Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:57 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of GMM with known
  	classes (multiple group analysis)
  DATA:	FILE IS ex8.8.dat;
  VARIABLE:	NAMES ARE g y1-y4 x cg c;
  	USEVARIABLES ARE y1-y4 x;
  	CLASSES = cg (2) c (2);
  	KNOWNCLASS = cg (g = 0 g = 1);
  ANALYSIS: TYPE = MIXTURE;
  MODEL:
  	%OVERALL%
  	i s | y1@0 y2@1 y3@2 y4@3;
  	i s ON x;
  	c ON cg x;
  	%cg#1.c#1%
  	[i*2 s*1];
  	%cg#1.c#2%
  	[i*0 s*0];
  	%cg#2.c#1%
  	[i*3 s*1.5];
  	%cg#2.c#2%
  	[i*1 s*.5];
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of GMM with known
classes (multiple group analysis)

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

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

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4

Observed independent variables
   X

Continuous latent variables
   I           S

Categorical latent variables
   CG          C

  Knownclass            CG


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
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
Parameterization                                             LOGIT

Input data file(s)
  ex8.8.dat
Input data format  FREE


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:

           -7051.578  127215           9
           -7051.578  unperturbed      0
           -7051.578  637345           19
           -7108.086  107446           12



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                       21

Loglikelihood

          H0 Value                       -7051.578
          H0 Scaling Correction Factor      0.9823
            for MLR

Information Criteria

          Akaike (AIC)                   14145.157
          Bayesian (BIC)                 14248.219
          Sample-Size Adjusted BIC       14181.522
            (n* = (n + 2) / 24)



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   CG  C

  Latent Class Variable Patterns

         CG         C
      Class     Class

         1         1
         1         2
         2         1
         2         2


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

  Latent Class
    Pattern

    1  1        153.65202          0.15365
    1  2        359.34798          0.35935
    2  1        248.20553          0.24821
    2  2        238.79447          0.23879


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

  Latent Class
    Variable    Class

    CG             1       513.00000          0.51300
                   2       487.00000          0.48700
    C              1       401.85754          0.40186
                   2       598.14246          0.59814


LATENT TRANSITION PROBABILITIES BASED ON THE ESTIMATED MODEL

  CG Classes (Rows) by C Classes (Columns)

            1        2

   1     0.300    0.700
   2     0.510    0.490


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

  Latent Class
    Pattern

    1  1        153.65203          0.15365
    1  2        359.34797          0.35935
    2  1        248.20554          0.24821
    2  2        238.79446          0.23879


FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES

  Latent Class
    Variable    Class

    CG             1       513.00000          0.51300
                   2       487.00000          0.48700
    C              1       401.85757          0.40186
                   2       598.14240          0.59814


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

    1  1              145          0.14500
    1  2              368          0.36800
    2  1              248          0.24800
    2  2              239          0.23900


FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

  Latent Class
    Variable    Class

    CG             1             513          0.51300
                   2             487          0.48700
    C              1             393          0.39300
                   2             607          0.60700


CLASSIFICATION QUALITY

     Entropy                         0.886


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

  Latent Class Variable Patterns

  Latent Class         CG         C
   Pattern No.      Class     Class

         1             1         1
         2             1         2
         3             2         1
         4             2         2

           1        2        3        4

    1   0.940    0.060    0.000    0.000
    2   0.047    0.953    0.000    0.000
    3   0.000    0.000    0.928    0.072
    4   0.000    0.000    0.075    0.925


MODEL RESULTS

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

Latent Class Pattern 1 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                  0.469      0.046     10.093      0.000

 S          ON
    X                  0.197      0.024      8.067      0.000

 S        WITH
    I                  0.020      0.026      0.776      0.438

 Intercepts
    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
    I                  0.111      0.136      0.814      0.415
    S                 -0.117      0.052     -2.266      0.023

 Residual Variances
    Y1                 0.511      0.045     11.333      0.000
    Y2                 0.519      0.029     17.681      0.000
    Y3                 0.452      0.032     13.920      0.000
    Y4                 0.576      0.060      9.564      0.000
    I                  1.017      0.074     13.786      0.000
    S                  0.181      0.017     10.497      0.000

Latent Class Pattern 1 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                  0.469      0.046     10.093      0.000

 S          ON
    X                  0.197      0.024      8.067      0.000

 S        WITH
    I                  0.020      0.026      0.776      0.438

 Intercepts
    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
    I                  1.957      0.068     28.671      0.000
    S                  1.048      0.037     28.234      0.000

 Residual Variances
    Y1                 0.511      0.045     11.333      0.000
    Y2                 0.519      0.029     17.681      0.000
    Y3                 0.452      0.032     13.920      0.000
    Y4                 0.576      0.060      9.564      0.000
    I                  1.017      0.074     13.786      0.000
    S                  0.181      0.017     10.497      0.000

Latent Class Pattern 2 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                  0.469      0.046     10.093      0.000

 S          ON
    X                  0.197      0.024      8.067      0.000

 S        WITH
    I                  0.020      0.026      0.776      0.438

 Intercepts
    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
    I                  0.981      0.085     11.521      0.000
    S                  0.523      0.045     11.532      0.000

 Residual Variances
    Y1                 0.511      0.045     11.333      0.000
    Y2                 0.519      0.029     17.681      0.000
    Y3                 0.452      0.032     13.920      0.000
    Y4                 0.576      0.060      9.564      0.000
    I                  1.017      0.074     13.786      0.000
    S                  0.181      0.017     10.497      0.000

Latent Class Pattern 2 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                  0.469      0.046     10.093      0.000

 S          ON
    X                  0.197      0.024      8.067      0.000

 S        WITH
    I                  0.020      0.026      0.776      0.438

 Intercepts
    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
    I                  2.805      0.093     30.108      0.000
    S                  1.405      0.037     38.315      0.000

 Residual Variances
    Y1                 0.511      0.045     11.333      0.000
    Y2                 0.519      0.029     17.681      0.000
    Y3                 0.452      0.032     13.920      0.000
    Y4                 0.576      0.060      9.564      0.000
    I                  1.017      0.074     13.786      0.000
    S                  0.181      0.017     10.497      0.000

Categorical Latent Variables

 C#1      ON
    CG#1              -1.075      0.217     -4.955      0.000

 C#1        ON
    X                 -1.329      0.136     -9.737      0.000

 Means
    CG#1               0.052      0.063      0.822      0.411
    C#1               -0.060      0.146     -0.415      0.678


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X                  0.265


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.350E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 1


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 X                  0             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 PATTERN 1 2


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 X                  0             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 PATTERN 2 1


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 X                  0             0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                 14            15             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 PATTERN 2 2


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 X                  0             0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                 16            17             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)
              CG#1          CG#2          C#1           C#2
              ________      ________      ________      ________
 1                 18             0            19             0


           GAMMA(C)
              X
              ________
 CG#1               0
 CG#2               0
 C#1               20
 C#2                0


           BETA(C)
              CG#1          CG#2
              ________      ________
 C#1               21             0
 C#2                0             0


     STARTING VALUES FOR LATENT CLASS PATTERN 1 1


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             1.464
 Y2             0.000         2.536
 Y3             0.000         0.000         4.193
 Y4             0.000         0.000         0.000         6.260
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              2.000         1.000         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              2.818
 S              0.000         0.674
 X              0.000         0.000         0.512


     STARTING VALUES FOR LATENT CLASS PATTERN 1 2


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             1.464
 Y2             0.000         2.536
 Y3             0.000         0.000         4.193
 Y4             0.000         0.000         0.000         6.260
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              0.000         0.000         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              2.818
 S              0.000         0.674
 X              0.000         0.000         0.512


     STARTING VALUES FOR LATENT CLASS PATTERN 2 1


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             1.464
 Y2             0.000         2.536
 Y3             0.000         0.000         4.193
 Y4             0.000         0.000         0.000         6.260
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              3.000         1.500         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              2.818
 S              0.000         0.674
 X              0.000         0.000         0.512


     STARTING VALUES FOR LATENT CLASS PATTERN 2 2


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


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


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             1.464
 Y2             0.000         2.536
 Y3             0.000         0.000         4.193
 Y4             0.000         0.000         0.000         6.260
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              1.000         0.500         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              2.818
 S              0.000         0.674
 X              0.000         0.000         0.512


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              X
              ________
 CG#1           0.000
 CG#2           0.000
 C#1            0.000
 C#2            0.000


           BETA(C)
              CG#1          CG#2
              ________      ________
 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 -0.87739244D+04    0.0000000    0.0000000    304.647   208.353    EM
                                                    229.794   257.206
     2 -0.71096557D+04 1664.2686419    0.1896835    308.547   204.453    EM
                                                    231.422   255.578
     3 -0.71022013D+04    7.4544489    0.0010485    317.686   195.314    EM
                                                    231.848   255.152
     4 -0.70934092D+04    8.7920743    0.0012379    327.074   185.926    EM
                                                    232.473   254.527
     5 -0.70828164D+04   10.5927708    0.0014933    335.808   177.192    EM
                                                    233.332   253.668
     6 -0.70714885D+04   11.3278981    0.0015993    343.146   169.854    EM
                                                    234.356   252.644
     7 -0.70617859D+04    9.7026508    0.0013721    348.691   164.309    EM
                                                    235.396   251.604
     8 -0.70556792D+04    6.1067092    0.0008648    352.515   160.485    EM
                                                    236.305   250.695
     9 -0.70529233D+04    2.7559198    0.0003906    354.995   158.005    EM
                                                    237.020   249.980
    10 -0.70519764D+04    0.9468593    0.0001343    356.559   156.441    EM
                                                    237.548   249.452


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21320443D+05    0.0000000    0.0000000    328.272   184.728    EM
                                                    239.682   247.318
     2 -0.71537391D+04 ************    0.6644657    327.120   185.880    EM
                                                    239.660   247.340
     3 -0.71257527D+04   27.9863968    0.0039121    325.957   187.043    EM
                                                    239.606   247.394
     4 -0.71245755D+04    1.1772401    0.0001652    324.680   188.320    EM
                                                    239.561   247.439
     5 -0.71238386D+04    0.7369200    0.0001034    323.282   189.718    EM
                                                    239.524   247.476


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20522301D+05    0.0000000    0.0000000     30.486   482.514    EM
                                                    177.172   309.828
     2 -0.71406345D+04 ************    0.6520549     22.457   490.543    EM
                                                    178.964   308.036
     3 -0.71284811D+04   12.1534038    0.0017020     20.854   492.146    EM
                                                    179.587   307.413
     4 -0.71259752D+04    2.5059364    0.0003515     20.023   492.977    EM
                                                    179.931   307.069
     5 -0.71248921D+04    1.0830661    0.0001520     19.703   493.297    EM
                                                    180.194   306.806
     6 -0.71242987D+04    0.5934330    0.0000833     19.687   493.313    EM
                                                    180.407   306.593


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15007065D+05    0.0000000    0.0000000      1.435   511.565    EM
                                                    234.746   252.254
     2 -0.71517664D+04 7855.2990782    0.5234400     17.664   495.336    EM
                                                    245.095   241.905
     3 -0.71244573D+04   27.3090732    0.0038185     18.675   494.325    EM
                                                    245.127   241.873
     4 -0.71240151D+04    0.4422492    0.0000621     19.686   493.314    EM
                                                    245.135   241.865


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14423396D+05    0.0000000    0.0000000    510.325     2.675    EM
                                                    352.463   134.537
     2 -0.75540370D+04 6869.3591022    0.4762650    487.943    25.057    EM
                                                    434.714    52.286
     3 -0.74375106D+04  116.5263578    0.0154257    486.824    26.176    EM
                                                    434.972    52.028
     4 -0.72053102D+04  232.2004745    0.0312202    485.710    27.290    EM
                                                    435.130    51.870
     5 -0.71252460D+04   80.0641559    0.0111118    484.261    28.739    EM
                                                    435.217    51.783
     6 -0.71233504D+04    1.8956026    0.0002660    482.549    30.451    EM
                                                    435.260    51.740
     7 -0.71228520D+04    0.4983753    0.0000700    480.634    32.366    EM
                                                    435.277    51.723


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13793346D+05    0.0000000    0.0000000    220.932   292.068    EM
                                                    263.177   223.823
     2 -0.71346720D+04 6658.6735861    0.4827454    301.590   211.410    EM
                                                    263.870   223.130
     3 -0.71270128D+04    7.6591901    0.0010735    301.994   211.006    EM
                                                    263.464   223.536
     4 -0.71260906D+04    0.9221684    0.0001294    302.565   210.435    EM
                                                    263.012   223.988


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12645906D+05    0.0000000    0.0000000     79.259   433.741    EM
                                                    119.222   367.778
     2 -0.71456328D+04 5500.2734654    0.4349450     79.862   433.138    EM
                                                    118.529   368.471
     3 -0.71276168D+04   18.0159425    0.0025213     81.004   431.996    EM
                                                    117.720   369.280
     4 -0.71263339D+04    1.2828946    0.0001800     82.116   430.884    EM
                                                    117.096   369.904
     5 -0.71255587D+04    0.7752060    0.0001088     83.252   429.748    EM
                                                    116.700   370.300


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17850706D+05    0.0000000    0.0000000    212.664   300.336    EM
                                                    316.774   170.226
     2 -0.71544740D+04 ************    0.5992050    212.368   300.632    EM
                                                    317.531   169.469
     3 -0.71322299D+04   22.2440776    0.0031091    212.763   300.237    EM
                                                    317.603   169.397
     4 -0.71276493D+04    4.5806603    0.0006422    213.167   299.833    EM
                                                    317.550   169.450
     5 -0.71258949D+04    1.7544182    0.0002461    213.388   299.612    EM
                                                    317.444   169.556
     6 -0.71249416D+04    0.9532539    0.0001338    213.383   299.617    EM
                                                    317.273   169.727


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14742070D+05    0.0000000    0.0000000    253.266   259.734    EM
                                                     92.545   394.455
     2 -0.71643677D+04 7577.7020679    0.5140189    251.434   261.566    EM
                                                     81.475   405.525
     3 -0.71335171D+04   30.8505836    0.0043061    250.302   262.698    EM
                                                     78.695   408.305
     4 -0.71277309D+04    5.7861653    0.0008111    249.530   263.470    EM
                                                     77.388   409.612
     5 -0.71254795D+04    2.2514455    0.0003159    248.885   264.115    EM
                                                     76.638   410.362
     6 -0.71243362D+04    1.1433291    0.0001605    248.307   264.693    EM
                                                     76.178   410.822
     7 -0.71236533D+04    0.6828406    0.0000958    247.762   265.238    EM
                                                     75.890   411.110


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17053784D+05    0.0000000    0.0000000     94.939   418.061    EM
                                                     10.781   476.219
     2 -0.71343110D+04 9919.4727107    0.5816582     88.556   424.444    EM
                                                     12.474   474.526
     3 -0.71278504D+04    6.4606328    0.0009056     84.379   428.621    EM
                                                     13.487   473.513
     4 -0.71257231D+04    2.1272662    0.0002984     81.260   431.740    EM
                                                     13.854   473.146
     5 -0.71244573D+04    1.2658404    0.0001776     78.730   434.270    EM
                                                     13.960   473.040
     6 -0.71233935D+04    1.0637936    0.0001493     76.621   436.379    EM
                                                     13.939   473.061
     7 -0.71223436D+04    1.0498752    0.0001474     74.883   438.117    EM
                                                     13.845   473.155
     8 -0.71212675D+04    1.0760509    0.0001511     73.528   439.472    EM
                                                     13.702   473.298
     9 -0.71202041D+04    1.0634399    0.0001493     72.591   440.409    EM
                                                     13.529   473.471
    10 -0.71192325D+04    0.9716316    0.0001365     72.098   440.902    EM
                                                     13.344   473.656


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12494585D+05    0.0000000    0.0000000    224.924   288.076    EM
                                                    160.823   326.177
     2 -0.71743288D+04 5320.2560209    0.4258049    225.131   287.869    EM
                                                    159.235   327.765
     3 -0.71238987D+04   50.4301634    0.0070293    224.386   288.614    EM
                                                    158.894   328.106
     4 -0.71216003D+04    2.2983425    0.0003226    223.195   289.805    EM
                                                    158.916   328.084
     5 -0.71207526D+04    0.8477651    0.0001190    221.735   291.265    EM
                                                    159.103   327.897


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15195911D+05    0.0000000    0.0000000    438.575    74.425    EM
                                                     73.155   413.845
     2 -0.71556044D+04 8040.3067812    0.5291099    434.108    78.892    EM
                                                     66.532   420.468
     3 -0.71294925D+04   26.1118917    0.0036492    431.818    81.182    EM
                                                     64.511   422.489
     4 -0.71271073D+04    2.3851861    0.0003346    430.153    82.847    EM
                                                     63.473   423.527
     5 -0.71260393D+04    1.0680061    0.0001499    428.742    84.258    EM
                                                     62.876   424.124
     6 -0.71253893D+04    0.6500500    0.0000912    427.485    85.515    EM
                                                     62.515   424.485


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13223991D+05    0.0000000    0.0000000    185.102   327.898    EM
                                                    198.996   288.004
     2 -0.71650718D+04 6058.9187322    0.4581763    183.183   329.817    EM
                                                    198.197   288.803
     3 -0.71260025D+04   39.0693564    0.0054528    180.931   332.069    EM
                                                    197.926   289.074
     4 -0.71223090D+04    3.6934635    0.0005183    178.756   334.244    EM
                                                    197.810   289.190
     5 -0.71206666D+04    1.6423555    0.0002306    176.797   336.203    EM
                                                    197.789   289.211
     6 -0.71195612D+04    1.1054616    0.0001552    175.019   337.981    EM
                                                    197.827   289.173
     7 -0.71187660D+04    0.7951610    0.0001117    173.387   339.613    EM
                                                    197.908   289.092


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11834844D+05    0.0000000    0.0000000     40.966   472.034    EM
                                                      0.014   486.986
     2 -0.71250098D+04 4709.8342737    0.3979634     40.576   472.424    EM
                                                      0.004   486.996
     3 -0.71227308D+04    2.2790120    0.0003199     40.636   472.364    EM
                                                      0.003   486.997
     4 -0.71219404D+04    0.7904735    0.0001110     40.760   472.240    EM
                                                      0.002   486.998


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16879317D+05    0.0000000    0.0000000    165.413   347.587    EM
                                                    405.623    81.377
     2 -0.71415960D+04 9737.7214753    0.5769026    166.883   346.117    EM
                                                    407.726    79.274
     3 -0.71230422D+04   18.5538277    0.0025980    167.386   345.614    EM
                                                    408.456    78.544
     4 -0.71223931D+04    0.6491073    0.0000911    167.805   345.195    EM
                                                    408.993    78.007


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16294732D+05    0.0000000    0.0000000    412.569   100.431    EM
                                                    326.055   160.945
     2 -0.71506803D+04 9144.0519290    0.5611661    413.310    99.690    EM
                                                    325.054   161.946
     3 -0.71260242D+04   24.6561223    0.0034481    412.993   100.007    EM
                                                    324.708   162.292
     4 -0.71256039D+04    0.4202739    0.0000590    412.606   100.394    EM
                                                    324.448   162.552


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15244216D+05    0.0000000    0.0000000    240.346   272.654    EM
                                                    482.066     4.934
     2 -0.71418148D+04 8102.4015554    0.5315066    244.321   268.679    EM
                                                    483.406     3.594
     3 -0.71297683D+04   12.0465440    0.0016868    246.795   266.205    EM
                                                    483.751     3.249
     4 -0.71265410D+04    3.2273361    0.0004527    247.982   265.018    EM
                                                    484.010     2.990
     5 -0.71253622D+04    1.1787306    0.0001654    248.523   264.477    EM
                                                    484.202     2.798
     6 -0.71248785D+04    0.4837423    0.0000679    248.681   264.319    EM
                                                    484.354     2.646


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26027883D+05    0.0000000    0.0000000    279.740   233.260    EM
                                                    249.609   237.391
     2 -0.71774048D+04 ************    0.7242417    283.125   229.875    EM
                                                    249.723   237.277
     3 -0.71237012D+04   53.7036265    0.0074823    285.221   227.779    EM
                                                    249.822   237.178
     4 -0.71208934D+04    2.8078379    0.0003942    287.317   225.683    EM
                                                    249.891   237.109
     5 -0.71199442D+04    0.9491160    0.0001333    289.582   223.418    EM
                                                    249.944   237.056


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22323752D+05    0.0000000    0.0000000    144.438   368.562    EM
                                                    138.253   348.747
     2 -0.71304058D+04 ************    0.6805911    144.525   368.475    EM
                                                    138.496   348.504
     3 -0.71239315D+04    6.4742447    0.0009080    144.594   368.406    EM
                                                    138.532   348.468
     4 -0.71232531D+04    0.6783911    0.0000952    144.688   368.312    EM
                                                    138.513   348.487


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23058399D+05    0.0000000    0.0000000    166.051   346.949    EM
                                                    226.854   260.146
     2 -0.70880471D+04 ************    0.6926045    161.888   351.112    EM
                                                    231.337   255.663
     3 -0.70760435D+04   12.0036452    0.0016935    158.174   354.826    EM
                                                    235.806   251.194
     4 -0.70662760D+04    9.7675193    0.0013804    155.788   357.212    EM
                                                    239.768   247.232
     5 -0.70589030D+04    7.3730197    0.0010434    154.570   358.430    EM
                                                    242.861   244.139
     6 -0.70546174D+04    4.2855618    0.0006071    154.050   358.950    EM
                                                    245.015   241.985
     7 -0.70526821D+04    1.9352897    0.0002743    153.858   359.142    EM
                                                    246.390   240.610
     8 -0.70519546D+04    0.7274816    0.0001031    153.794   359.206    EM
                                                    247.216   239.784


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17921427D+05    0.0000000    0.0000000    237.891   275.109    EM
                                                    237.697   249.303
     2 -0.71369416D+04 ************    0.6017649    222.196   290.804    EM
                                                    239.921   247.079
     3 -0.71228205D+04   14.1210968    0.0019786    217.819   295.181    EM
                                                    239.449   247.551
     4 -0.71215823D+04    1.2381712    0.0001738    213.672   299.328    EM
                                                    238.987   248.013
     5 -0.71206948D+04    0.8875679    0.0001246    209.631   303.369    EM
                                                    238.505   248.495


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


     8 -0.70519546D+04    0.7274816    0.0001031    153.794   359.206    EM
                                                    247.216   239.784
     9 -0.70517059D+04    0.2487185    0.0000353    153.771   359.229    EM
                                                    247.691   239.309
    10 -0.70516227D+04    0.0831658    0.0000118    153.758   359.242    EM
                                                    247.955   239.045
    11 -0.70515944D+04    0.0283799    0.0000040    153.745   359.255    EM
                                                    248.097   238.903
    12 -0.70515843D+04    0.0100501    0.0000014    153.731   359.269    EM
                                                    248.169   238.831
    13 -0.70515806D+04    0.0036992    0.0000005    153.716   359.284    EM
                                                    248.204   238.796
    14 -0.70515792D+04    0.0014091    0.0000002    153.703   359.297    EM
                                                    248.219   238.781
    15 -0.70515786D+04    0.0005529    0.0000001    153.692   359.308    EM
                                                    248.224   238.776
    16 -0.70515784D+04    0.0002227    0.0000000    153.682   359.318    EM
                                                    248.223   238.777
    17 -0.70515783D+04    0.0000918    0.0000000    153.674   359.326    EM
                                                    248.221   238.779
    18 -0.70515783D+04    0.0000386    0.0000000    153.669   359.331    EM
                                                    248.218   238.782
    19 -0.70515783D+04    0.0000166    0.0000000    153.664   359.336    EM
                                                    248.216   238.784
    20 -0.70515783D+04    0.0000072    0.0000000    153.661   359.339    EM
                                                    248.213   238.787
    21 -0.70515783D+04    0.0000032    0.0000000    153.658   359.342    EM
                                                    248.211   238.789
    22 -0.70515783D+04    0.0000014    0.0000000    153.656   359.344    EM
                                                    248.210   238.790
    23 -0.70515783D+04    0.0000007    0.0000000    153.655   359.345    EM
                                                    248.209   238.791
    24 -0.70515783D+04    0.0000003    0.0000000    153.654   359.346    EM
                                                    248.208   238.792
    25 -0.70515783D+04    0.0000001    0.0000000    153.654   359.346    EM
                                                    248.207   238.793
    26 -0.70515783D+04    0.0000001    0.0000000    153.653   359.347    EM
                                                    248.207   238.793
    27 -0.70515783D+04    0.0000000    0.0000000    153.653   359.347    EM
                                                    248.206   238.794
    28 -0.70515783D+04    0.0000000    0.0000000    153.653   359.347    EM
                                                    248.206   238.794
    29 -0.70515783D+04    0.0000000    0.0000000    153.652   359.348    EM
                                                    248.206   238.794
    30 -0.70515783D+04    0.0000000    0.0000000    153.652   359.348    EM
                                                    248.206   238.794


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


    10 -0.70519764D+04    0.9468593    0.0001343    356.559   156.441    EM
                                                    237.548   249.452
    11 -0.70516978D+04    0.2785845    0.0000395    357.542   155.458    EM
                                                    237.924   249.076
    12 -0.70516180D+04    0.0798146    0.0000113    358.164   154.836    EM
                                                    238.188   248.812
    13 -0.70515933D+04    0.0247217    0.0000035    358.564   154.436    EM
                                                    238.372   248.628
    14 -0.70515846D+04    0.0087268    0.0000012    358.824   154.176    EM
                                                    238.500   248.500
    15 -0.70515811D+04    0.0034839    0.0000005    358.996   154.004    EM
                                                    238.589   248.411
    16 -0.70515796D+04    0.0015122    0.0000002    359.110   153.890    EM
                                                    238.651   248.349
    17 -0.70515789D+04    0.0006877    0.0000001    359.187   153.813    EM
                                                    238.695   248.305
    18 -0.70515785D+04    0.0003202    0.0000000    359.238   153.762    EM
                                                    238.725   248.275
    19 -0.70515784D+04    0.0001506    0.0000000    359.273   153.727    EM
                                                    238.746   248.254
    20 -0.70515783D+04    0.0000712    0.0000000    359.297   153.703    EM
                                                    238.760   248.240
    21 -0.70515783D+04    0.0000338    0.0000000    359.313   153.687    EM
                                                    238.771   248.229
    22 -0.70515783D+04    0.0000160    0.0000000    359.324   153.676    EM
                                                    238.778   248.222
    23 -0.70515783D+04    0.0000076    0.0000000    359.332   153.668    EM
                                                    238.783   248.217
    24 -0.70515783D+04    0.0000036    0.0000000    359.337   153.663    EM
                                                    238.786   248.214
    25 -0.70515783D+04    0.0000017    0.0000000    359.340   153.660    EM
                                                    238.789   248.211
    26 -0.70515783D+04    0.0000008    0.0000000    359.343   153.657    EM
                                                    238.790   248.210
    27 -0.70515783D+04    0.0000004    0.0000000    359.344   153.656    EM
                                                    238.792   248.208
    28 -0.70515783D+04    0.0000002    0.0000000    359.346   153.654    EM
                                                    238.792   248.208
    29 -0.70515783D+04    0.0000001    0.0000000    359.346   153.654    EM
                                                    238.793   248.207
    30 -0.70515783D+04    0.0000000    0.0000000    359.347   153.653    EM
                                                    238.793   248.207
    31 -0.70515783D+04    0.0000000    0.0000000    359.347   153.653    EM
                                                    238.794   248.206
    32 -0.70515783D+04    0.0000000    0.0000000    359.347   153.653    EM
                                                    238.794   248.206
    33 -0.70515783D+04    0.0000000    0.0000000    359.348   153.652    EM
                                                    238.794   248.206
    34 -0.70515783D+04    0.0000000    0.0000000    359.348   153.652    EM
                                                    238.794   248.206


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


     7 -0.71187660D+04    0.7951610    0.0001117    173.387   339.613    EM
                                                    197.908   289.092
     8 -0.71181740D+04    0.5919837    0.0000832    171.876   341.124    EM
                                                    198.020   288.980
     9 -0.71177191D+04    0.4548998    0.0000639    170.472   342.528    EM
                                                    198.157   288.843
    10 -0.71173567D+04    0.3624809    0.0000509    169.168   343.832    EM
                                                    198.314   288.686
    11 -0.71170549D+04    0.3017388    0.0000424    167.958   345.042    EM
                                                    198.489   288.511
    12 -0.71167909D+04    0.2640541    0.0000371    166.842   346.158    EM
                                                    198.682   288.318
    13 -0.71165475D+04    0.2433709    0.0000342    165.817   347.183    EM
                                                    198.894   288.106
    14 -0.71163122D+04    0.2353255    0.0000331    164.887   348.113    EM
                                                    199.128   287.872
    15 -0.71160754D+04    0.2367332    0.0000333    164.051   348.949    EM
                                                    199.389   287.611
    16 -0.71158302D+04    0.2452363    0.0000345    163.313   349.687    EM
                                                    199.682   287.318
    17 -0.71155711D+04    0.2590497    0.0000364    162.674   350.326    EM
                                                    200.013   286.987
    18 -0.71152944D+04    0.2767640    0.0000389    162.137   350.863    EM
                                                    200.390   286.610
    19 -0.71149972D+04    0.2971861    0.0000418    161.702   351.298    EM
                                                    200.821   286.179
    20 -0.71146780D+04    0.3192307    0.0000449    161.372   351.628    EM
                                                    201.314   285.686
    21 -0.71143361D+04    0.3418311    0.0000480    161.144   351.856    EM
                                                    201.878   285.122
    22 -0.71139722D+04    0.3638825    0.0000511    161.018   351.982    EM
                                                    202.520   284.480
    23 -0.71135880D+04    0.3842355    0.0000540    160.990   352.010    EM
                                                    203.250   283.750
    24 -0.71131863D+04    0.4016859    0.0000565    161.055   351.945    EM
                                                    204.073   282.927
    25 -0.71127713D+04    0.4150484    0.0000583    161.205   351.795    EM
                                                    204.994   282.006
    26 -0.71123481D+04    0.4232054    0.0000595    161.429   351.571    EM
                                                    206.016   280.984
    27 -0.71119228D+04    0.4252441    0.0000598    161.718   351.282    EM
                                                    207.139   279.861
    28 -0.71115023D+04    0.4205413    0.0000591    162.057   350.943    EM
                                                    208.358   278.642
    29 -0.71110934D+04    0.4088698    0.0000575    162.434   350.566    EM
                                                    209.667   277.333
    30 -0.71107029D+04    0.3904857    0.0000549    162.833   350.167    EM
                                                    211.054   275.946
    31 -0.71103368D+04    0.3660921    0.0000515    163.242   349.758    EM
                                                    212.505   274.495
    32 -0.71100000D+04    0.3368451    0.0000474    163.648   349.352    EM
                                                    214.004   272.996
    33 -0.71096958D+04    0.3041810    0.0000428    164.041   348.959    EM
                                                    215.531   271.469
    34 -0.71094261D+04    0.2696988    0.0000379    164.412   348.588    EM
                                                    217.068   269.932
    35 -0.71091912D+04    0.2349485    0.0000330    164.755   348.245    EM
                                                    218.596   268.404
    36 -0.71089899D+04    0.2013147    0.0000283    165.066   347.934    EM
                                                    220.097   266.903
    37 -0.71085328D+04    0.4570348    0.0000643    169.797   343.203    FS
                                                    252.478   234.522
    38 -0.71082040D+04    0.3287947    0.0000463    166.182   346.818    FS
                                                    234.401   252.599
    39 -0.71081392D+04    0.0647835    0.0000091    168.922   344.078    FS
                                                    243.629   243.371
    40 -0.71081058D+04    0.0334809    0.0000047    167.354   345.646    FS
                                                    238.088   248.912
    41 -0.71080947D+04    0.0110124    0.0000015    168.506   344.494    FS
                                                    241.509   245.491
    42 -0.71080895D+04    0.0052393    0.0000007    167.825   345.175    FS
                                                    239.354   247.646
    43 -0.71080875D+04    0.0020274    0.0000003    168.310   344.690    FS
                                                    240.748   246.252
    44 -0.71080866D+04    0.0009105    0.0000001    168.013   344.987    FS
                                                    239.854   247.146
    45 -0.71080862D+04    0.0003741    0.0000001    168.219   344.781    FS
                                                    240.439   246.561
    46 -0.71080860D+04    0.0001634    0.0000000    168.091   344.909    FS
                                                    240.061   246.939
    47 -0.71080860D+04    0.0000687    0.0000000    168.178   344.822    FS
                                                    240.309   246.691
    48 -0.71080859D+04    0.0000297    0.0000000    168.123   344.877    FS
                                                    240.148   246.852
    49 -0.71080859D+04    0.0000126    0.0000000    168.160   344.840    FS
                                                    240.254   246.746
    50 -0.71080859D+04    0.0000054    0.0000000    168.136   344.864    FS
                                                    240.185   246.815
    51 -0.71080859D+04    0.0000023    0.0000000    168.152   344.848    FS
                                                    240.230   246.770
    52 -0.71080859D+04    0.0000010    0.0000000    168.142   344.858    FS
                                                    240.201   246.799
    53 -0.71080859D+04    0.0000004    0.0000000    168.149   344.851    FS
                                                    240.220   246.780
    54 -0.71080859D+04    0.0000002    0.0000000    168.145   344.855    FS
                                                    240.207   246.793
    55 -0.71080859D+04    0.0000001    0.0000000    168.147   344.853    FS
                                                    240.216   246.784
    56 -0.71080859D+04    0.0000000    0.0000000    168.146   344.854    FS
                                                    240.210   246.790
    57 -0.71080859D+04    0.0000000    0.0000000    168.147   344.853    FS
                                                    240.214   246.786
    58 -0.71080859D+04    0.0000000    0.0000000    168.146   344.854    FS
                                                    240.211   246.789


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


    10 -0.71192325D+04    0.9716316    0.0001365     72.098   440.902    EM
                                                     13.344   473.656
    11 -0.71184248D+04    0.8076597    0.0001134     72.041   440.959    EM
                                                     13.161   473.839
    12 -0.71178069D+04    0.6178779    0.0000868     72.386   440.614    EM
                                                     12.996   474.004
    13 -0.71173547D+04    0.4522335    0.0000635     73.076   439.924    EM
                                                     12.862   474.138
    14 -0.71170199D+04    0.3348217    0.0000470     74.047   438.953    EM
                                                     12.764   474.236
    15 -0.71167571D+04    0.2627454    0.0000369     75.241   437.759    EM
                                                     12.705   474.295
    16 -0.71165355D+04    0.2216568    0.0000311     76.605   436.395    EM
                                                     12.684   474.316
    17 -0.71163375D+04    0.1979357    0.0000278     78.096   434.904    EM
                                                     12.698   474.302
    18 -0.71161550D+04    0.1825810    0.0000257     79.676   433.324    EM
                                                     12.743   474.257
    19 -0.71159843D+04    0.1706648    0.0000240     81.314   431.686    EM
                                                     12.816   474.184
    20 -0.71158245D+04    0.1597959    0.0000225     82.984   430.016    EM
                                                     12.914   474.086
    21 -0.71156755D+04    0.1489759    0.0000209     84.664   428.336    EM
                                                     13.033   473.967
    22 -0.71155376D+04    0.1379174    0.0000194     86.335   426.665    EM
                                                     13.171   473.829
    23 -0.71154109D+04    0.1266768    0.0000178     87.981   425.019    EM
                                                     13.326   473.674
    24 -0.71152955D+04    0.1154578    0.0000162     89.589   423.411    EM
                                                     13.498   473.502
    25 -0.71151910D+04    0.1045032    0.0000147     91.149   421.851    EM
                                                     13.684   473.316
    26 -0.71150969D+04    0.0940375    0.0000132     92.653   420.347    EM
                                                     13.884   473.116
    27 -0.71150127D+04    0.0842371    0.0000118     94.095   418.905    EM
                                                     14.097   472.903
    28 -0.71149375D+04    0.0752210    0.0000106     95.471   417.529    EM
                                                     14.324   472.676
    29 -0.71148704D+04    0.0670543    0.0000094     96.780   416.220    EM
                                                     14.562   472.438
    30 -0.71148107D+04    0.0597564    0.0000084     98.019   414.981    EM
                                                     14.814   472.186
    31 -0.71147574D+04    0.0533111    0.0000075     99.189   413.811    EM
                                                     15.077   471.923
    32 -0.71147097D+04    0.0476787    0.0000067    100.291   412.709    EM
                                                     15.354   471.646
    33 -0.71146669D+04    0.0428051    0.0000060    101.326   411.674    EM
                                                     15.643   471.357
    34 -0.71146282D+04    0.0386277    0.0000054    102.298   410.702    EM
                                                     15.945   471.055
    35 -0.71145932D+04    0.0350826    0.0000049    103.208   409.792    EM
                                                     16.261   470.739
    36 -0.71145611D+04    0.0321067    0.0000045    104.059   408.941    EM
                                                     16.590   470.410
    37 -0.71145314D+04    0.0296413    0.0000042    104.855   408.145    EM
                                                     16.933   470.067
    38 -0.71145038D+04    0.0276321    0.0000039    105.598   407.402    EM
                                                     17.292   469.708
    39 -0.71144778D+04    0.0260314    0.0000037    106.291   406.709    EM
                                                     17.666   469.334
    40 -0.71144530D+04    0.0247969    0.0000035    106.938   406.062    EM
                                                     18.056   468.944
    41 -0.71144291D+04    0.0238929    0.0000034    107.542   405.458    EM
                                                     18.464   468.536
    42 -0.71144058D+04    0.0232892    0.0000033    108.106   404.894    EM
                                                     18.889   468.111
    43 -0.71143828D+04    0.0229614    0.0000032    108.631   404.369    EM
                                                     19.334   467.666
    44 -0.71143599D+04    0.0228903    0.0000032    109.123   403.877    EM
                                                     19.799   467.201
    45 -0.71143369D+04    0.0230618    0.0000032    109.582   403.418    EM
                                                     20.286   466.714
    46 -0.71143134D+04    0.0234667    0.0000033    110.012   402.988    EM
                                                     20.796   466.204
    47 -0.71142893D+04    0.0241004    0.0000034    110.414   402.586    EM
                                                     21.331   465.669
    48 -0.71142643D+04    0.0249632    0.0000035    110.793   402.207    EM
                                                     21.892   465.108
    49 -0.71142383D+04    0.0260600    0.0000037    111.149   401.851    EM
                                                     22.482   464.518
    50 -0.71142109D+04    0.0274007    0.0000039    111.485   401.515    EM
                                                     23.102   463.898
    51 -0.71141819D+04    0.0290006    0.0000041    111.802   401.198    EM
                                                     23.756   463.244
    52 -0.71141510D+04    0.0308807    0.0000043    112.104   400.896    EM
                                                     24.446   462.554
    53 -0.71141179D+04    0.0330687    0.0000046    112.392   400.608    EM
                                                     25.175   461.825
    54 -0.71140823D+04    0.0355996    0.0000050    112.667   400.333    EM
                                                     25.947   461.053
    55 -0.71140438D+04    0.0385172    0.0000054    112.932   400.068    EM
                                                     26.765   460.235
    56 -0.71140019D+04    0.0418759    0.0000059    113.189   399.811    EM
                                                     27.634   459.366
    57 -0.71139562D+04    0.0457426    0.0000064    113.439   399.561    EM
                                                     28.559   458.441
    58 -0.71139060D+04    0.0501995    0.0000071    113.684   399.316    EM
                                                     29.546   457.454
    59 -0.71138506D+04    0.0553482    0.0000078    113.927   399.073    EM
                                                     30.600   456.400
    60 -0.71137893D+04    0.0613140    0.0000086    114.168   398.832    EM
                                                     31.729   455.271
    61 -0.70515783D+04   62.2110597    0.0087451    153.652   359.348    QN
                                                    248.205   238.795
    62 -0.70515783D+04    0.0000000    0.0000000    153.652   359.348    EM
                                                    248.206   238.794

Available post-processing tools:

  Estimated conditional probablities for the class variables

     Beginning Time:  17:57:38
        Ending Time:  17:57:38
       Elapsed Time:  00:00:00



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