Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  11:04 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a GMM for a censored
  	outcome using a censored model with
  	automatic starting values and random
  	starts
  DATA:	FILE IS ex8.3.dat;
  VARIABLE:	NAMES ARE y1-y4 x c;
  	USEV = y1-y4 x;
  	CLASSES = c (2);
  	CENSORED = y1-y4 (b);
  ANALYSIS:	TYPE = MIXTURE;
  	ALGORITHM = INTEGRATION;
  MODEL:	
  	%OVERALL%
  	i s | y1@0 y2@1 y3@2 y4@3;
  	i s ON x;
  	c ON x;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a GMM for a censored
outcome using a censored model with
automatic starting values and random
starts

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of dependent variables                                    4
Number of independent variables                                  1
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

  Censored
   Y1          Y2          Y3          Y4

Observed independent variables
   X

Continuous latent variables
   I           S

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-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            2
  Adaptive quadrature                                           ON
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
Cholesky                                                        ON

Input data file(s)
  ex8.3.dat
Input data format  FREE


SUMMARY OF CENSORED LIMITS

      Y1                 0.000
      Y2                 0.000
      Y3                 0.000
      Y4                 0.000


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:

           -3211.438  127215           9
           -3217.932  285380           1
           -3220.094  399671           13
           -3220.257  unperturbed      0



     WARNING:  THE BEST LOGLIKELIHOOD VALUE WAS NOT REPLICATED.  THE
     SOLUTION MAY NOT BE TRUSTWORTHY DUE TO LOCAL MAXIMA.  INCREASE THE
     NUMBER OF RANDOM STARTS.


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       15

Loglikelihood

          H0 Value                       -3211.438
          H0 Scaling Correction Factor      0.9845
            for MLR

Information Criteria

          Akaike (AIC)                    6452.877
          Bayesian (BIC)                  6516.096
          Sample-Size Adjusted BIC        6468.485
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        243.41486          0.48683
       2        256.58514          0.51317


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

    Latent
   Classes

       1        243.41648          0.48683
       2        256.58352          0.51317


CLASSIFICATION QUALITY

     Entropy                         0.600


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              247          0.49400
       2              253          0.50600


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

           1        2

    1   0.874    0.126
    2   0.108    0.892


MODEL RESULTS

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

Latent Class 1

 I        |
    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

 S        |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 I          ON
    X                  0.287      0.081      3.529      0.000

 S          ON
    X                  0.304      0.046      6.659      0.000

 S        WITH
    I                 -0.053      0.058     -0.918      0.359

 Intercepts
    I                  3.052      0.127     23.968      0.000
    S                  1.000      0.076     13.208      0.000
    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

 Residual Variances
    I                  0.892      0.147      6.064      0.000
    S                  0.495      0.050      9.820      0.000
    Y1                 0.591      0.080      7.361      0.000
    Y2                 0.479      0.045     10.717      0.000
    Y3                 0.491      0.058      8.429      0.000
    Y4                 0.468      0.101      4.646      0.000

Latent Class 2

 I        |
    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

 S        |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 I          ON
    X                  0.287      0.081      3.529      0.000

 S          ON
    X                  0.304      0.046      6.659      0.000

 S        WITH
    I                 -0.053      0.058     -0.918      0.359

 Intercepts
    I                  0.942      0.109      8.681      0.000
    S                  0.422      0.075      5.586      0.000
    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

 Residual Variances
    I                  0.892      0.147      6.064      0.000
    S                  0.495      0.050      9.820      0.000
    Y1                 0.591      0.080      7.361      0.000
    Y2                 0.479      0.045     10.717      0.000
    Y3                 0.491      0.058      8.429      0.000
    Y4                 0.468      0.101      4.646      0.000

Categorical Latent Variables

 C#1        ON
    X                 -0.797      0.174     -4.595      0.000

 Intercepts
    C#1               -0.069      0.173     -0.398      0.691


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X                  0.451


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X                  0.797      0.174      4.595      0.000

 Intercepts
    C#2                0.069      0.173      0.398      0.691


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.170E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1               0             0             0
 Y1                 0             0             0
 Y2#1               0             0             0
 Y2                 0             0             0
 Y3#1               0             0             0
 Y3                 0             0             0
 Y4#1               0             0             0
 Y4                 0             0             0
 X                  0             0             0


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1               0
 Y1                 0             1
 Y2#1               0             0             0
 Y2                 0             0             0             2
 Y3#1               0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4#1               0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3                 3
 Y4#1               0             0
 Y4                 0             0             4
 X                  0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                  5             6             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             7
 S                  0             0             8
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  9
 S                 10            11
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1               0             0             0
 Y1                 0             0             0
 Y2#1               0             0             0
 Y2                 0             0             0
 Y3#1               0             0             0
 Y3                 0             0             0
 Y4#1               0             0             0
 Y4                 0             0             0
 X                  0             0             0


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1               0
 Y1                 0             1
 Y2#1               0             0             0
 Y2                 0             0             0             2
 Y3#1               0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4#1               0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3                 3
 Y4#1               0             0
 Y4                 0             0             4
 X                  0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                 12            13             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             7
 S                  0             0             8
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  9
 S                 10            11
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 14             0


           GAMMA(C)
              I             S             X
              ________      ________      ________
 C#1                0             0            15
 C#2                0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1              0.000       -20.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1           0.000         0.000         0.000
 Y1             1.000         0.000         0.000
 Y2#1           0.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3#1           0.000         0.000         0.000
 Y3             1.000         2.000         0.000
 Y4#1           0.000         0.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1           0.000
 Y1             0.000         1.054
 Y2#1           0.000         0.000         0.000
 Y2             0.000         0.000         0.000         1.526
 Y3#1           0.000         0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000         0.000
 Y4#1           0.000         0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3             2.436
 Y4#1           0.000         0.000
 Y4             0.000         0.000         3.948
 X              0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              2.024         0.714         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              1.964
 S              0.000         0.623
 X              0.000         0.000         0.501


     STARTING VALUES FOR LATENT CLASS 2


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1              0.000       -20.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1           0.000         0.000         0.000
 Y1             1.000         0.000         0.000
 Y2#1           0.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3#1           0.000         0.000         0.000
 Y3             1.000         2.000         0.000
 Y4#1           0.000         0.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1           0.000
 Y1             0.000         1.054
 Y2#1           0.000         0.000         0.000
 Y2             0.000         0.000         0.000         1.526
 Y3#1           0.000         0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000         0.000
 Y4#1           0.000         0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3             2.436
 Y4#1           0.000         0.000
 Y4             0.000         0.000         3.948
 X              0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              2.024         0.714         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              1.964
 S              0.000         0.623
 X              0.000         0.000         0.501


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             X
              ________      ________      ________
 C#1            0.000         0.000         0.000
 C#2            0.000         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 -0.35873654D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.33547346D+04  232.6307850    0.0648473    250.000   250.000    EM
     3 -0.32708893D+04   83.8452926    0.0249931    250.000   250.000    EM
     4 -0.32427615D+04   28.1278275    0.0085994    250.000   250.000    EM
     5 -0.32307932D+04   11.9682903    0.0036908    250.001   249.999    EM
     6 -0.32285458D+04    2.2474010    0.0006956    250.001   249.999    EM
     7 -0.32274037D+04    1.1420586    0.0003537    250.001   249.999    EM
     8 -0.32266216D+04    0.7820886    0.0002423    250.001   249.999    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45498181D+04    0.0000000    0.0000000    179.700   320.300    EM
     2 -0.40942729D+04  455.5451255    0.1001238    154.405   345.595    FS
     3 -0.36700414D+04  424.2315861    0.1036159    136.602   363.398    FS
     4 -0.34642403D+04  205.8010732    0.0560760    103.395   396.605    FS
     5 -0.33232495D+04  140.9908307    0.0406989     96.633   403.367    FS
     6 -0.32633342D+04   59.9152286    0.0180291    115.529   384.471    FS
     7 -0.32306809D+04   32.6532832    0.0100061    123.721   376.279    FS
     8 -0.32245443D+04    6.1366444    0.0018995    144.191   355.809    FS
     9 -0.32226991D+04    1.8452143    0.0005722    144.148   355.852    FS
    10 -0.32220575D+04    0.6416211    0.0001991    143.215   356.785    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.71287090D+04    0.0000000    0.0000000    189.513   310.487    EM
     2 -0.47313528D+04 2397.3561566    0.3362960    184.253   315.747    EM
     3 -0.42482826D+04  483.0701757    0.1020998    174.028   325.972    EM
     4 -0.40966284D+04  151.6542556    0.0356978    155.758   344.242    EM
     5 -0.38569382D+04  239.6902016    0.0585091    181.957   318.043    EM
     6 -0.36907688D+04  166.1693677    0.0430832    228.894   271.106    EM
     7 -0.36273809D+04   63.3879325    0.0171747    241.781   258.219    EM
     8 -0.35864451D+04   40.9357764    0.0112852    249.942   250.058    EM
     9 -0.35551049D+04   31.3401923    0.0087385    255.389   244.611    EM
    10 -0.35305440D+04   24.5609369    0.0069086    259.319   240.681    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83010052D+04    0.0000000    0.0000000    140.531   359.469    EM
     2 -0.36801917D+04 4620.8134598    0.5566571    181.271   318.729    EM
     3 -0.34659874D+04  214.2042802    0.0582047    181.381   318.619    EM
     4 -0.34178135D+04   48.1739261    0.0138990    183.042   316.958    EM
     5 -0.33955616D+04   22.2518848    0.0065106    185.719   314.281    EM
     6 -0.33828324D+04   12.7292159    0.0037488    189.409   310.591    EM
     7 -0.33705026D+04   12.3297708    0.0036448    194.086   305.914    EM
     8 -0.33579538D+04   12.5488229    0.0037231    199.609   300.391    EM
     9 -0.33453550D+04   12.5988445    0.0037519    205.765   294.235    EM
    10 -0.33333753D+04   11.9796925    0.0035810    212.225   287.775    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52979998D+04    0.0000000    0.0000000    318.548   181.452    EM
     2 -0.39342874D+04 1363.7124490    0.2574014    317.791   182.209    EM
     3 -0.37072700D+04  227.0173978    0.0577023    315.890   184.110    EM
     4 -0.36568213D+04   50.4486468    0.0136080    315.967   184.033    EM
     5 -0.36270218D+04   29.7995547    0.0081490    314.801   185.199    EM
     6 -0.35945939D+04   32.4279085    0.0089406    312.868   187.132    EM
     7 -0.35691417D+04   25.4521679    0.0070807    311.164   188.836    EM
     8 -0.35636952D+04    5.4465186    0.0015260    310.138   189.862    EM
     9 -0.35576315D+04    6.0636671    0.0017015    310.046   189.954    EM
    10 -0.35499950D+04    7.6365645    0.0021465    310.054   189.946    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.75706486D+04    0.0000000    0.0000000     22.055   477.945    EM
     2 -0.69979008D+04  572.7477808    0.0756537     18.815   481.185    FS
     3 -0.64960122D+04  501.8886428    0.0717199     23.359   476.641    FS
     4 -0.62659034D+04  230.1087687    0.0354231     25.818   474.182    FS
     5 -0.56692333D+04  596.6701109    0.0952249     17.921   482.079    FS
     6 -0.52305168D+04  438.7164612    0.0773855     21.832   478.168    FS
     7 -0.48825537D+04  347.9631100    0.0665256     26.126   473.874    FS
     8 -0.45558357D+04  326.7180472    0.0669154     28.464   471.536    FS
     9 -0.43048505D+04  250.9851590    0.0550909     32.732   467.268    FS
    10 -0.41108690D+04  193.9815204    0.0450612     35.121   464.879    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50940538D+04    0.0000000    0.0000000    173.759   326.241    EM
     2 -0.45557037D+04  538.3501075    0.1056821    211.495   288.505    EM
     3 -0.43709433D+04  184.7603892    0.0405558    233.547   266.453    EM
     4 -0.42525129D+04  118.4303488    0.0270949    250.591   249.409    EM
     5 -0.42047458D+04   47.7671102    0.0112327    264.998   235.002    EM
     6 -0.41609294D+04   43.8163937    0.0104207    276.651   223.349    EM
     7 -0.41195481D+04   41.3813751    0.0099452    286.154   213.846    EM
     8 -0.40799738D+04   39.5742228    0.0096064    293.963   206.037    EM
     9 -0.40418648D+04   38.1089988    0.0093405    300.420   199.580    EM
    10 -0.40050297D+04   36.8351531    0.0091134    305.782   194.218    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52421974D+04    0.0000000    0.0000000    358.319   141.681    EM
     2 -0.49635357D+04  278.6617847    0.0531574    358.068   141.932    FS
     3 -0.44043751D+04  559.1605966    0.1126537    343.759   156.241    FS
     4 -0.40916035D+04  312.7715240    0.0710138    334.279   165.721    EM
     5 -0.40446414D+04   46.9620966    0.0114777    321.035   178.965    EM
     6 -0.40167232D+04   27.9182744    0.0069025    316.029   183.971    EM
     7 -0.39995999D+04   17.1233040    0.0042630    310.784   189.216    EM
     8 -0.40056349D+04   -6.0350064   -0.0015089    307.695   192.305    EM
     9 -0.39950582D+04   10.5766927    0.0026405    305.219   194.781    EM
    10 -0.40175482D+04  -22.4900333   -0.0056295    304.711   195.289    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55423197D+04    0.0000000    0.0000000    257.661   242.339    EM
     2 -0.51404985D+04  401.8212315    0.0725006    259.595   240.405    FS
     3 -0.46702963D+04  470.2022169    0.0914702    271.189   228.811    FS
     4 -0.45473526D+04  122.9436249    0.0263246    285.853   214.147    FS
     5 -0.43337742D+04  213.5784168    0.0469676    299.269   200.731    FS
     6 -0.41636466D+04  170.1276041    0.0392562    306.151   193.849    FS
     7 -0.40562811D+04  107.3654741    0.0257864    302.810   197.190    FS
     8 -0.39715873D+04   84.6937928    0.0208797    306.047   193.953    FS
     9 -0.39099282D+04   61.6591534    0.0155251    300.199   199.801    FS
    10 -0.38519787D+04   57.9494559    0.0148211    302.708   197.292    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83060420D+04    0.0000000    0.0000000    207.120   292.880    EM
     2 -0.42061342D+04 4099.9078048    0.4936055    191.651   308.349    EM
     3 -0.40209066D+04  185.2275830    0.0440375    201.133   298.867    FS
     4 -0.35979102D+04  422.9964218    0.1051993    247.660   252.340    FS
     5 -0.34197814D+04  178.1287442    0.0495089    216.609   283.391    FS
     6 -0.33521337D+04   67.6477369    0.0197813    246.868   253.132    FS
     7 -0.32881500D+04   63.9836897    0.0190875    248.633   251.367    FS
     8 -0.32593192D+04   28.8307654    0.0087681    252.620   247.380    FS
     9 -0.32388360D+04   20.4832613    0.0062845    248.842   251.158    FS
    10 -0.32284037D+04   10.4322775    0.0032210    247.770   252.230    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.67191753D+04    0.0000000    0.0000000    193.065   306.935    EM
     2 -0.61947745D+04  524.4008046    0.0780454    192.404   307.596    FS
     3 -0.57674693D+04  427.3052748    0.0689783    182.535   317.465    FS
     4 -0.56777882D+04   89.6810976    0.0155495    137.062   362.938    FS
     5 -0.55193537D+04  158.4345120    0.0279043    114.395   385.605    FS
     6 -0.53213149D+04  198.0387149    0.0358808    120.292   379.708    FS
     7 -0.50582145D+04  263.1004138    0.0494427    117.397   382.603    FS
     8 -0.49778651D+04   80.3494584    0.0158849    120.650   379.350    FS
     9 -0.48289725D+04  148.8925449    0.0299109    119.907   380.093    FS
    10 -0.47457373D+04   83.2352105    0.0172366    126.201   373.799    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56130486D+04    0.0000000    0.0000000     27.576   472.424    EM
     2 -0.45074045D+04 1105.6440741    0.1969775    430.273    69.727    FS
     3 -0.41667616D+04  340.6428926    0.0755741    500.000     0.000    FS
     4 -0.38921024D+04  274.6591824    0.0659167    500.000     0.000    EM
     5 -0.37640415D+04  128.0609408    0.0329028    500.000     0.000    EM
     6 -0.37125730D+04   51.4684545    0.0136737    500.000     0.000    EM
     7 -0.36794884D+04   33.0846035    0.0089115    500.000     0.000    EM
     8 -0.36598556D+04   19.6328279    0.0053357    500.000     0.000    EM
     9 -0.36343390D+04   25.5165550    0.0069720    500.000     0.000    EM
    10 -0.36142154D+04   20.1235814    0.0055371    500.000     0.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55563100D+04    0.0000000    0.0000000    180.983   319.017    EM
     2 -0.51017898D+04  454.5202166    0.0818025    188.450   311.550    FS
     3 -0.46648784D+04  436.9114012    0.0856388    188.321   311.679    FS
     4 -0.43006083D+04  364.2701553    0.0780878    189.275   310.725    FS
     5 -0.39650866D+04  335.5216802    0.0780173    189.812   310.188    FS
     6 -0.37312616D+04  233.8250021    0.0589710    189.389   310.611    FS
     7 -0.35621634D+04  169.0981562    0.0453193    190.463   309.537    FS
     8 -0.34369415D+04  125.2219105    0.0351533    191.823   308.177    FS
     9 -0.33545768D+04   82.3646889    0.0239645    191.962   308.038    FS
    10 -0.33106468D+04   43.9300221    0.0130955    196.907   303.093    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49163554D+04    0.0000000    0.0000000    445.064    54.936    EM
     2 -0.43891981D+04  527.1572671    0.1072252    477.506    22.494    FS
     3 -0.40596235D+04  329.5746578    0.0750877    491.884     8.116    FS
     4 -0.35616769D+04  497.9465893    0.1226583    483.959    16.041    FS
     5 -0.33638520D+04  197.8249254    0.0555426    490.016     9.984    FS
     6 -0.32745332D+04   89.3188046    0.0265525    493.231     6.769    FS
     7 -0.32412969D+04   33.2362284    0.0101499    494.936     5.064    FS
     8 -0.32297999D+04   11.4970698    0.0035471    495.756     4.244    FS
     9 -0.32248287D+04    4.9711958    0.0015392    495.860     4.140    FS
    10 -0.32229280D+04    1.9006306    0.0005894    496.245     3.755    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54359053D+04    0.0000000    0.0000000    299.213   200.787    EM
     2 -0.42591509D+04 1176.7544656    0.2164781    280.097   219.903    EM
     3 -0.38737564D+04  385.3944396    0.0904862    310.121   189.879    FS
     4 -0.34355015D+04  438.2549430    0.1131344    314.142   185.858    FS
     5 -0.33504473D+04   85.0541400    0.0247574    309.330   190.670    EM
     6 -0.33302524D+04   20.1949742    0.0060275    300.513   199.487    EM
     7 -0.33160878D+04   14.1645466    0.0042533    292.443   207.557    EM
     8 -0.33052660D+04   10.8218122    0.0032634    285.687   214.313    EM
     9 -0.32970235D+04    8.2424917    0.0024937    280.078   219.922    EM
    10 -0.32904168D+04    6.6066573    0.0020038    275.344   224.656    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53646452D+04    0.0000000    0.0000000    154.425   345.575    EM
     2 -0.45621521D+04  802.4930329    0.1495892    191.710   308.290    FS
     3 -0.41658252D+04  396.3269786    0.0868728    236.605   263.395    EM
     4 -0.39117091D+04  254.1160284    0.0610002    283.334   216.666    EM
     5 -0.36923637D+04  219.3454562    0.0560741    314.492   185.508    EM
     6 -0.36098879D+04   82.4757235    0.0223368    337.814   162.186    EM
     7 -0.35413539D+04   68.5339996    0.0189851    359.471   140.529    EM
     8 -0.34941282D+04   47.2257629    0.0133355    373.126   126.874    EM
     9 -0.34546640D+04   39.4642301    0.0112944    382.207   117.793    EM
    10 -0.34257840D+04   28.8799235    0.0083597    390.246   109.754    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.74978926D+04    0.0000000    0.0000000    352.252   147.748    EM
     2 -0.45604247D+04 2937.4679190    0.3917725    384.091   115.909    EM
     3 -0.38778001D+04  682.6246739    0.1496845    390.606   109.394    EM
     4 -0.37044850D+04  173.3150440    0.0446942    390.781   109.219    EM
     5 -0.36401213D+04   64.3637377    0.0173745    398.529   101.471    EM
     6 -0.36322062D+04    7.9150823    0.0021744    404.715    95.285    EM
     7 -0.36167329D+04   15.4732707    0.0042600    411.041    88.959    EM
     8 -0.36023193D+04   14.4136221    0.0039853    416.691    83.309    EM
     9 -0.35861682D+04   16.1511091    0.0044835    421.650    78.350    EM
    10 -0.35748213D+04   11.3468444    0.0031641    426.429    73.571    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58474423D+04    0.0000000    0.0000000    406.360    93.640    EM
     2 -0.40123061D+04 1835.1362363    0.3138357    413.247    86.753    EM
     3 -0.37598078D+04  252.4982561    0.0629310    412.404    87.596    EM
     4 -0.37178067D+04   42.0010889    0.0111711    411.517    88.483    EM
     5 -0.37557807D+04  -37.9740104   -0.0102141    411.016    88.984    EM
     6 -0.38119532D+04  -56.1724460   -0.0149563    410.856    89.144    EM
     7 -0.38251555D+04  -13.2022790   -0.0034634    410.935    89.065    EM
     8 -0.38362075D+04  -11.0520284   -0.0028893    410.900    89.100    EM
     9 -0.38432912D+04   -7.0836583   -0.0018465    410.825    89.175    EM
    10 -0.38471420D+04   -3.8508197   -0.0010020    410.763    89.237    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61735749D+04    0.0000000    0.0000000    270.980   229.020    EM
     2 -0.54901960D+04  683.3789381    0.1106942    271.139   228.861    FS
     3 -0.50073092D+04  482.8867714    0.0879544    276.333   223.667    FS
     4 -0.45299951D+04  477.3140886    0.0953235    276.655   223.345    FS
     5 -0.40767677D+04  453.2274280    0.1000503    277.638   222.362    FS
     6 -0.37617443D+04  315.0234348    0.0772728    278.473   221.527    FS
     7 -0.35326798D+04  229.0644482    0.0608931    278.186   221.814    FS
     8 -0.33914307D+04  141.2491594    0.0399836    277.599   222.401    FS
     9 -0.33069118D+04   84.5188228    0.0249213    272.091   227.909    FS
    10 -0.32550315D+04   51.8803313    0.0156885    263.070   236.930    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57618042D+04    0.0000000    0.0000000    165.940   334.060    EM
     2 -0.52131555D+04  548.6486747    0.0952217    162.483   337.517    FS
     3 -0.48671293D+04  346.0262720    0.0663756    153.608   346.392    FS
     4 -0.47558696D+04  111.2596470    0.0228594    150.098   349.902    FS
     5 -0.47186921D+04   37.1775054    0.0078172    140.102   359.898    FS
     6 -0.43887101D+04  329.9820101    0.0699308    143.904   356.096    EM
     7 -0.42529335D+04  135.7765644    0.0309377    147.238   352.762    EM
     8 -0.41378424D+04  115.0911157    0.0270616    150.156   349.844    EM
     9 -0.40422132D+04   95.6291679    0.0231109    152.722   347.278    EM
    10 -0.39632730D+04   78.9402142    0.0195290    154.990   345.010    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50979495D+04    0.0000000    0.0000000    306.727   193.273    EM
     2 -0.43320678D+04  765.8816868    0.1502333    314.793   185.207    FS
     3 -0.40211563D+04  310.9115446    0.0717698    293.815   206.185    EM
     4 -0.39057551D+04  115.4011809    0.0286985    274.372   225.628    EM
     5 -0.38317202D+04   74.0349143    0.0189553    254.292   245.708    EM
     6 -0.37994047D+04   32.3154576    0.0084337    234.024   265.976    EM
     7 -0.37674691D+04   31.9356406    0.0084054    214.058   285.942    EM
     8 -0.37362184D+04   31.2507362    0.0082949    194.866   305.134    EM
     9 -0.37058883D+04   30.3301024    0.0081179    176.831   323.169    EM
    10 -0.36766408D+04   29.2474500    0.0078922    160.204   339.796    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45498181D+04    0.0000000    0.0000000    179.700   320.300    EM
     2 -0.40942729D+04  455.5451255    0.1001238    154.405   345.595    FS
     3 -0.36700414D+04  424.2315861    0.1036159    136.602   363.398    FS
     4 -0.34642403D+04  205.8010732    0.0560760    103.395   396.605    FS
     5 -0.33232495D+04  140.9908307    0.0406989     96.633   403.367    FS
     6 -0.32633342D+04   59.9152286    0.0180291    115.529   384.471    FS
     7 -0.32306809D+04   32.6532832    0.0100061    123.721   376.279    FS
     8 -0.32245443D+04    6.1366444    0.0018995    144.191   355.809    FS
     9 -0.32226991D+04    1.8452143    0.0005722    144.148   355.852    FS
    10 -0.32220575D+04    0.6416211    0.0001991    143.215   356.785    FS
    11 -0.32217897D+04    0.2677575    0.0000831    160.933   339.067    FS
    12 -0.32211786D+04    0.6110952    0.0001897    219.565   280.435    FS
    13 -0.32209526D+04    0.2260129    0.0000702    219.201   280.799    EM
    14 -0.32208248D+04    0.1278254    0.0000397    219.228   280.772    EM
    15 -0.32207346D+04    0.0901559    0.0000280    219.484   280.516    EM
    16 -0.32206598D+04    0.0747708    0.0000232    219.873   280.127    EM
    17 -0.32205920D+04    0.0678036    0.0000211    220.334   279.666    EM
    18 -0.32205280D+04    0.0640734    0.0000199    220.832   279.168    EM
    19 -0.32204664D+04    0.0616128    0.0000191    221.344   278.656    EM
    20 -0.32204067D+04    0.0596635    0.0000185    221.857   278.143    EM
    21 -0.32203488D+04    0.0579224    0.0000180    222.362   277.638    EM
    22 -0.32202925D+04    0.0562646    0.0000175    222.856   277.144    EM
    23 -0.32202379D+04    0.0546342    0.0000170    223.334   276.666    EM
    24 -0.32201849D+04    0.0530051    0.0000165    223.796   276.204    EM
    25 -0.32201335D+04    0.0513658    0.0000160    224.241   275.759    EM
    26 -0.32200838D+04    0.0497109    0.0000154    224.668   275.332    EM
    27 -0.32200357D+04    0.0480392    0.0000149    225.077   274.923    EM
    28 -0.32199894D+04    0.0463535    0.0000144    225.469   274.531    EM
    29 -0.32199447D+04    0.0446581    0.0000139    225.843   274.157    EM
    30 -0.32199018D+04    0.0429577    0.0000133    226.199   273.801    EM
    31 -0.32198605D+04    0.0412608    0.0000128    226.539   273.461    EM
    32 -0.32198209D+04    0.0395741    0.0000123    226.863   273.137    EM
    33 -0.32197830D+04    0.0379064    0.0000118    227.170   272.830    EM
    34 -0.32197468D+04    0.0362652    0.0000113    227.462   272.538    EM
    35 -0.32197121D+04    0.0346584    0.0000108    227.738   272.262    EM
    36 -0.32196790D+04    0.0330935    0.0000103    228.000   272.000    EM
    37 -0.32196474D+04    0.0315774    0.0000098    228.248   271.752    EM
    38 -0.32196173D+04    0.0301155    0.0000094    228.482   271.518    EM
    39 -0.32195886D+04    0.0287134    0.0000089    228.703   271.297    EM
    40 -0.32195612D+04    0.0273740    0.0000085    228.911   271.089    EM
    41 -0.32195351D+04    0.0261012    0.0000081    229.108   270.892    EM
    42 -0.32195102D+04    0.0248967    0.0000077    229.292   270.708    EM
    43 -0.32194865D+04    0.0237614    0.0000074    229.465   270.535    EM
    44 -0.32194638D+04    0.0226959    0.0000070    229.628   270.372    EM
    45 -0.32194421D+04    0.0216988    0.0000067    229.781   270.219    EM
    46 -0.32194213D+04    0.0207690    0.0000065    229.923   270.077    EM
    47 -0.32194014D+04    0.0199053    0.0000062    230.057   269.943    EM
    48 -0.32193823D+04    0.0191049    0.0000059    230.182   269.818    EM
    49 -0.32193639D+04    0.0183642    0.0000057    230.299   269.701    EM
    50 -0.32193463D+04    0.0176807    0.0000055    230.408   269.592    EM
    51 -0.32193292D+04    0.0170521    0.0000053    230.510   269.490    EM
    52 -0.32193127D+04    0.0164737    0.0000051    230.605   269.395    EM
    53 -0.32192968D+04    0.0159421    0.0000050    230.693   269.307    EM
    54 -0.32192813D+04    0.0154542    0.0000048    230.775   269.225    EM
    55 -0.32182710D+04    1.0103734    0.0003139    232.167   267.833    FS
    56 -0.32179845D+04    0.2864556    0.0000890    229.688   270.312    FS
    57 -0.32179522D+04    0.0323419    0.0000101    231.484   268.516    FS
    58 -0.32179381D+04    0.0140615    0.0000044    229.861   270.139    FS
    59 -0.32179352D+04    0.0029445    0.0000009    231.400   268.600    FS
    60 -0.32179319D+04    0.0032648    0.0000010    230.264   269.736    FS
    61 -0.32179318D+04    0.0001152    0.0000000    231.251   268.749    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49163554D+04    0.0000000    0.0000000    445.064    54.936    EM
     2 -0.43891981D+04  527.1572671    0.1072252    477.506    22.494    FS
     3 -0.40596235D+04  329.5746578    0.0750877    491.884     8.116    FS
     4 -0.35616769D+04  497.9465893    0.1226583    483.959    16.041    FS
     5 -0.33638520D+04  197.8249254    0.0555426    490.016     9.984    FS
     6 -0.32745332D+04   89.3188046    0.0265525    493.231     6.769    FS
     7 -0.32412969D+04   33.2362284    0.0101499    494.936     5.064    FS
     8 -0.32297999D+04   11.4970698    0.0035471    495.756     4.244    FS
     9 -0.32248287D+04    4.9711958    0.0015392    495.860     4.140    FS
    10 -0.32229280D+04    1.9006306    0.0005894    496.245     3.755    EM
    11 -0.32223901D+04    0.5378854    0.0001669    496.358     3.642    EM
    12 -0.32221838D+04    0.2063809    0.0000640    496.382     3.618    EM
    13 -0.32220841D+04    0.0996560    0.0000309    496.357     3.643    EM
    14 -0.32220202D+04    0.0638812    0.0000198    496.301     3.699    EM
    15 -0.32219655D+04    0.0547650    0.0000170    496.223     3.777    EM
    16 -0.32219089D+04    0.0565215    0.0000175    496.130     3.870    EM
    17 -0.32218470D+04    0.0619525    0.0000192    496.032     3.968    EM
    18 -0.32217809D+04    0.0661118    0.0000205    495.939     4.061    EM
    19 -0.32217156D+04    0.0652588    0.0000203    495.859     4.141    EM
    20 -0.32216571D+04    0.0585330    0.0000182    495.794     4.206    EM
    21 -0.32216086D+04    0.0484414    0.0000150    495.743     4.257    EM
    22 -0.32215702D+04    0.0384077    0.0000119    495.701     4.299    EM
    23 -0.32215397D+04    0.0304946    0.0000095    495.663     4.337    EM
    24 -0.32215145D+04    0.0252022    0.0000078    495.627     4.373    EM
    25 -0.32214923D+04    0.0222260    0.0000069    495.589     4.411    EM
    26 -0.32214712D+04    0.0210782    0.0000065    495.547     4.453    EM
    27 -0.32214499D+04    0.0213749    0.0000066    495.499     4.501    EM
    28 -0.32214269D+04    0.0229161    0.0000071    495.444     4.556    EM
    29 -0.32214013D+04    0.0256775    0.0000080    495.379     4.621    EM
    30 -0.32213715D+04    0.0297676    0.0000092    495.303     4.697    EM
    31 -0.32213361D+04    0.0353524    0.0000110    495.213     4.787    EM
    32 -0.32212936D+04    0.0425198    0.0000132    495.107     4.893    EM
    33 -0.32212426D+04    0.0510616    0.0000159    494.985     5.015    EM
    34 -0.32211823D+04    0.0602438    0.0000187    494.849     5.151    EM
    35 -0.32211135D+04    0.0687826    0.0000214    494.704     5.296    EM
    36 -0.32210383D+04    0.0752046    0.0000233    494.557     5.443    EM
    37 -0.32209599D+04    0.0783807    0.0000243    494.418     5.582    EM
    38 -0.32208821D+04    0.0778475    0.0000242    494.294     5.706    EM
    39 -0.32208082D+04    0.0738614    0.0000229    494.190     5.810    EM
    40 -0.32207409D+04    0.0672950    0.0000209    494.106     5.894    EM
    41 -0.32206816D+04    0.0593710    0.0000184    494.042     5.958    EM
    42 -0.32206303D+04    0.0512791    0.0000159    493.993     6.007    EM
    43 -0.32205864D+04    0.0438714    0.0000136    493.956     6.044    EM
    44 -0.32205489D+04    0.0375724    0.0000117    493.929     6.071    EM
    45 -0.32205164D+04    0.0324635    0.0000101    493.907     6.093    EM
    46 -0.32204880D+04    0.0284293    0.0000088    493.888     6.112    EM
    47 -0.32204627D+04    0.0252758    0.0000078    493.872     6.128    EM
    48 -0.32204399D+04    0.0228035    0.0000071    493.857     6.143    EM
    49 -0.32204190D+04    0.0208394    0.0000065    493.843     6.157    EM
    50 -0.32203998D+04    0.0192473    0.0000060    493.828     6.172    EM
    51 -0.32203819D+04    0.0179249    0.0000056    493.813     6.187    EM
    52 -0.32203651D+04    0.0167983    0.0000052    493.797     6.203    EM
    53 -0.32203493D+04    0.0158148    0.0000049    493.781     6.219    EM
    54 -0.32203343D+04    0.0149373    0.0000046    493.764     6.236    EM
    55 -0.32203202D+04    0.0141469    0.0000044    493.746     6.254    EM
    56 -0.32203068D+04    0.0134035    0.0000042    493.727     6.273    EM
    57 -0.32202940D+04    0.0127168    0.0000039    493.708     6.292    EM
    58 -0.32202820D+04    0.0120706    0.0000037    493.687     6.313    EM
    59 -0.32202705D+04    0.0114591    0.0000036    493.667     6.333    EM
    60 -0.32202596D+04    0.0108784    0.0000034    493.646     6.354    EM
    61 -0.32202493D+04    0.0103257    0.0000032    493.624     6.376    EM
    62 -0.32202395D+04    0.0097990    0.0000030    493.602     6.398    EM
    63 -0.32202302D+04    0.0092964    0.0000029    493.580     6.420    EM
    64 -0.32202214D+04    0.0088163    0.0000027    493.558     6.442    EM
    65 -0.32202130D+04    0.0083574    0.0000026    493.536     6.464    EM
    66 -0.32202051D+04    0.0079185    0.0000025    493.514     6.486    EM
    67 -0.32201976D+04    0.0074984    0.0000023    493.492     6.508    EM
    68 -0.32201961D+04    0.0015735    0.0000005    493.479     6.521    QN
    69 -0.32201890D+04    0.0070398    0.0000022    493.457     6.543    EM
    70 -0.32201824D+04    0.0066524    0.0000021    493.436     6.564    EM
    71 -0.32201761D+04    0.0062838    0.0000020    493.415     6.585    EM
    72 -0.32201701D+04    0.0059315    0.0000018    493.395     6.605    EM
    73 -0.32201646D+04    0.0055948    0.0000017    493.376     6.624    EM
    74 -0.32201593D+04    0.0052734    0.0000016    493.356     6.644    EM
    75 -0.32201543D+04    0.0049669    0.0000015    493.338     6.662    EM
    76 -0.32201496D+04    0.0046749    0.0000015    493.320     6.680    EM
    77 -0.32201452D+04    0.0043970    0.0000014    493.303     6.697    EM
    78 -0.32201411D+04    0.0041329    0.0000013    493.286     6.714    EM
    79 -0.32201372D+04    0.0038823    0.0000012    493.270     6.730    EM
    80 -0.32201336D+04    0.0036447    0.0000011    493.255     6.745    EM
    81 -0.32201302D+04    0.0034198    0.0000011    493.241     6.759    EM
    82 -0.32201270D+04    0.0032071    0.0000010    493.227     6.773    EM
    83 -0.32201239D+04    0.0030063    0.0000009    493.214     6.786    EM
    84 -0.32201211D+04    0.0028168    0.0000009    493.202     6.798    EM
    85 -0.32201185D+04    0.0026383    0.0000008    493.190     6.810    EM
    86 -0.32201160D+04    0.0024703    0.0000008    493.179     6.821    EM
    87 -0.32201137D+04    0.0023124    0.0000007    493.168     6.832    EM
    88 -0.32201115D+04    0.0021641    0.0000007    493.158     6.842    EM
    89 -0.32201095D+04    0.0020248    0.0000006    493.149     6.851    EM
    90 -0.32201076D+04    0.0018943    0.0000006    493.140     6.860    EM
    91 -0.32201059D+04    0.0017719    0.0000006    493.131     6.869    EM
    92 -0.32201042D+04    0.0016573    0.0000005    493.123     6.877    EM
    93 -0.32201026D+04    0.0015500    0.0000005    493.116     6.884    EM
    94 -0.32201012D+04    0.0014496    0.0000005    493.109     6.891    EM
    95 -0.32200998D+04    0.0013558    0.0000004    493.102     6.898    EM
    96 -0.32200986D+04    0.0012680    0.0000004    493.096     6.904    EM
    97 -0.32200974D+04    0.0011865    0.0000004    493.090     6.910    EM
    98 -0.32200963D+04    0.0011094    0.0000003    493.085     6.915    EM
    99 -0.32200952D+04    0.0010378    0.0000003    493.080     6.920    EM
   100 -0.32200943D+04    0.0009710    0.0000003    493.075     6.925    EM


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.35873654D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.33547346D+04  232.6307850    0.0648473    250.000   250.000    EM
     3 -0.32708893D+04   83.8452926    0.0249931    250.000   250.000    EM
     4 -0.32427615D+04   28.1278275    0.0085994    250.000   250.000    EM
     5 -0.32307932D+04   11.9682903    0.0036908    250.001   249.999    EM
     6 -0.32285458D+04    2.2474010    0.0006956    250.001   249.999    EM
     7 -0.32274037D+04    1.1420586    0.0003537    250.001   249.999    EM
     8 -0.32266216D+04    0.7820886    0.0002423    250.001   249.999    EM
     9 -0.32260166D+04    0.6050645    0.0001875    250.001   249.999    EM
    10 -0.32255237D+04    0.4928358    0.0001528    250.001   249.999    EM
    11 -0.32251123D+04    0.4114779    0.0001276    250.001   249.999    EM
    12 -0.32247637D+04    0.3485452    0.0001081    250.001   249.999    EM
    13 -0.32244655D+04    0.2982372    0.0000925    250.001   249.999    EM
    14 -0.32242082D+04    0.2572376    0.0000798    250.001   249.999    EM
    15 -0.32239849D+04    0.2233752    0.0000693    250.001   249.999    EM
    16 -0.32237897D+04    0.1951144    0.0000605    250.002   249.998    EM
    17 -0.32236184D+04    0.1713215    0.0000531    250.002   249.998    EM
    18 -0.32234673D+04    0.1511383    0.0000469    250.002   249.998    EM
    19 -0.32233334D+04    0.1339023    0.0000415    250.002   249.998    EM
    20 -0.32232143D+04    0.1190946    0.0000369    250.002   249.998    EM
    21 -0.32231080D+04    0.1063042    0.0000330    250.002   249.998    EM
    22 -0.32230128D+04    0.0952018    0.0000295    250.002   249.998    EM
    23 -0.32229273D+04    0.0855206    0.0000265    250.002   249.998    EM
    24 -0.32228502D+04    0.0770433    0.0000239    250.002   249.998    EM
    25 -0.32227806D+04    0.0695911    0.0000216    250.002   249.998    EM
    26 -0.32227176D+04    0.0630158    0.0000196    250.002   249.998    EM
    27 -0.32226604D+04    0.0571941    0.0000177    250.002   249.998    EM
    28 -0.32226084D+04    0.0520233    0.0000161    250.002   249.998    EM
    29 -0.32225610D+04    0.0474162    0.0000147    250.002   249.998    EM
    30 -0.32225177D+04    0.0432995    0.0000134    250.002   249.998    EM
    31 -0.32224781D+04    0.0396110    0.0000123    250.002   249.998    EM
    32 -0.32224418D+04    0.0362974    0.0000113    250.002   249.998    EM
    33 -0.32224085D+04    0.0333134    0.0000103    250.002   249.998    EM
    34 -0.32223778D+04    0.0306198    0.0000095    250.002   249.998    EM
    35 -0.32223497D+04    0.0281830    0.0000087    250.002   249.998    EM
    36 -0.32223237D+04    0.0259738    0.0000081    250.002   249.998    EM
    37 -0.32222997D+04    0.0239668    0.0000074    250.002   249.998    EM
    38 -0.32222776D+04    0.0221401    0.0000069    250.002   249.998    EM
    39 -0.32222571D+04    0.0204745    0.0000064    250.002   249.998    EM
    40 -0.32222381D+04    0.0189531    0.0000059    250.002   249.998    EM
    41 -0.32222206D+04    0.0175613    0.0000055    250.002   249.998    EM
    42 -0.32222043D+04    0.0162859    0.0000051    250.002   249.998    EM
    43 -0.32221892D+04    0.0151156    0.0000047    250.002   249.998    EM
    44 -0.32221751D+04    0.0140402    0.0000044    250.002   249.998    EM
    45 -0.32221621D+04    0.0130507    0.0000041    250.002   249.998    EM
    46 -0.32221500D+04    0.0121391    0.0000038    250.002   249.998    EM
    47 -0.32221387D+04    0.0112983    0.0000035    250.002   249.998    EM
    48 -0.32221281D+04    0.0105235    0.0000033    250.002   249.998    EM
    49 -0.32221183D+04    0.0098041    0.0000030    250.002   249.998    EM
    50 -0.32221092D+04    0.0091402    0.0000028    250.002   249.998    EM
    51 -0.32221007D+04    0.0085253    0.0000026    250.002   249.998    EM
    52 -0.32220927D+04    0.0079553    0.0000025    250.002   249.998    EM
    53 -0.32220853D+04    0.0074266    0.0000023    250.002   249.998    EM
    54 -0.32220783D+04    0.0069358    0.0000022    250.002   249.998    EM
    55 -0.32220719D+04    0.0064798    0.0000020    250.002   249.998    EM
    56 -0.32220658D+04    0.0060558    0.0000019    250.002   249.998    EM
    57 -0.32220601D+04    0.0056614    0.0000018    250.002   249.998    EM
    58 -0.32220549D+04    0.0052943    0.0000016    250.002   249.998    EM
    59 -0.32220499D+04    0.0049523    0.0000015    250.002   249.998    EM
    60 -0.32220383D+04    0.0116457    0.0000036    188.166   311.834    QN
    61 -0.32218517D+04    0.1865525    0.0000579    188.122   311.878    EM
    62 -0.32217558D+04    0.0958585    0.0000298    188.048   311.952    EM
    63 -0.32217035D+04    0.0523186    0.0000162    187.953   312.047    EM
    64 -0.32216722D+04    0.0313604    0.0000097    187.841   312.159    EM
    65 -0.32216510D+04    0.0212135    0.0000066    187.718   312.282    EM
    66 -0.32216347D+04    0.0162451    0.0000050    187.586   312.414    EM
    67 -0.32216209D+04    0.0137621    0.0000043    187.446   312.554    EM
    68 -0.32216085D+04    0.0124782    0.0000039    187.301   312.699    EM
    69 -0.32215967D+04    0.0117785    0.0000037    187.151   312.849    EM
    70 -0.32215853D+04    0.0113694    0.0000035    186.998   313.002    EM
    71 -0.32215742D+04    0.0111098    0.0000034    186.840   313.160    EM
    72 -0.32215633D+04    0.0109324    0.0000034    186.680   313.320    EM
    73 -0.32215525D+04    0.0108044    0.0000034    186.517   313.483    EM
    74 -0.32215418D+04    0.0107100    0.0000033    186.350   313.650    EM
    75 -0.32215311D+04    0.0106413    0.0000033    186.181   313.819    EM
    76 -0.32208769D+04    0.6542543    0.0002031    157.501   342.499    QN
    77 -0.32206867D+04    0.1901592    0.0000590    157.555   342.445    EM
    78 -0.32205822D+04    0.1045392    0.0000325    157.609   342.391    EM
    79 -0.32205225D+04    0.0596997    0.0000185    157.661   342.339    EM
    80 -0.32204865D+04    0.0359497    0.0000112    157.710   342.290    EM
    81 -0.32204633D+04    0.0231748    0.0000072    157.753   342.247    EM
    82 -0.32204472D+04    0.0161371    0.0000050    157.790   342.210    EM
    83 -0.32204351D+04    0.0121174    0.0000038    157.823   342.177    EM
    84 -0.32204254D+04    0.0097025    0.0000030    157.850   342.150    EM
    85 -0.32204172D+04    0.0081562    0.0000025    157.872   342.128    EM
    86 -0.32204101D+04    0.0070935    0.0000022    157.888   342.112    EM
    87 -0.32204038D+04    0.0063114    0.0000020    157.901   342.099    EM
    88 -0.32203981D+04    0.0057012    0.0000018    157.909   342.091    EM
    89 -0.32203929D+04    0.0052035    0.0000016    157.913   342.087    EM
    90 -0.32203881D+04    0.0047854    0.0000015    157.914   342.086    EM
    91 -0.32203837D+04    0.0044255    0.0000014    157.911   342.089    EM
    92 -0.32203796D+04    0.0041127    0.0000013    157.905   342.095    EM
    93 -0.32203758D+04    0.0038380    0.0000012    157.897   342.103    EM
    94 -0.32202577D+04    0.1180828    0.0000367    153.992   346.008    QN
    95 -0.32202574D+04    0.0002691    0.0000001    153.992   346.008    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83060420D+04    0.0000000    0.0000000    207.120   292.880    EM
     2 -0.42061342D+04 4099.9078048    0.4936055    191.651   308.349    EM
     3 -0.40209066D+04  185.2275830    0.0440375    201.133   298.867    FS
     4 -0.35979102D+04  422.9964218    0.1051993    247.660   252.340    FS
     5 -0.34197814D+04  178.1287442    0.0495089    216.609   283.391    FS
     6 -0.33521337D+04   67.6477369    0.0197813    246.868   253.132    FS
     7 -0.32881500D+04   63.9836897    0.0190875    248.633   251.367    FS
     8 -0.32593192D+04   28.8307654    0.0087681    252.620   247.380    FS
     9 -0.32388360D+04   20.4832613    0.0062845    248.842   251.158    FS
    10 -0.32284037D+04   10.4322775    0.0032210    247.770   252.230    FS
    11 -0.32205858D+04    7.8178437    0.0024216    235.364   264.636    FS
    12 -0.32201848D+04    0.4010058    0.0001245    235.736   264.264    EM
    13 -0.32200005D+04    0.1842827    0.0000572    235.867   264.133    EM
    14 -0.32198822D+04    0.1183738    0.0000368    235.894   264.106    EM
    15 -0.32197873D+04    0.0948292    0.0000295    235.879   264.121    EM
    16 -0.32197042D+04    0.0830974    0.0000258    235.848   264.152    EM
    17 -0.32196287D+04    0.0755857    0.0000235    235.811   264.189    EM
    18 -0.32195586D+04    0.0700819    0.0000218    235.772   264.228    EM
    19 -0.32194928D+04    0.0657761    0.0000204    235.734   264.266    EM
    20 -0.32194305D+04    0.0622847    0.0000193    235.697   264.303    EM
    21 -0.32193711D+04    0.0593862    0.0000184    235.661   264.339    EM
    22 -0.32193142D+04    0.0569368    0.0000177    235.627   264.373    EM
    23 -0.32192594D+04    0.0548350    0.0000170    235.594   264.406    EM
    24 -0.32192064D+04    0.0530071    0.0000165    235.561   264.439    EM
    25 -0.32191550D+04    0.0513985    0.0000160    235.530   264.470    EM
    26 -0.32191050D+04    0.0499678    0.0000155    235.499   264.501    EM
    27 -0.32190563D+04    0.0486830    0.0000151    235.468   264.532    EM
    28 -0.32190088D+04    0.0475201    0.0000148    235.438   264.562    EM
    29 -0.32189623D+04    0.0464591    0.0000144    235.409   264.591    EM
    30 -0.32189168D+04    0.0454857    0.0000141    235.379   264.621    EM
    31 -0.32188723D+04    0.0445877    0.0000139    235.350   264.650    EM
    32 -0.32188285D+04    0.0437549    0.0000136    235.321   264.679    EM
    33 -0.32187855D+04    0.0429796    0.0000134    235.292   264.708    EM
    34 -0.32187433D+04    0.0422556    0.0000131    235.263   264.737    EM
    35 -0.32187017D+04    0.0415774    0.0000129    235.234   264.766    EM
    36 -0.32186607D+04    0.0409406    0.0000127    235.205   264.795    EM
    37 -0.32186204D+04    0.0403413    0.0000125    235.176   264.824    EM
    38 -0.32185806D+04    0.0397761    0.0000124    235.147   264.853    EM
    39 -0.32185414D+04    0.0392426    0.0000122    235.119   264.881    EM
    40 -0.32185026D+04    0.0387382    0.0000120    235.090   264.910    EM
    41 -0.32184644D+04    0.0382608    0.0000119    235.061   264.939    EM
    42 -0.32184266D+04    0.0378086    0.0000117    235.032   264.968    EM
    43 -0.32183892D+04    0.0373800    0.0000116    235.003   264.997    EM
    44 -0.32183522D+04    0.0369731    0.0000115    234.974   265.026    EM
    45 -0.32183156D+04    0.0365870    0.0000114    234.945   265.055    EM
    46 -0.32182794D+04    0.0362203    0.0000113    234.917   265.083    EM
    47 -0.32182435D+04    0.0358718    0.0000111    234.888   265.112    EM
    48 -0.32182080D+04    0.0355405    0.0000110    234.859   265.141    EM
    49 -0.32181728D+04    0.0352256    0.0000109    234.831   265.169    EM
    50 -0.32181379D+04    0.0349261    0.0000109    234.802   265.198    EM
    51 -0.32181032D+04    0.0346412    0.0000108    234.774   265.226    EM
    52 -0.32180688D+04    0.0343701    0.0000107    234.746   265.254    EM
    53 -0.32180347D+04    0.0341122    0.0000106    234.718   265.282    EM
    54 -0.32180009D+04    0.0338665    0.0000105    234.690   265.310    EM
    55 -0.32179672D+04    0.0336359    0.0000105    234.662   265.338    EM
    56 -0.32179338D+04    0.0334100    0.0000104    234.635   265.365    EM
    57 -0.32179006D+04    0.0331984    0.0000103    234.607   265.393    EM
    58 -0.32178676D+04    0.0329970    0.0000103    234.580   265.420    EM
    59 -0.32178348D+04    0.0328046    0.0000102    234.553   265.447    EM
    60 -0.32178022D+04    0.0326216    0.0000101    234.527   265.473    EM
    61 -0.32177697D+04    0.0324474    0.0000101    234.501   265.499    EM
    62 -0.32177375D+04    0.0322816    0.0000100    234.475   265.525    EM
    63 -0.32177053D+04    0.0321234    0.0000100    234.449   265.551    EM
    64 -0.32176734D+04    0.0319730    0.0000099    234.423   265.577    EM
    65 -0.32176415D+04    0.0318296    0.0000099    234.398   265.602    EM
    66 -0.32134054D+04    4.2361272    0.0013165    237.217   262.783    QN
    67 -0.32129010D+04    0.5044575    0.0001570    237.352   262.648    EM
    68 -0.32126794D+04    0.2215177    0.0000689    237.414   262.586    EM
    69 -0.32125430D+04    0.1364372    0.0000425    237.453   262.547    EM
    70 -0.32124461D+04    0.0969306    0.0000302    237.487   262.513    EM
    71 -0.32123725D+04    0.0735726    0.0000229    237.523   262.477    EM
    72 -0.32123143D+04    0.0582442    0.0000181    237.563   262.437    EM
    73 -0.32122666D+04    0.0476067    0.0000148    237.607   262.393    EM
    74 -0.32122267D+04    0.0399261    0.0000124    237.655   262.345    EM
    75 -0.32121925D+04    0.0341989    0.0000106    237.706   262.294    EM
    76 -0.32121627D+04    0.0298125    0.0000093    237.760   262.240    EM
    77 -0.32121363D+04    0.0263772    0.0000082    237.815   262.185    EM
    78 -0.32121127D+04    0.0236370    0.0000074    237.873   262.127    EM
    79 -0.32120913D+04    0.0214180    0.0000067    237.931   262.069    EM
    80 -0.32120717D+04    0.0195975    0.0000061    237.991   262.009    EM
    81 -0.32120536D+04    0.0180879    0.0000056    238.051   261.949    EM
    82 -0.32120368D+04    0.0168242    0.0000052    238.112   261.888    EM
    83 -0.32114385D+04    0.5982811    0.0001863    243.415   256.585    QN
    84 -0.32114384D+04    0.0001094    0.0000000    243.416   256.584    EM


     Beginning Time:  23:04:53
        Ending Time:  23:08:02
       Elapsed Time:  00:03:09



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