250.127   249.873    EM
     3 -0.93528564D+03   32.0729605    0.0331552    238.403   261.597    EM
     4 -0.92539770D+03    9.8879401    0.0105721    233.662   266.338    EM
     5 -0.92196577D+03    3.4319269    0.0037086    231.533   268.467    EM
     6 -0.92082515D+03    1.1406248    0.0012372    230.634   269.366    EM
     7 -0.92047303D+03    0.3521147    0.0003824    230.315   269.685    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34559514D+04    0.0000000    0.0000000    347.299   152.701    EM
     2 -0.96483544D+03 2491.1160039    0.7208192    286.704   213.296    EM
     3 -0.93127242D+03   33.5630202    0.0347863    255.232   244.768    EM
     4 -0.92350724D+03    7.7651777    0.0083382    242.461   257.539    EM
     5 -0.92120569D+03    2.3015566    0.0024922    236.189   263.811    EM
     6 -0.92055668D+03    0.6490063    0.0007045    233.121   266.879    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49571785D+04    0.0000000    0.0000000    184.509   315.491    EM
     2 -0.13426787D+04 3614.4997526    0.7291446    213.179   286.821    EM
     3 -0.98000235D+03  362.6763500    0.2701140    216.649   283.351    EM
     4 -0.94025384D+03   39.7485154    0.0405596    221.852   278.148    EM
     5 -0.92778640D+03   12.4674387    0.0132597    224.321   275.679    EM
     6 -0.92310231D+03    4.6840857    0.0050487    226.110   273.890    EM
     7 -0.92134935D+03    1.7529648    0.0018990    227.444   272.556    EM
     8 -0.92070333D+03    0.6460226    0.0007012    228.413   271.587    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34862303D+04    0.0000000    0.0000000    249.367   250.633    EM
     2 -0.95953200D+03 2526.6982600    0.7247652    257.197   242.803    EM
     3 -0.92410940D+03   35.4225978    0.0369165    237.056   262.944    EM
     4 -0.92166887D+03    2.4405291    0.0026410    233.081   266.919    EM
     5 -0.92082218D+03    0.8466933    0.0009187    231.251   268.749    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28019165D+04    0.0000000    0.0000000    148.908   351.092    EM
     2 -0.96636689D+03 1835.5495744    0.6551050    186.106   313.894    EM
     3 -0.93387008D+03   32.4968076    0.0336278    207.426   292.574    EM
     4 -0.92526542D+03    8.6046560    0.0092140    217.157   282.843    EM
     5 -0.92213957D+03    3.1258484    0.0033783    222.670   277.330    EM
     6 -0.92098475D+03    1.1548264    0.0012523    225.881   274.119    EM
     7 -0.92056640D+03    0.4183455    0.0004542    227.754   272.246    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.64748084D+04    0.0000000    0.0000000    123.325   376.675    EM
     2 -0.97027749D+03 5504.5308882    0.8501458    172.721   327.279    EM
     3 -0.93570802D+03   34.5694781    0.0356284    200.932   299.068    EM
     4 -0.92618202D+03    9.5259977    0.0101805    213.666   286.334    EM
     5 -0.92259438D+03    3.5876397    0.0038736    220.729   279.271    EM
     6 -0.92121190D+03    1.3824827    0.0014985    224.762   275.238    EM
     7 -0.92067608D+03    0.5358213    0.0005816    227.086   272.914    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28793141D+04    0.0000000    0.0000000    453.721    46.279    EM
     2 -0.13417475D+04 1537.5665496    0.5340045    344.403   155.597    EM
     3 -0.99451052D+03  347.2370274    0.2587946    310.502   189.498    EM
     4 -0.96863862D+03   25.8718969    0.0260147    283.248   216.752    EM
     5 -0.95376568D+03   14.8729392    0.0153545    263.752   236.248    EM
     6 -0.94300608D+03   10.7596052    0.0112812    250.068   249.932    EM
     7 -0.93490591D+03    8.1001692    0.0085897    241.171   258.829    EM
     8 -0.92879677D+03    6.1091366    0.0065345    235.672   264.328    EM
     9 -0.92464056D+03    4.1562099    0.0044748    232.413   267.587    EM
    10 -0.92230507D+03    2.3354981    0.0025258    230.666   269.334    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.40200609D+04    0.0000000    0.0000000     48.094   451.906    EM
     2 -0.15277364D+04 2492.3244443    0.6199718    130.119   369.881    EM
     3 -0.96946970D+03  558.2667354    0.3654208    176.242   323.758    EM
     4 -0.93511703D+03   34.3526700    0.0354345    202.640   297.360    EM
     5 -0.92589080D+03    9.2262326    0.0098664    214.550   285.450    EM
     6 -0.92245635D+03    3.4344470    0.0037093    221.209   278.791    EM
     7 -0.92114470D+03    1.3116492    0.0014219    225.036   274.964    EM
     8 -0.92064380D+03    0.5009061    0.0005438    227.249   272.751    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32670719D+04    0.0000000    0.0000000    498.951     1.049    EM
     2 -0.24944906D+04  772.5813711    0.2364752    437.791    62.209    EM
     3 -0.14796065D+04 1014.8840278    0.4068502    359.359   140.641    EM
     4 -0.10392117D+04  440.3948232    0.2976432    336.946   163.054    EM
     5 -0.10047732D+04   34.4385125    0.0331391    322.455   177.545    EM
     6 -0.98854195D+03   16.2312657    0.0161542    304.956   195.044    EM
     7 -0.97296301D+03   15.5789384    0.0157595    285.799   214.201    EM
     8 -0.95904135D+03   13.9216642    0.0143085    267.974   232.026    EM
     9 -0.94772065D+03   11.3206933    0.0118042    253.790   246.210    EM
    10 -0.93887387D+03    8.8467824    0.0093348    243.842   256.158    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31130354D+04    0.0000000    0.0000000    323.602   176.398    EM
     2 -0.97173062D+03 2141.3048164    0.6878511    263.837   236.163    EM
     3 -0.93438414D+03   37.3464822    0.0384330    246.757   253.243    EM
     4 -0.92742135D+03    6.9627908    0.0074517    238.413   261.587    EM
     5 -0.92359987D+03    3.8214798    0.0041205    233.812   266.188    EM
     6 -0.92172966D+03    1.8702083    0.0020249    231.450   268.550    EM
     7 -0.92090773D+03    0.8219323    0.0008917    230.387   269.613    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48853620D+04    0.0000000    0.0000000    252.037   247.963    EM
     2 -0.93603112D+03 3949.3308575    0.8084009    241.994   258.006    EM
     3 -0.92276265D+03   13.2684754    0.0141753    234.525   265.475    EM
     4 -0.92105308D+03    1.7095672    0.0018527    231.980   268.020    EM
     5 -0.92056685D+03    0.4862364    0.0005279    230.876   269.124    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.25572528D+04    0.0000000    0.0000000    127.636   372.364    EM
     2 -0.95495893D+03 1602.2938489    0.6265684    176.380   323.620    EM
     3 -0.93010797D+03   24.8509626    0.0260231    203.955   296.045    EM
     4 -0.92383337D+03    6.2746059    0.0067461    215.822   284.178    EM
     5 -0.92163332D+03    2.2000479    0.0023814    222.209   277.791    EM
     6 -0.92082776D+03    0.8055563    0.0008741    225.740   274.260    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45471956D+04    0.0000000    0.0000000    239.001   260.999    EM
     2 -0.14333079D+04 3113.8877563    0.6847930    271.739   228.261    EM
     3 -0.97970153D+03  453.6063499    0.3164752    246.270   253.730    EM
     4 -0.94025118D+03   39.4503498    0.0402677    235.310   264.690    EM
     5 -0.92807111D+03   12.1800653    0.0129541    231.455   268.545    EM
     6 -0.92327820D+03    4.7929165    0.0051644    229.881   270.119    EM
     7 -0.92142191D+03    1.8562818    0.0020105    229.384   270.616    EM
     8 -0.92072968D+03    0.6922350    0.0007513    229.381   270.619    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29963580D+04    0.0000000    0.0000000    331.328   168.672    EM
     2 -0.10025483D+04 1993.8096776    0.6654110    297.681   202.319    EM
     3 -0.97061992D+03   31.9284230    0.0318473    277.228   222.772    EM
     4 -0.95619215D+03   14.4277774    0.0148645    261.500   238.500    EM
     5 -0.94545026D+03   10.7418873    0.0112340    249.441   250.559    EM
     6 -0.93709692D+03    8.3533393    0.0088353    241.117   258.883    EM
     7 -0.93056134D+03    6.5355842    0.0069743    235.792   264.208    EM
     8 -0.92581450D+03    4.7468405    0.0051011    232.538   267.462    EM
     9 -0.92293427D+03    2.8802231    0.0031110    230.710   269.290    EM
    10 -0.92148027D+03    1.4540065    0.0015754    229.857   270.143    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30704158D+04    0.0000000    0.0000000    129.407   370.593    EM
     2 -0.96534565D+03 2105.0701766    0.6855977    175.635   324.365    EM
     3 -0.93767365D+03   27.6719994    0.0286654    201.389   298.611    EM
     4 -0.92795094D+03    9.7227140    0.0103690    213.845   286.155    EM
     5 -0.92359905D+03    4.3518860    0.0046898    220.685   279.315    EM
     6 -0.92171264D+03    1.8864172    0.0020425    224.577   275.423    EM
     7 -0.92091354D+03    0.7990993    0.0008670    226.847   273.153    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.36566396D+04    0.0000000    0.0000000    269.936   230.064    EM
     2 -0.98852756D+03 2668.1120012    0.7296623    244.912   255.088    EM
     3 -0.94204118D+03   46.4863744    0.0470259    234.125   265.875    EM
     4 -0.92868540D+03   13.3557843    0.0141775    230.748   269.252    EM
     5 -0.92349456D+03    5.1908362    0.0055894    229.467   270.533    EM
     6 -0.92150060D+03    1.9939652    0.0021592    229.144   270.856    EM
     7 -0.92075857D+03    0.7420320    0.0008052    229.242   270.758    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49554635D+04    0.0000000    0.0000000    393.449   106.551    EM
     2 -0.12306869D+04 3724.7765680    0.7516505    309.194   190.806    EM
     3 -0.95053635D+03  280.1505465    0.2276375    271.536   228.464    EM
     4 -0.92945493D+03   21.0814207    0.0221784    248.518   251.482    EM
     5 -0.92379244D+03    5.6624908    0.0060923    238.823   261.177    EM
     6 -0.92162459D+03    2.1678449    0.0023467    234.009   265.991    EM
     7 -0.92080900D+03    0.8155921    0.0008850    231.726   268.274    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


     7 -0.92047303D+03    0.3521147    0.0003824    230.315   269.685    EM
     8 -0.92037044D+03    0.1025902    0.0001115    230.244   269.756    EM
     9 -0.92034124D+03    0.0292065    0.0000317    230.264   269.736    EM
    10 -0.92033282D+03    0.0084152    0.0000091    230.308   269.692    EM
    11 -0.92033030D+03    0.0025232    0.0000027    230.350   269.650    EM
    12 -0.92032950D+03    0.0008012    0.0000009    230.383   269.617    EM
    13 -0.92032923D+03    0.0002709    0.0000003    230.406   269.594    EM
    14 -0.92032913D+03    0.0000971    0.0000001    230.423   269.577    EM
    15 -0.92032909D+03    0.0000365    0.0000000    230.434   269.566    EM
    16 -0.92032908D+03    0.0000142    0.0000000    230.441   269.559    EM
    17 -0.92032907D+03    0.0000056    0.0000000    230.446   269.554    EM
    18 -0.92032907D+03    0.0000023    0.0000000    230.449   269.551    EM
    19 -0.92032907D+03    0.0000009    0.0000000    230.451   269.549    EM
    20 -0.92032907D+03    0.0000004    0.0000000    230.452   269.548    EM
    21 -0.92032907D+03    0.0000002    0.0000000    230.453   269.547    EM
    22 -0.92032907D+03    0.0000001    0.0000000    230.453   269.547    EM
    23 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    24 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    25 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


     7 -0.92051407D+03    0.3908518    0.0004244    229.395   270.605    EM
     8 -0.92038914D+03    0.1249283    0.0001357    229.723   270.277    EM
     9 -0.92034927D+03    0.0398723    0.0000433    229.964   270.036    EM
    10 -0.92033618D+03    0.0130872    0.0000142    230.132   269.868    EM
    11 -0.92033169D+03    0.0044925    0.0000049    230.244   269.756    EM
    12 -0.92033007D+03    0.0016184    0.0000018    230.319   269.681    EM
    13 -0.92032946D+03    0.0006082    0.0000007    230.367   269.633    EM
    14 -0.92032923D+03    0.0002361    0.0000003    230.398   269.602    EM
    15 -0.92032913D+03    0.0000938    0.0000001    230.419   269.581    EM
    16 -0.92032909D+03    0.0000379    0.0000000    230.431   269.569    EM
    17 -0.92032908D+03    0.0000154    0.0000000    230.440   269.560    EM
    18 -0.92032907D+03    0.0000063    0.0000000    230.445   269.555    EM
    19 -0.92032907D+03    0.0000026    0.0000000    230.448   269.552    EM
    20 -0.92032907D+03    0.0000011    0.0000000    230.451   269.549    EM
    21 -0.92032907D+03    0.0000004    0.0000000    230.452   269.548    EM
    22 -0.92032907D+03    0.0000002    0.0000000    230.453   269.547    EM
    23 -0.92032907D+03    0.0000001    0.0000000    230.453   269.547    EM
    24 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    25 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    26 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


     6 -0.92055668D+03    0.6490063    0.0007045    233.121   266.879    EM
     7 -0.92038605D+03    0.1706305    0.0001854    231.656   268.344    EM
     8 -0.92034325D+03    0.0427958    0.0000465    230.977   269.023    EM
     9 -0.92033269D+03    0.0105658    0.0000115    230.670   269.330    EM
    10 -0.92033004D+03    0.0026452    0.0000029    230.535   269.465    EM
    11 -0.92032935D+03    0.0006907    0.0000008    230.479   269.521    EM
    12 -0.92032916D+03    0.0001929    0.0000002    230.457   269.543    EM
    13 -0.92032910D+03    0.0000587    0.0000001    230.450   269.550    EM
    14 -0.92032908D+03    0.0000195    0.0000000    230.449   269.551    EM
    15 -0.92032907D+03    0.0000070    0.0000000    230.449   269.551    EM
    16 -0.92032907D+03    0.0000026    0.0000000    230.451   269.549    EM
    17 -0.92032907D+03    0.0000010    0.0000000    230.452   269.548    EM
    18 -0.92032907D+03    0.0000004    0.0000000    230.452   269.548    EM
    19 -0.92032907D+03    0.0000002    0.0000000    230.453   269.547    EM
    20 -0.92032907D+03    0.0000001    0.0000000    230.454   269.546    EM
    21 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    22 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    23 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


     7 -0.92056640D+03    0.4183455    0.0004542    227.754   272.246    EM
     8 -0.92041633D+03    0.1500695    0.0001630    228.847   271.153    EM
     9 -0.92036196D+03    0.0543739    0.0000591    229.488   270.512    EM
    10 -0.92034179D+03    0.0201730    0.0000219    229.867   270.133    EM
    11 -0.92033409D+03    0.0076930    0.0000084    230.094   269.906    EM
    12 -0.92033109D+03    0.0030072    0.0000033    230.231   269.769    EM
    13 -0.92032989D+03    0.0011982    0.0000013    230.315   269.685    EM
    14 -0.92032940D+03    0.0004839    0.0000005    230.367   269.633    EM
    15 -0.92032921D+03    0.0001973    0.0000002    230.399   269.601    EM
    16 -0.92032913D+03    0.0000809    0.0000001    230.420   269.580    EM
    17 -0.92032909D+03    0.0000333    0.0000000    230.432   269.568    EM
    18 -0.92032908D+03    0.0000137    0.0000000    230.440   269.560    EM
    19 -0.92032907D+03    0.0000057    0.0000000    230.445   269.555    EM
    20 -0.92032907D+03    0.0000023    0.0000000    230.449   269.551    EM
    21 -0.92032907D+03    0.0000010    0.0000000    230.451   269.549    EM
    22 -0.92032907D+03    0.0000004    0.0000000    230.452   269.548    EM
    23 -0.92032907D+03    0.0000002    0.0000000    230.453   269.547    EM
    24 -0.92032907D+03    0.0000001    0.0000000    230.453   269.547    EM
    25 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    26 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    27 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM


     Beginning Time:  22:57:20
        Ending Time:  22:57:21
       Elapsed Time:  00:00:01



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