Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:50 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a GMM for a count
  		outcome using a negative binomial model
  		with automatic starting values and random
  		starts
  DATA:		FILE IS ex8.5b.dat;
  VARIABLE:	NAMES ARE u1-u8 x;
  		CLASSES = c(2);
   		COUNT = u1-u8(nb);
  ANALYSIS:	TYPE = MIXTURE;
  		ALGORITHM = INTEGRATION;
  		STARTS = 40 8;
  MODEL:
  		%OVERALL%
  		i s q | u1@0 u2@.1 u3@.2 u4@.3 u5@.4 u6@.5 u7@.6 u8@.7;
  		s-q@0;
  		i s ON x;
  		c ON x;
  OUTPUT:	TECH1 TECH8;



*** WARNING in MODEL command
  All continuous latent variable covariances involving S have been fixed to 0
  because the variance of S is fixed at 0.
   1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS



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

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of dependent variables                                    8
Number of independent variables                                  1
Number of continuous latent variables                            3
Number of categorical latent variables                           1

Observed dependent variables

  Count
   U1          U2          U3          U4          U5          U6
   U7          U8

Observed independent variables
   X

Continuous latent variables
   I           S           Q

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                            1
  Adaptive quadrature                                           ON
Random Starts Specifications
  Number of initial stage random starts                         40
  Number of final stage optimizations                            8
  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)
  ex8.5b.dat
Input data format  FREE


COUNT PROPORTION OF ZERO, MINIMUM AND MAXIMUM VALUES

      U1          0.840         0        13
      U2          0.734         0        38
      U3          0.624         0        21
      U4          0.572         0        52
      U5          0.588         0        35
      U6          0.618         0        22
      U7          0.718         0        13
      U8          0.838         0         7


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:

           -4422.166  127215           9
           -4424.178  887676           22
           -4424.638  unperturbed      0
           -4424.638  207896           25
           -4424.829  366706           29
           -4425.234  462953           7
           -4425.332  650371           14
           -4426.648  195873           6



     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 STANDARD ERRORS OF THE MODEL PARAMETER ESTIMATES MAY NOT BE
     TRUSTWORTHY FOR SOME PARAMETERS DUE TO A NON-POSITIVE DEFINITE
     FIRST-ORDER DERIVATIVE PRODUCT MATRIX.  THIS MAY BE DUE TO THE STARTING
     VALUES BUT MAY ALSO BE AN INDICATION OF MODEL NONIDENTIFICATION.  THE
     CONDITION NUMBER IS       0.365D-15.  PROBLEM INVOLVING THE FOLLOWING PARAMETER:
     Parameter 11, %C#1%: [ Q ]


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       19

Loglikelihood

          H0 Value                       -4422.166
          H0 Scaling Correction Factor      0.7665
            for MLR

Information Criteria

          Akaike (AIC)                    8882.331
          Bayesian (BIC)                  8962.409
          Sample-Size Adjusted BIC        8902.102
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1          2.99950          0.00600
       2        497.00050          0.99400


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

    Latent
   Classes

       1          2.99978          0.00600
       2        497.00022          0.99400


CLASSIFICATION QUALITY

     Entropy                         1.000


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1                3          0.00600
       2              497          0.99400


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

           1        2

    1   1.000    0.000
    2   0.000    1.000


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

           1        2

    1   1.000    0.000
    2   0.000    1.000


Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

              1        2

    1     11.841    0.000
    2    -13.816    0.000


MODEL RESULTS

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

Latent Class 1

 I        |
    U1                 1.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 1.000      0.000    999.000    999.000
    U4                 1.000      0.000    999.000    999.000
    U5                 1.000      0.000    999.000    999.000
    U6                 1.000      0.000    999.000    999.000
    U7                 1.000      0.000    999.000    999.000
    U8                 1.000      0.000    999.000    999.000

 S        |
    U1                 0.000      0.000    999.000    999.000
    U2                 0.100      0.000    999.000    999.000
    U3                 0.200      0.000    999.000    999.000
    U4                 0.300      0.000    999.000    999.000
    U5                 0.400      0.000    999.000    999.000
    U6                 0.500      0.000    999.000    999.000
    U7                 0.600      0.000    999.000    999.000
    U8                 0.700      0.000    999.000    999.000

 Q        |
    U1                 0.000      0.000    999.000    999.000
    U2                 0.010      0.000    999.000    999.000
    U3                 0.040      0.000    999.000    999.000
    U4                 0.090      0.000    999.000    999.000
    U5                 0.160      0.000    999.000    999.000
    U6                 0.250      0.000    999.000    999.000
    U7                 0.360      0.000    999.000    999.000
    U8                 0.490      0.000    999.000    999.000

 I          ON
    X                 -0.276      0.081     -3.406      0.001

 S          ON
    X                  0.178      0.174      1.025      0.305

 Means
    Q                -23.147      5.309     -4.360      0.000

 Intercepts
    I                  0.534      0.314      1.700      0.089
    S                  9.381      2.902      3.232      0.001
    U1                 0.000      0.000    999.000    999.000
    U2                 0.000      0.000    999.000    999.000
    U3                 0.000      0.000    999.000    999.000
    U4                 0.000      0.000    999.000    999.000
    U5                 0.000      0.000    999.000    999.000
    U6                 0.000      0.000    999.000    999.000
    U7                 0.000      0.000    999.000    999.000
    U8                 0.000      0.000    999.000    999.000

 Variances
    Q                  0.000      0.000    999.000    999.000

 Residual Variances
    I                  0.740      0.086      8.626      0.000
    S                  0.000      0.000    999.000    999.000

 Dispersion
    U1                 2.710      0.776      3.493      0.000
    U2                 3.353      0.528      6.353      0.000
    U3                 1.978      0.321      6.153      0.000
    U4                 1.884      0.270      6.981      0.000
    U5                 2.029      0.284      7.150      0.000
    U6                 1.951      0.283      6.897      0.000
    U7                 1.958      0.374      5.243      0.000
    U8                 2.609      0.688      3.792      0.000

Latent Class 2

 I        |
    U1                 1.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 1.000      0.000    999.000    999.000
    U4                 1.000      0.000    999.000    999.000
    U5                 1.000      0.000    999.000    999.000
    U6                 1.000      0.000    999.000    999.000
    U7                 1.000      0.000    999.000    999.000
    U8                 1.000      0.000    999.000    999.000

 S        |
    U1                 0.000      0.000    999.000    999.000
    U2                 0.100      0.000    999.000    999.000
    U3                 0.200      0.000    999.000    999.000
    U4                 0.300      0.000    999.000    999.000
    U5                 0.400      0.000    999.000    999.000
    U6                 0.500      0.000    999.000    999.000
    U7                 0.600      0.000    999.000    999.000
    U8                 0.700      0.000    999.000    999.000

 Q        |
    U1                 0.000      0.000    999.000    999.000
    U2                 0.010      0.000    999.000    999.000
    U3                 0.040      0.000    999.000    999.000
    U4                 0.090      0.000    999.000    999.000
    U5                 0.160      0.000    999.000    999.000
    U6                 0.250      0.000    999.000    999.000
    U7                 0.360      0.000    999.000    999.000
    U8                 0.490      0.000    999.000    999.000

 I          ON
    X                 -0.276      0.081     -3.406      0.001

 S          ON
    X                  0.178      0.174      1.025      0.305

 Means
    Q                -13.435      0.880    -15.274      0.000

 Intercepts
    I                 -1.619      0.114    -14.186      0.000
    S                  9.366      0.643     14.570      0.000
    U1                 0.000      0.000    999.000    999.000
    U2                 0.000      0.000    999.000    999.000
    U3                 0.000      0.000    999.000    999.000
    U4                 0.000      0.000    999.000    999.000
    U5                 0.000      0.000    999.000    999.000
    U6                 0.000      0.000    999.000    999.000
    U7                 0.000      0.000    999.000    999.000
    U8                 0.000      0.000    999.000    999.000

 Variances
    Q                  0.000      0.000    999.000    999.000

 Residual Variances
    I                  0.740      0.086      8.626      0.000
    S                  0.000      0.000    999.000    999.000

 Dispersion
    U1                 2.710      0.776      3.493      0.000
    U2                 3.353      0.528      6.353      0.000
    U3                 1.978      0.321      6.153      0.000
    U4                 1.884      0.270      6.981      0.000
    U5                 2.029      0.284      7.150      0.000
    U6                 1.951      0.283      6.897      0.000
    U7                 1.958      0.374      5.243      0.000
    U8                 2.609      0.688      3.792      0.000

Categorical Latent Variables

 C#1        ON
    X                -96.389      7.701    -12.516      0.000

 Intercepts
    C#1             -229.780     17.982    -12.778      0.000


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X                  0.000


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X                 96.389      7.701     12.516      0.000

 Intercepts
    C#2              229.780     17.982     12.778      0.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.365E-15
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U8            X
              ________      ________
 1                  0             0


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1               0             0             0             0
 U1                 0             0             0             0
 U2#1               0             0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0
 U3                 0             0             0             0
 U4#1               0             0             0             0
 U4                 0             0             0             0
 U5#1               0             0             0             0
 U5                 0             0             0             0
 U6#1               0             0             0             0
 U6                 0             0             0             0
 U7#1               0             0             0             0
 U7                 0             0             0             0
 U8#1               0             0             0             0
 U8                 0             0             0             0
 X                  0             0             0             0


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1               0
 U1                 0             1
 U2#1               0             0             0
 U2                 0             0             0             2
 U3#1               0             0             0             0             0
 U3                 0             0             0             0             0
 U4#1               0             0             0             0             0
 U4                 0             0             0             0             0
 U5#1               0             0             0             0             0
 U5                 0             0             0             0             0
 U6#1               0             0             0             0             0
 U6                 0             0             0             0             0
 U7#1               0             0             0             0             0
 U7                 0             0             0             0             0
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3                 3
 U4#1               0             0
 U4                 0             0             4
 U5#1               0             0             0             0
 U5                 0             0             0             0             5
 U6#1               0             0             0             0             0
 U6                 0             0             0             0             0
 U7#1               0             0             0             0             0
 U7                 0             0             0             0             0
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1               0
 U6                 0             6
 U7#1               0             0             0
 U7                 0             0             0             7
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U8            X
              ________      ________
 U8                 8
 X                  0             0


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1                  9            10            11             0


           BETA
              I             S             Q             X
              ________      ________      ________      ________
 I                  0             0             0            12
 S                  0             0             0            13
 Q                  0             0             0             0
 X                  0             0             0             0


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I                 14
 S                  0             0
 Q                  0             0             0
 X                  0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U8            X
              ________      ________
 1                  0             0


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1               0             0             0             0
 U1                 0             0             0             0
 U2#1               0             0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0
 U3                 0             0             0             0
 U4#1               0             0             0             0
 U4                 0             0             0             0
 U5#1               0             0             0             0
 U5                 0             0             0             0
 U6#1               0             0             0             0
 U6                 0             0             0             0
 U7#1               0             0             0             0
 U7                 0             0             0             0
 U8#1               0             0             0             0
 U8                 0             0             0             0
 X                  0             0             0             0


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1               0
 U1                 0             1
 U2#1               0             0             0
 U2                 0             0             0             2
 U3#1               0             0             0             0             0
 U3                 0             0             0             0             0
 U4#1               0             0             0             0             0
 U4                 0             0             0             0             0
 U5#1               0             0             0             0             0
 U5                 0             0             0             0             0
 U6#1               0             0             0             0             0
 U6                 0             0             0             0             0
 U7#1               0             0             0             0             0
 U7                 0             0             0             0             0
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3                 3
 U4#1               0             0
 U4                 0             0             4
 U5#1               0             0             0             0
 U5                 0             0             0             0             5
 U6#1               0             0             0             0             0
 U6                 0             0             0             0             0
 U7#1               0             0             0             0             0
 U7                 0             0             0             0             0
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1               0
 U6                 0             6
 U7#1               0             0             0
 U7                 0             0             0             7
 U8#1               0             0             0             0             0
 U8                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              U8            X
              ________      ________
 U8                 8
 X                  0             0


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1                 15            16            17             0


           BETA
              I             S             Q             X
              ________      ________      ________      ________
 I                  0             0             0            12
 S                  0             0             0            13
 Q                  0             0             0             0
 X                  0             0             0             0


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I                 14
 S                  0             0
 Q                  0             0             0
 X                  0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 18             0


           GAMMA(C)
              I             S             Q             X
              ________      ________      ________      ________
 C#1                0             0             0            19
 C#2                0             0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1              0.000       -20.000         0.000       -20.000         0.000


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U8            X
              ________      ________
 1              0.000         0.000


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1           0.000         0.000         0.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         0.000         0.000
 U2             1.000         0.100         0.010         0.000
 U3#1           0.000         0.000         0.000         0.000
 U3             1.000         0.200         0.040         0.000
 U4#1           0.000         0.000         0.000         0.000
 U4             1.000         0.300         0.090         0.000
 U5#1           0.000         0.000         0.000         0.000
 U5             1.000         0.400         0.160         0.000
 U6#1           0.000         0.000         0.000         0.000
 U6             1.000         0.500         0.250         0.000
 U7#1           0.000         0.000         0.000         0.000
 U7             1.000         0.600         0.360         0.000
 U8#1           0.000         0.000         0.000         0.000
 U8             1.000         0.700         0.490         0.000
 X              0.000         0.000         0.000         1.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         9.918
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         9.476
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5#1           0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3             3.439
 U4#1           0.000         0.000
 U4             0.000         0.000         6.057
 U5#1           0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         4.595
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1           0.000
 U6             0.000         3.853
 U7#1           0.000         0.000         0.000
 U7             0.000         0.000         0.000         3.828
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U8            X
              ________      ________
 U8             5.237
 X              0.000         0.000


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1              0.288         6.290        -9.157         0.000


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


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I              1.785
 S              0.000         0.000
 Q              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.516


     STARTING VALUES FOR LATENT CLASS 2


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 1              0.000       -20.000         0.000       -20.000         0.000


           NU
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              U8            X
              ________      ________
 1              0.000         0.000


           LAMBDA
              I             S             Q             X
              ________      ________      ________      ________
 U1#1           0.000         0.000         0.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         0.000         0.000
 U2             1.000         0.100         0.010         0.000
 U3#1           0.000         0.000         0.000         0.000
 U3             1.000         0.200         0.040         0.000
 U4#1           0.000         0.000         0.000         0.000
 U4             1.000         0.300         0.090         0.000
 U5#1           0.000         0.000         0.000         0.000
 U5             1.000         0.400         0.160         0.000
 U6#1           0.000         0.000         0.000         0.000
 U6             1.000         0.500         0.250         0.000
 U7#1           0.000         0.000         0.000         0.000
 U7             1.000         0.600         0.360         0.000
 U8#1           0.000         0.000         0.000         0.000
 U8             1.000         0.700         0.490         0.000
 X              0.000         0.000         0.000         1.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         9.918
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         9.476
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5#1           0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4            U5#1          U5
              ________      ________      ________      ________      ________
 U3             3.439
 U4#1           0.000         0.000
 U4             0.000         0.000         6.057
 U5#1           0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         4.595
 U6#1           0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7#1           0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U6#1          U6            U7#1          U7            U8#1
              ________      ________      ________      ________      ________
 U6#1           0.000
 U6             0.000         3.853
 U7#1           0.000         0.000         0.000
 U7             0.000         0.000         0.000         3.828
 U8#1           0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              U8            X
              ________      ________
 U8             5.237
 X              0.000         0.000


           ALPHA
              I             S             Q             X
              ________      ________      ________      ________
 1              0.288         6.290        -9.157         0.000


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


           PSI
              I             S             Q             X
              ________      ________      ________      ________
 I              1.785
 S              0.000         0.000
 Q              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.516


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             Q             X
              ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000
 C#2            0.000         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 -0.47903536D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.47277433D+04   62.6102977    0.0130701    207.675   292.325    FS
     3 -0.45963811D+04  131.3622692    0.0277854    232.882   267.118    FS
     4 -0.44970191D+04   99.3619181    0.0216174    291.414   208.586    FS
     5 -0.44640149D+04   33.0042144    0.0073391    327.609   172.391    FS
     6 -0.44506064D+04   13.4085189    0.0030037    319.177   180.823    FS
     7 -0.44403818D+04   10.2246055    0.0022974    315.476   184.524    FS
     8 -0.44326659D+04    7.7159434    0.0017377    309.358   190.642    FS
     9 -0.44278397D+04    4.8261359    0.0010888    304.546   195.454    FS
    10 -0.44256058D+04    2.2339157    0.0005045    306.189   193.811    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52585487D+04    0.0000000    0.0000000    248.867   251.133    EM
     2 -0.49075487D+04  350.9999747    0.0667485    264.761   235.239    FS
     3 -0.46137839D+04  293.7647828    0.0598598    270.754   229.246    EM
     4 -0.45053002D+04  108.4837109    0.0235130    272.597   227.403    EM
     5 -0.44649475D+04   40.3527361    0.0089567    273.696   226.304    EM
     6 -0.44446915D+04   20.2559307    0.0045367    274.364   225.636    EM
     7 -0.44350801D+04    9.6114557    0.0021625    274.784   225.216    EM
     8 -0.44307069D+04    4.3732165    0.0009861    275.043   224.957    EM
     9 -0.44287697D+04    1.9371575    0.0004372    275.183   224.817    EM
    10 -0.44279120D+04    0.8577191    0.0001937    275.233   224.767    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51546831D+04    0.0000000    0.0000000    189.121   310.879    EM
     2 -0.49850886D+04  169.5945232    0.0329011     76.650   423.350    FS
     3 -0.47595380D+04  225.5505834    0.0452451     80.202   419.798    FS
     4 -0.46203538D+04  139.1842191    0.0292432    120.613   379.387    FS
     5 -0.44758319D+04  144.5218814    0.0312794    122.519   377.481    EM
     6 -0.44443142D+04   31.5176583    0.0070417    150.297   349.703    FS
     7 -0.44333136D+04   11.0005819    0.0024752    150.018   349.982    EM
     8 -0.44297462D+04    3.5673960    0.0008047    149.859   350.141    EM
     9 -0.44283853D+04    1.3609659    0.0003072    149.755   350.245    EM
    10 -0.44278270D+04    0.5582774    0.0001261    149.679   350.321    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50594781D+04    0.0000000    0.0000000    284.067   215.933    EM
     2 -0.47009868D+04  358.4912588    0.0708554    311.236   188.764    FS
     3 -0.44711550D+04  229.8318820    0.0488901    307.984   192.016    EM
     4 -0.44422901D+04   28.8648713    0.0064558    305.365   194.635    EM
     5 -0.44346061D+04    7.6839478    0.0017297    303.766   196.234    EM
     6 -0.44313517D+04    3.2544184    0.0007339    302.861   197.139    EM
     7 -0.44299255D+04    1.4262615    0.0003219    302.381   197.619    EM
     8 -0.44292291D+04    0.6963820    0.0001572    302.141   197.859    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54107618D+04    0.0000000    0.0000000    358.290   141.710    EM
     2 -0.51655662D+04  245.1955617    0.0453163    469.308    30.692    FS
     3 -0.46651259D+04  500.4403600    0.0968801    469.233    30.767    EM
     4 -0.45371714D+04  127.9544728    0.0274279    470.181    29.819    EM
     5 -0.44861784D+04   50.9929728    0.0112389    470.609    29.391    EM
     6 -0.44565413D+04   29.6370985    0.0066063    470.962    29.038    EM
     7 -0.44410693D+04   15.4719903    0.0034717    471.285    28.715    EM
     8 -0.44336624D+04    7.4069243    0.0016678    471.594    28.406    EM
     9 -0.44303457D+04    3.3167313    0.0007481    471.888    28.112    EM
    10 -0.44289266D+04    1.4190998    0.0003203    472.166    27.834    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57859287D+04    0.0000000    0.0000000    426.495    73.505    EM
     2 -0.54939982D+04  291.9305253    0.0504553    469.569    30.431    FS
     3 -0.51433095D+04  350.6886678    0.0638312    496.131     3.869    FS
     4 -0.49053741D+04  237.9354216    0.0462612    499.877     0.123    FS
     5 -0.47390923D+04  166.2818016    0.0338979    500.000     0.000    FS
     6 -0.46414524D+04   97.6398936    0.0206031    500.000     0.000    FS
     7 -0.45744598D+04   66.9926371    0.0144336    500.000     0.000    FS
     8 -0.45279852D+04   46.4745478    0.0101596    500.000     0.000    FS
     9 -0.44963158D+04   31.6694041    0.0069941    500.000     0.000    FS
    10 -0.44751057D+04   21.2101159    0.0047172    500.000     0.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50200454D+04    0.0000000    0.0000000    144.082   355.918    EM
     2 -0.47891696D+04  230.8758020    0.0459908    156.632   343.368    FS
     3 -0.45410724D+04  248.0971724    0.0518038    150.859   349.141    FS
     4 -0.44648849D+04   76.1874419    0.0167774    153.152   346.848    FS
     5 -0.44422978D+04   22.5871900    0.0050589    149.751   350.249    FS
     6 -0.44336390D+04    8.6587661    0.0019492    148.966   351.034    FS
     7 -0.44293777D+04    4.2612970    0.0009611    149.000   351.000    FS
     8 -0.44274103D+04    1.9673743    0.0004442    149.000   351.000    FS
     9 -0.44267842D+04    0.6261204    0.0001414    149.000   351.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50587257D+04    0.0000000    0.0000000    375.076   124.924    EM
     2 -0.49673344D+04   91.3912927    0.0180661    447.598    52.402    FS
     3 -0.47238314D+04  243.5030438    0.0490209    458.168    41.832    FS
     4 -0.45793937D+04  144.4376693    0.0305764    458.222    41.778    FS
     5 -0.45079506D+04   71.4430889    0.0156010    458.966    41.034    FS
     6 -0.44701008D+04   37.8497525    0.0083962    453.976    46.024    FS
     7 -0.44501543D+04   19.9465199    0.0044622    452.117    47.883    FS
     8 -0.44391398D+04   11.0145121    0.0024751    453.779    46.221    FS
     9 -0.44291159D+04   10.0238919    0.0022581    453.874    46.126    EM
    10 -0.44272151D+04    1.9008462    0.0004292    453.754    46.246    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53428352D+04    0.0000000    0.0000000    173.434   326.566    EM
     2 -0.51483373D+04  194.4979425    0.0364035    163.058   336.942    FS
     3 -0.48591303D+04  289.2069696    0.0561748    172.290   327.710    FS
     4 -0.46637757D+04  195.3546324    0.0402036    181.315   318.685    FS
     5 -0.45666831D+04   97.0925644    0.0208184    201.352   298.648    FS
     6 -0.45082149D+04   58.4682541    0.0128032    232.049   267.951    FS
     7 -0.44773797D+04   30.8352281    0.0068398    256.617   243.383    FS
     8 -0.44609116D+04   16.4680873    0.0036781    275.424   224.576    FS
     9 -0.44493493D+04   11.5622792    0.0025919    293.586   206.414    FS
    10 -0.44408560D+04    8.4932952    0.0019089    313.846   186.154    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49377266D+04    0.0000000    0.0000000     33.513   466.487    EM
     2 -0.48419607D+04   95.7658765    0.0193947     32.834   467.166    FS
     3 -0.46704057D+04  171.5550519    0.0354309     20.029   479.971    FS
     4 -0.45555459D+04  114.8597713    0.0245931     17.130   482.870    FS
     5 -0.44957492D+04   59.7967096    0.0131261     12.758   487.242    FS
     6 -0.44596583D+04   36.0908580    0.0080278     13.134   486.866    FS
     7 -0.44419375D+04   17.7208017    0.0039736      3.284   496.716    FS
     8 -0.44310740D+04   10.8635757    0.0024457      4.206   495.794    EM
     9 -0.44281800D+04    2.8939701    0.0006531      4.395   495.605    EM
    10 -0.44268637D+04    1.3163246    0.0002973      4.565   495.435    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63055174D+04    0.0000000    0.0000000    351.289   148.711    EM
     2 -0.57899226D+04  515.5947931    0.0817688    158.608   341.392    FS
     3 -0.54950642D+04  294.8584419    0.0509261    159.483   340.517    FS
     4 -0.54449345D+04   50.1296517    0.0091227    146.312   353.688    FS
     5 -0.51680481D+04  276.8864119    0.0508521    147.261   352.739    FS
     6 -0.49848463D+04  183.2017698    0.0354489    160.171   339.829    FS
     7 -0.48364880D+04  148.3583300    0.0297619    178.386   321.614    FS
     8 -0.47204097D+04  116.0782553    0.0240005    191.146   308.854    FS
     9 -0.46319366D+04   88.4731871    0.0187427    203.711   296.289    FS
    10 -0.45622329D+04   69.7037002    0.0150485    215.956   284.044    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.76014923D+04    0.0000000    0.0000000    121.669   378.331    EM
     2 -0.71887144D+04  412.7779483    0.0543022    126.849   373.151    FS
     3 -0.68685444D+04  320.1699700    0.0445379    132.283   367.717    FS
     4 -0.65930181D+04  275.5263247    0.0401142    143.003   356.997    FS
     5 -0.63578169D+04  235.2011523    0.0356743    158.207   341.793    FS
     6 -0.61563927D+04  201.4242356    0.0316814    173.688   326.312    FS
     7 -0.59548279D+04  201.5647564    0.0327407    187.864   312.136    FS
     8 -0.57896580D+04  165.1699286    0.0277371    201.203   298.797    FS
     9 -0.56434437D+04  146.2143043    0.0252544    209.795   290.205    FS
    10 -0.55184359D+04  125.0078269    0.0221510    215.092   284.908    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53875260D+04    0.0000000    0.0000000    330.265   169.735    EM
     2 -0.51855097D+04  202.0162983    0.0374970    487.908    12.092    FS
     3 -0.48777785D+04  307.7311921    0.0593444    487.806    12.194    FS
     4 -0.46681630D+04  209.6154862    0.0429736    488.991    11.009    FS
     5 -0.45725454D+04   95.6175672    0.0204829    499.583     0.417    FS
     6 -0.45069841D+04   65.5613058    0.0143380    500.000     0.000    FS
     7 -0.44739050D+04   33.0790969    0.0073395    500.000     0.000    FS
     8 -0.44553685D+04   18.5365394    0.0041433    500.000     0.000    FS
     9 -0.44452143D+04   10.1541441    0.0022791    500.000     0.000    FS
    10 -0.44399624D+04    5.2518977    0.0011815    500.000     0.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61422809D+04    0.0000000    0.0000000    348.019   151.981    EM
     2 -0.58761807D+04  266.1001999    0.0433227    420.431    79.569    FS
     3 -0.55783273D+04  297.8534755    0.0506883    401.102    98.898    FS
     4 -0.47867005D+04  791.6267648    0.1419111    357.634   142.366    EM
     5 -0.44946130D+04  292.0874682    0.0610206    248.517   251.483    FS
     6 -0.44638696D+04   30.7434385    0.0068401    166.333   333.667    FS
     7 -0.44402915D+04   23.5780985    0.0052820    169.984   330.016    FS
     8 -0.44312518D+04    9.0396594    0.0020358    159.084   340.916    FS
     9 -0.44293754D+04    1.8764158    0.0004235    158.004   341.996    EM
    10 -0.44289510D+04    0.4244237    0.0000958    157.397   342.603    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51676361D+04    0.0000000    0.0000000    304.829   195.171    EM
     2 -0.48255265D+04  342.1095827    0.0662023    276.786   223.214    FS
     3 -0.45136997D+04  311.8268041    0.0646203    276.272   223.728    EM
     4 -0.44546688D+04   59.0309352    0.0130782    275.713   224.287    EM
     5 -0.44371403D+04   17.5284649    0.0039349    275.128   224.872    EM
     6 -0.44300847D+04    7.0556439    0.0015901    274.546   225.454    EM
     7 -0.44273797D+04    2.7049500    0.0006106    273.974   226.026    EM
     8 -0.44263657D+04    1.0140187    0.0002290    273.415   226.585    EM
     9 -0.44259849D+04    0.3808370    0.0000860    272.870   227.130    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60405383D+04    0.0000000    0.0000000    136.992   363.008    EM
     2 -0.57526180D+04  287.9202556    0.0476647    143.893   356.107    FS
     3 -0.54656928D+04  286.9252013    0.0498773    154.288   345.712    FS
     4 -0.52344726D+04  231.2202745    0.0423039    163.991   336.009    FS
     5 -0.50395173D+04  194.9552794    0.0372445    175.326   324.674    FS
     6 -0.48919968D+04  147.5205337    0.0292728    186.658   313.342    FS
     7 -0.47792762D+04  112.7205284    0.0230418    197.028   302.972    FS
     8 -0.46863823D+04   92.8939595    0.0194368    204.236   295.764    FS
     9 -0.46087426D+04   77.6396674    0.0165671    210.136   289.864    FS
    10 -0.45431303D+04   65.6122826    0.0142365    222.035   277.965    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.78256778D+04    0.0000000    0.0000000    348.051   151.949    EM
     2 -0.71875082D+04  638.1695723    0.0815482    398.190   101.810    FS
     3 -0.69447106D+04  242.7975780    0.0337805    430.606    69.394    FS
     4 -0.68301477D+04  114.5628980    0.0164964     80.121   419.879    FS
     5 -0.65422821D+04  287.8656275    0.0421463     61.240   438.760    FS
     6 -0.62585351D+04  283.7469858    0.0433713     41.356   458.644    FS
     7 -0.60743995D+04  184.1355598    0.0294215     67.653   432.347    FS
     8 -0.58328161D+04  241.5834147    0.0397707     71.592   428.408    FS
     9 -0.56142987D+04  218.5174575    0.0374635     74.489   425.511    FS
    10 -0.54293466D+04  184.9521127    0.0329430     76.238   423.762    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62840366D+04    0.0000000    0.0000000    382.805   117.195    EM
     2 -0.61488625D+04  135.1740890    0.0215107    452.224    47.776    FS
     3 -0.59188568D+04  230.0056541    0.0374062    418.604    81.396    FS
     4 -0.48664130D+04 1052.4437733    0.1778120    414.863    85.137    EM
     5 -0.45715774D+04  294.8356388    0.0605858    403.502    96.498    EM
     6 -0.44644153D+04  107.1620647    0.0234409    400.786    99.214    EM
     7 -0.44407991D+04   23.6162681    0.0052899    399.729   100.271    EM
     8 -0.44328432D+04    7.9559096    0.0017915    399.345   100.655    EM
     9 -0.44300602D+04    2.7829441    0.0006278    399.302   100.698    EM
    10 -0.44290197D+04    1.0405114    0.0002349    399.411   100.589    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56537513D+04    0.0000000    0.0000000    443.612    56.388    EM
     2 -0.52984207D+04  355.3306000    0.0628486    490.846     9.154    FS
     3 -0.47918898D+04  506.5309224    0.0956004    492.837     7.163    EM
     4 -0.45498302D+04  242.0596182    0.0505144    493.212     6.788    EM
     5 -0.44798943D+04   69.9358818    0.0153711    494.112     5.888    EM
     6 -0.44488115D+04   31.0828443    0.0069383    494.622     5.378    EM
     7 -0.44358903D+04   12.9212079    0.0029044    494.901     5.099    EM
     8 -0.44308647D+04    5.0255337    0.0011329    495.047     4.953    EM
     9 -0.44289742D+04    1.8905125    0.0004267    495.116     4.884    EM
    10 -0.44282726D+04    0.7016417    0.0001584    495.138     4.862    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53312217D+04    0.0000000    0.0000000    232.184   267.816    EM
     2 -0.49768247D+04  354.3969743    0.0664758    208.903   291.097    FS
     3 -0.46310482D+04  345.7765330    0.0694773    207.159   292.841    EM
     4 -0.45231160D+04  107.9322254    0.0233062    206.279   293.721    EM
     5 -0.44797709D+04   43.3450618    0.0095830    205.849   294.151    EM
     6 -0.44528644D+04   26.9064673    0.0060062    205.807   294.193    EM
     7 -0.44385890D+04   14.2754733    0.0032059    206.002   293.998    EM
     8 -0.44318709D+04    6.7180536    0.0015136    206.309   293.691    EM
     9 -0.44289513D+04    2.9196351    0.0006588    206.652   293.348    EM
    10 -0.44277302D+04    1.2211236    0.0002757    206.991   293.009    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53198290D+04    0.0000000    0.0000000    326.327   173.673    EM
     2 -0.49189544D+04  400.8746416    0.0753548    390.312   109.688    FS
     3 -0.44819676D+04  436.9867657    0.0888373    391.380   108.620    EM
     4 -0.44439817D+04   37.9859149    0.0084753    392.860   107.140    EM
     5 -0.44345939D+04    9.3877293    0.0021125    393.925   106.075    EM
     6 -0.44308678D+04    3.7260968    0.0008402    394.619   105.381    EM
     7 -0.44294169D+04    1.4509127    0.0003275    395.048   104.952    EM
     8 -0.44288402D+04    0.5767663    0.0001302    395.306   104.694    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51757608D+04    0.0000000    0.0000000     79.581   420.419    EM
     2 -0.51464119D+04   29.3488248    0.0056704     17.501   482.499    FS
     3 -0.48261113D+04  320.3006678    0.0622377      7.278   492.722    FS
     4 -0.46989791D+04  127.1321821    0.0263426      4.354   495.646    FS
     5 -0.45845087D+04  114.4703761    0.0243607      2.383   497.617    FS
     6 -0.45270034D+04   57.5052814    0.0125434      0.011   499.989    FS
     7 -0.44910850D+04   35.9183983    0.0079343      0.000   500.000    FS
     8 -0.44645966D+04   26.4883906    0.0058980      0.000   500.000    FS
     9 -0.44484145D+04   16.1821476    0.0036245      0.000   500.000    FS
    10 -0.44390004D+04    9.4140446    0.0021163      0.000   500.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49247289D+04    0.0000000    0.0000000    427.111    72.889    EM
     2 -0.47133350D+04  211.3939649    0.0429250    337.482   162.518    FS
     3 -0.45822299D+04  131.1050244    0.0278158    404.201    95.799    FS
     4 -0.45176970D+04   64.5329096    0.0140833    363.108   136.892    FS
     5 -0.44758055D+04   41.8915648    0.0092728    409.671    90.329    FS
     6 -0.44375742D+04   38.2312458    0.0085418    410.706    89.294    EM
     7 -0.44294843D+04    8.0898727    0.0018230    411.492    88.508    EM
     8 -0.44267905D+04    2.6938724    0.0006082    412.123    87.877    EM
     9 -0.44258421D+04    0.9483792    0.0002142    412.638    87.362    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.69603340D+04    0.0000000    0.0000000     52.184   447.816    EM
     2 -0.65993853D+04  360.9486381    0.0518579      5.474   494.526    FS
     3 -0.48344401D+04 1764.9451966    0.2674408      3.835   496.165    EM
     4 -0.45122980D+04  322.1420980    0.0666348      3.131   496.869    EM
     5 -0.44473298D+04   64.9682961    0.0143981      2.948   497.052    EM
     6 -0.44337125D+04   13.6172616    0.0030619      2.843   497.157    EM
     7 -0.44296646D+04    4.0478554    0.0009130      2.844   497.156    EM
     8 -0.44283151D+04    1.3494889    0.0003046      2.918   497.082    EM
     9 -0.44278110D+04    0.5041652    0.0001139      3.042   496.958    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.87301730D+04    0.0000000    0.0000000    240.451   259.549    EM
     2 -0.82835327D+04  446.6402827    0.0511605    293.281   206.719    FS
     3 -0.79068649D+04  376.6678376    0.0454719    382.061   117.939    FS
     4 -0.75999886D+04  306.8762674    0.0388114    376.629   123.371    FS
     5 -0.74798043D+04  120.1842812    0.0158137    355.365   144.635    FS
     6 -0.72535528D+04  226.2514634    0.0302483    341.371   158.629    FS
     7 -0.69703460D+04  283.2067982    0.0390439    324.742   175.258    FS
     8 -0.67364211D+04  233.9249195    0.0335600    316.975   183.025    FS
     9 -0.65436501D+04  192.7709943    0.0286162    311.608   188.392    FS
    10 -0.63724351D+04  171.2150011    0.0261651    306.503   193.497    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56015622D+04    0.0000000    0.0000000    244.579   255.421    EM
     2 -0.48350316D+04  766.5306577    0.1368423    239.517   260.483    EM
     3 -0.45173347D+04  317.6968482    0.0657073    238.750   261.250    EM
     4 -0.44569968D+04   60.3378818    0.0133570    239.598   260.402    EM
     5 -0.44360316D+04   20.9652461    0.0047039    239.903   260.097    EM
     6 -0.44296516D+04    6.3800351    0.0014382    240.115   259.885    EM
     7 -0.44276841D+04    1.9674482    0.0004442    240.427   259.573    EM
     8 -0.44270020D+04    0.6820926    0.0001541    240.831   259.169    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.68809878D+04    0.0000000    0.0000000    342.335   157.665    EM
     2 -0.64465668D+04  434.4210387    0.0631335    341.891   158.109    FS
     3 -0.60345826D+04  411.9841654    0.0639075    345.021   154.979    FS
     4 -0.56637254D+04  370.8572744    0.0614553    355.421   144.579    FS
     5 -0.53306472D+04  333.0781319    0.0588090    369.354   130.646    FS
     6 -0.50426877D+04  287.9595224    0.0540196    382.626   117.374    FS
     7 -0.48148564D+04  227.8313489    0.0451805    394.371   105.629    FS
     8 -0.46476145D+04  167.2418992    0.0347346    395.890   104.110    FS
     9 -0.45293054D+04  118.3091154    0.0254559    363.341   136.659    FS
    10 -0.44765824D+04   52.7229119    0.0116404    382.931   117.069    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55902142D+04    0.0000000    0.0000000     87.797   412.203    EM
     2 -0.52562973D+04  333.9169222    0.0597324     77.049   422.951    FS
     3 -0.51056014D+04  150.6958592    0.0286696     64.847   435.153    FS
     4 -0.49447534D+04  160.8479978    0.0315042     64.173   435.827    FS
     5 -0.47470327D+04  197.7207602    0.0399860    108.373   391.627    FS
     6 -0.46121997D+04  134.8329988    0.0284036    156.644   343.356    FS
     7 -0.45305541D+04   81.6456226    0.0177021    182.640   317.360    FS
     8 -0.44788817D+04   51.6723197    0.0114053    207.338   292.662    FS
     9 -0.44509108D+04   27.9709851    0.0062451    242.619   257.381    FS
    10 -0.44381936D+04   12.7171184    0.0028572    276.340   223.660    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51086400D+04    0.0000000    0.0000000    227.052   272.948    EM
     2 -0.47742714D+04  334.3686123    0.0654516    328.078   171.922    FS
     3 -0.45288971D+04  245.3743017    0.0513951    325.685   174.315    EM
     4 -0.44637553D+04   65.1417964    0.0143836    325.369   174.631    EM
     5 -0.44445237D+04   19.2315183    0.0043084    325.125   174.875    EM
     6 -0.44360939D+04    8.4298308    0.0018967    324.615   175.385    EM
     7 -0.44323994D+04    3.6945283    0.0008328    323.795   176.205    EM
     8 -0.44306955D+04    1.7038840    0.0003844    322.751   177.249    EM
     9 -0.44298251D+04    0.8703756    0.0001964    321.579   178.421    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52427686D+04    0.0000000    0.0000000    255.086   244.914    EM
     2 -0.48595167D+04  383.2519386    0.0731011    253.782   246.218    FS
     3 -0.46776357D+04  181.8810002    0.0374278    238.711   261.289    FS
     4 -0.45144246D+04  163.2110424    0.0348918    242.012   257.988    FS
     5 -0.44600444D+04   54.3802390    0.0120459    257.552   242.448    FS
     6 -0.44378092D+04   22.2351895    0.0049854    269.547   230.453    FS
     7 -0.44285115D+04    9.2976606    0.0020951    275.222   224.778    FS
     8 -0.44261249D+04    2.3866468    0.0005389    270.393   229.607    FS
     9 -0.44257864D+04    0.3385017    0.0000765    285.412   214.588    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53075275D+04    0.0000000    0.0000000    337.262   162.738    EM
     2 -0.49907760D+04  316.7514952    0.0596797    365.599   134.401    FS
     3 -0.49757619D+04   15.0141194    0.0030084    402.050    97.950    FS
     4 -0.47755673D+04  200.1946232    0.0402340    394.204   105.796    FS
     5 -0.46750000D+04  100.5673044    0.0210587    390.180   109.820    FS
     6 -0.46244627D+04   50.5372415    0.0108101    389.625   110.375    FS
     7 -0.45864064D+04   38.0562897    0.0082293    386.652   113.348    FS
     8 -0.45518033D+04   34.6031063    0.0075447    384.831   115.169    FS
     9 -0.45198851D+04   31.9182262    0.0070122    383.615   116.385    FS
    10 -0.44917725D+04   28.1125667    0.0062198    383.357   116.643    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49381291D+04    0.0000000    0.0000000    112.774   387.226    EM
     2 -0.46876023D+04  250.5267530    0.0507331    117.169   382.831    FS
     3 -0.45225012D+04  165.1010945    0.0352208    115.469   384.531    FS
     4 -0.44654730D+04   57.0282374    0.0126099    115.539   384.461    FS
     5 -0.44442331D+04   21.2398383    0.0047565    133.693   366.307    FS
     6 -0.44354954D+04    8.7376940    0.0019661    159.349   340.651    FS
     7 -0.44311415D+04    4.3538884    0.0009816    151.531   348.469    FS
     8 -0.44290398D+04    2.1017957    0.0004743    126.172   373.828    FS
     9 -0.44282229D+04    0.8168243    0.0001844     80.086   419.914    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53492159D+04    0.0000000    0.0000000    210.488   289.512    EM
     2 -0.50559693D+04  293.2465474    0.0548205    178.660   321.340    FS
     3 -0.46894391D+04  366.5302028    0.0724945    176.614   323.386    EM
     4 -0.45540966D+04  135.3425556    0.0288611    175.353   324.647    EM
     5 -0.44990052D+04   55.0913434    0.0120971    174.736   325.264    EM
     6 -0.44638262D+04   35.1790323    0.0078193    174.762   325.238    EM
     7 -0.44445726D+04   19.2535449    0.0043132    175.248   324.752    EM
     8 -0.44351848D+04    9.3878064    0.0021122    175.988   324.012    EM
     9 -0.44309112D+04    4.2736406    0.0009636    176.826   323.174    EM
    10 -0.44289858D+04    1.9253571    0.0004345    177.676   322.324    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.77219267D+04    0.0000000    0.0000000    322.248   177.752    EM
     2 -0.72450341D+04  476.8926123    0.0617582    321.393   178.607    FS
     3 -0.67879444D+04  457.0897055    0.0630901    318.660   181.340    FS
     4 -0.63303187D+04  457.6257224    0.0674174    313.643   186.357    FS
     5 -0.58685659D+04  461.7527415    0.0729430    306.633   193.367    FS
     6 -0.53783205D+04  490.2454345    0.0835375    294.198   205.802    FS
     7 -0.48436037D+04  534.7168485    0.0994208    236.546   263.454    FS
     8 -0.45953821D+04  248.2215661    0.0512473    223.205   276.795    FS
     9 -0.44785960D+04  116.7861315    0.0254138    249.597   250.403    FS
    10 -0.44404761D+04   38.1198625    0.0085116    302.726   197.274    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65542523D+04    0.0000000    0.0000000    243.813   256.187    EM
     2 -0.63450492D+04  209.2030719    0.0319187    309.707   190.293    FS
     3 -0.59116630D+04  433.3861493    0.0683030    331.023   168.977    FS
     4 -0.55160818D+04  395.5812721    0.0669154    348.583   151.417    FS
     5 -0.51701989D+04  345.8828508    0.0627044    366.915   133.085    FS
     6 -0.48889776D+04  281.2213424    0.0543928    396.866   103.134    FS
     7 -0.46790796D+04  209.8979659    0.0429329    432.742    67.258    FS
     8 -0.45655505D+04  113.5290591    0.0242631    458.755    41.245    FS
     9 -0.45089488D+04   56.6017092    0.0123976    475.036    24.964    FS
    10 -0.44727376D+04   36.2112116    0.0080310    477.270    22.730    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51527206D+04    0.0000000    0.0000000    137.203   362.797    EM
     2 -0.47689971D+04  383.7235530    0.0744701    130.012   369.988    FS
     3 -0.45005359D+04  268.4611482    0.0562930    124.999   375.001    EM
     4 -0.44541145D+04   46.4214128    0.0103146    122.349   377.651    EM
     5 -0.44391490D+04   14.9655189    0.0033599    120.984   379.016    EM
     6 -0.44323512D+04    6.7978070    0.0015313    120.269   379.731    EM
     7 -0.44294725D+04    2.8787547    0.0006495    119.865   380.135    EM
     8 -0.44282897D+04    1.1827391    0.0002670    119.606   380.394    EM
     9 -0.44278024D+04    0.4873401    0.0001101    119.416   380.584    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62610425D+04    0.0000000    0.0000000    276.280   223.720    EM
     2 -0.58645719D+04  396.4705821    0.0633234    249.719   250.281    FS
     3 -0.54993865D+04  365.1853503    0.0622697    212.681   287.319    FS
     4 -0.51980433D+04  301.3432423    0.0547958    173.573   326.427    FS
     5 -0.49978734D+04  200.1699315    0.0385087    193.862   306.138    FS
     6 -0.48328525D+04  165.0208675    0.0330182    345.745   154.255    FS
     7 -0.47325360D+04  100.3165031    0.0207572    483.806    16.194    FS
     8 -0.46533113D+04   79.2247383    0.0167404    409.562    90.438    FS
     9 -0.45659400D+04   87.3712243    0.0187761    416.223    83.777    FS
    10 -0.45162346D+04   49.7054299    0.0108861    371.453   128.547    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51677044D+04    0.0000000    0.0000000    247.335   252.665    EM
     2 -0.50077282D+04  159.9761738    0.0309569    469.298    30.702    FS
     3 -0.45904536D+04  417.2745375    0.0833261    469.565    30.435    EM
     4 -0.44951825D+04   95.2711576    0.0207542    469.341    30.659    EM
     5 -0.44615796D+04   33.6028645    0.0074753    469.123    30.877    EM
     6 -0.44432234D+04   18.3561743    0.0041143    468.916    31.084    EM
     7 -0.44343380D+04    8.8854816    0.0019998    468.738    31.262    EM
     8 -0.44304389D+04    3.8990424    0.0008793    468.597    31.403    EM
     9 -0.44288490D+04    1.5899008    0.0003589    468.488    31.512    EM
    10 -0.44282300D+04    0.6190660    0.0001398    468.406    31.594    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54527289D+04    0.0000000    0.0000000    322.001   177.999    EM
     2 -0.50594377D+04  393.2912309    0.0721274     72.621   427.379    FS
     3 -0.46564680D+04  402.9697430    0.0796471     80.404   419.596    EM
     4 -0.44929926D+04  163.4753354    0.0351072     83.185   416.815    EM
     5 -0.44530094D+04   39.9832429    0.0088990     84.502   415.498    EM
     6 -0.44370412D+04   15.9682146    0.0035859     85.200   414.800    EM
     7 -0.44309417D+04    6.0994969    0.0013747     85.375   414.625    EM
     8 -0.44286001D+04    2.3415554    0.0005285     85.154   414.846    EM
     9 -0.44276586D+04    0.9415085    0.0002126     84.656   415.344    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58825208D+04    0.0000000    0.0000000    154.307   345.693    EM
     2 -0.55332997D+04  349.2211720    0.0593659    157.446   342.554    FS
     3 -0.53432028D+04  190.0968447    0.0343551     90.786   409.214    FS
     4 -0.51629301D+04  180.2727194    0.0337387      6.659   493.341    FS
     5 -0.49229586D+04  239.9715410    0.0464797      0.589   499.411    FS
     6 -0.47760070D+04  146.9515762    0.0298503      2.156   497.844    FS
     7 -0.46835780D+04   92.4289878    0.0193528      0.000   500.000    FS
     8 -0.46218118D+04   61.7662325    0.0131878      0.000   500.000    FS
     9 -0.45796249D+04   42.1868528    0.0091278      0.000   500.000    FS
    10 -0.45508096D+04   28.8153218    0.0062921      0.000   500.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54815611D+04    0.0000000    0.0000000    321.836   178.164    EM
     2 -0.52012269D+04  280.3341932    0.0511413    321.826   178.174    FS
     3 -0.49081660D+04  293.0608280    0.0563446    328.481   171.519    FS
     4 -0.47015278D+04  206.6382308    0.0421009    337.418   162.582    FS
     5 -0.45795103D+04  122.0175379    0.0259527    336.442   163.558    FS
     6 -0.45107311D+04   68.7791557    0.0150189    335.579   164.421    FS
     7 -0.44733533D+04   37.3778547    0.0082864    339.149   160.851    FS
     8 -0.44539866D+04   19.3666217    0.0043293    342.569   157.431    FS
     9 -0.44416172D+04   12.3694119    0.0027772    348.226   151.774    FS
    10 -0.44334835D+04    8.1337052    0.0018312    355.097   144.903    FS


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.47903536D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.47277433D+04   62.6102977    0.0130701    207.675   292.325    FS
     3 -0.45963811D+04  131.3622692    0.0277854    232.882   267.118    FS
     4 -0.44970191D+04   99.3619181    0.0216174    291.414   208.586    FS
     5 -0.44640149D+04   33.0042144    0.0073391    327.609   172.391    FS
     6 -0.44506064D+04   13.4085189    0.0030037    319.177   180.823    FS
     7 -0.44403818D+04   10.2246055    0.0022974    315.476   184.524    FS
     8 -0.44326659D+04    7.7159434    0.0017377    309.358   190.642    FS
     9 -0.44278397D+04    4.8261359    0.0010888    304.546   195.454    FS
    10 -0.44256058D+04    2.2339157    0.0005045    306.189   193.811    FS
    11 -0.44248505D+04    0.7553551    0.0001707    313.952   186.048    FS
    12 -0.44246708D+04    0.1797029    0.0000406    320.893   179.107    FS
    13 -0.44246424D+04    0.0283681    0.0000064    324.133   175.867    FS
    14 -0.44246387D+04    0.0036742    0.0000008    324.186   175.814    EM
    15 -0.44246380D+04    0.0007103    0.0000002    324.263   175.737    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52427686D+04    0.0000000    0.0000000    255.086   244.914    EM
     2 -0.48595167D+04  383.2519386    0.0731011    253.782   246.218    FS
     3 -0.46776357D+04  181.8810002    0.0374278    238.711   261.289    FS
     4 -0.45144246D+04  163.2110424    0.0348918    242.012   257.988    FS
     5 -0.44600444D+04   54.3802390    0.0120459    257.552   242.448    FS
     6 -0.44378092D+04   22.2351895    0.0049854    269.547   230.453    FS
     7 -0.44285115D+04    9.2976606    0.0020951    275.222   224.778    FS
     8 -0.44261249D+04    2.3866468    0.0005389    270.393   229.607    FS
     9 -0.44257864D+04    0.3385017    0.0000765    285.412   214.588    FS
    10 -0.44255571D+04    0.2292606    0.0000518    278.566   221.434    FS
    11 -0.44252824D+04    0.2747326    0.0000621    278.703   221.297    EM
    12 -0.44252632D+04    0.0192177    0.0000043    278.838   221.162    EM
    13 -0.44252508D+04    0.0123968    0.0000028    278.969   221.031    EM
    14 -0.44252393D+04    0.0114962    0.0000026    279.096   220.904    EM
    15 -0.44252277D+04    0.0115394    0.0000026    279.219   220.781    EM
    16 -0.44252158D+04    0.0119871    0.0000027    279.337   220.663    EM
    17 -0.44252031D+04    0.0127067    0.0000029    279.450   220.550    EM
    18 -0.44251894D+04    0.0136568    0.0000031    279.559   220.441    EM
    19 -0.44251746D+04    0.0148206    0.0000033    279.662   220.338    EM
    20 -0.44251584D+04    0.0161836    0.0000037    279.759   220.241    EM
    21 -0.44251407D+04    0.0177194    0.0000040    279.849   220.151    EM
    22 -0.44251213D+04    0.0193774    0.0000044    279.932   220.068    EM
    23 -0.44251002D+04    0.0210705    0.0000048    280.006   219.994    EM
    24 -0.44250776D+04    0.0226632    0.0000051    280.071   219.929    EM
    25 -0.44250536D+04    0.0239692    0.0000054    280.126   219.874    EM
    26 -0.44250288D+04    0.0247670    0.0000056    280.170   219.830    EM
    27 -0.44250040D+04    0.0248467    0.0000056    280.204   219.796    EM
    28 -0.44249799D+04    0.0240816    0.0000054    280.228   219.772    EM
    29 -0.44249574D+04    0.0224968    0.0000051    280.243   219.757    EM
    30 -0.44249371D+04    0.0202818    0.0000046    280.250   219.750    EM
    31 -0.44249194D+04    0.0177282    0.0000040    280.251   219.749    EM
    32 -0.44249043D+04    0.0151274    0.0000034    280.248   219.752    EM
    33 -0.44248916D+04    0.0126945    0.0000029    280.241   219.759    EM
    34 -0.44248810D+04    0.0105473    0.0000024    280.231   219.769    EM
    35 -0.44248723D+04    0.0087241    0.0000020    280.220   219.780    EM
    36 -0.44248651D+04    0.0072138    0.0000016    280.208   219.792    EM
    37 -0.44248591D+04    0.0059813    0.0000014    280.196   219.804    EM
    38 -0.44248541D+04    0.0049838    0.0000011    280.183   219.817    EM
    39 -0.44248499D+04    0.0041794    0.0000009    280.170   219.830    EM
    40 -0.44248464D+04    0.0035306    0.0000008    280.158   219.842    EM
    41 -0.44248434D+04    0.0030062    0.0000007    280.147   219.853    EM
    42 -0.44248408D+04    0.0025804    0.0000006    280.135   219.865    EM
    43 -0.44248386D+04    0.0022327    0.0000005    280.125   219.875    EM
    44 -0.44248366D+04    0.0019468    0.0000004    280.115   219.885    EM
    45 -0.44248349D+04    0.0017097    0.0000004    280.105   219.895    EM
    46 -0.44248334D+04    0.0015115    0.0000003    280.096   219.904    EM
    47 -0.44248321D+04    0.0013442    0.0000003    280.088   219.912    EM
    48 -0.44248309D+04    0.0012017    0.0000003    280.080   219.920    EM
    49 -0.44248298D+04    0.0010792    0.0000002    280.073   219.927    EM
    50 -0.44248288D+04    0.0009729    0.0000002    280.067   219.933    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49247289D+04    0.0000000    0.0000000    427.111    72.889    EM
     2 -0.47133350D+04  211.3939649    0.0429250    337.482   162.518    FS
     3 -0.45822299D+04  131.1050244    0.0278158    404.201    95.799    FS
     4 -0.45176970D+04   64.5329096    0.0140833    363.108   136.892    FS
     5 -0.44758055D+04   41.8915648    0.0092728    409.671    90.329    FS
     6 -0.44375742D+04   38.2312458    0.0085418    410.706    89.294    EM
     7 -0.44294843D+04    8.0898727    0.0018230    411.492    88.508    EM
     8 -0.44267905D+04    2.6938724    0.0006082    412.123    87.877    EM
     9 -0.44258421D+04    0.9483792    0.0002142    412.638    87.362    EM
    10 -0.44254903D+04    0.3518118    0.0000795    413.067    86.933    EM
    11 -0.44253536D+04    0.1366968    0.0000309    413.438    86.562    EM
    12 -0.44252976D+04    0.0559789    0.0000126    413.768    86.232    EM
    13 -0.44252726D+04    0.0249691    0.0000056    414.071    85.929    EM
    14 -0.44252598D+04    0.0128524    0.0000029    414.355    85.645    EM
    15 -0.44252518D+04    0.0080227    0.0000018    414.626    85.374    EM
    16 -0.44252457D+04    0.0060287    0.0000014    414.886    85.114    EM
    17 -0.44252406D+04    0.0051460    0.0000012    415.138    84.862    EM
    18 -0.44252359D+04    0.0047022    0.0000011    415.384    84.616    EM
    19 -0.44252314D+04    0.0044339    0.0000010    415.624    84.376    EM
    20 -0.44252272D+04    0.0042375    0.0000010    415.858    84.142    EM
    21 -0.44252231D+04    0.0040722    0.0000009    416.088    83.912    EM
    22 -0.44252192D+04    0.0039218    0.0000009    416.314    83.686    EM
    23 -0.44252154D+04    0.0037799    0.0000009    416.535    83.465    EM
    24 -0.44252118D+04    0.0036440    0.0000008    416.752    83.248    EM
    25 -0.44252083D+04    0.0035130    0.0000008    416.965    83.035    EM
    26 -0.44252049D+04    0.0033865    0.0000008    417.174    82.826    EM
    27 -0.44252016D+04    0.0032643    0.0000007    417.378    82.622    EM
    28 -0.44251985D+04    0.0031462    0.0000007    417.579    82.421    EM
    29 -0.44251954D+04    0.0030323    0.0000007    417.775    82.225    EM
    30 -0.44251925D+04    0.0029223    0.0000007    417.968    82.032    EM
    31 -0.44251897D+04    0.0028162    0.0000006    418.157    81.843    EM
    32 -0.44251870D+04    0.0027140    0.0000006    418.342    81.658    EM
    33 -0.44251844D+04    0.0026155    0.0000006    418.524    81.476    EM
    34 -0.44251819D+04    0.0025206    0.0000006    418.701    81.299    EM
    35 -0.44251794D+04    0.0024293    0.0000005    418.875    81.125    EM
    36 -0.44251771D+04    0.0023413    0.0000005    419.046    80.954    EM
    37 -0.44251748D+04    0.0022568    0.0000005    419.213    80.787    EM
    38 -0.44251727D+04    0.0021754    0.0000005    419.376    80.624    EM
    39 -0.44251706D+04    0.0020972    0.0000005    419.537    80.463    EM
    40 -0.44251685D+04    0.0020220    0.0000005    419.693    80.307    EM
    41 -0.44251666D+04    0.0019497    0.0000004    419.847    80.153    EM
    42 -0.44251647D+04    0.0018803    0.0000004    419.997    80.003    EM
    43 -0.44251629D+04    0.0018135    0.0000004    420.144    79.856    EM
    44 -0.44251611D+04    0.0017494    0.0000004    420.288    79.712    EM
    45 -0.44251595D+04    0.0016878    0.0000004    420.429    79.571    EM
    46 -0.44251578D+04    0.0016286    0.0000004    420.567    79.433    EM
    47 -0.44251563D+04    0.0015718    0.0000004    420.702    79.298    EM
    48 -0.44251547D+04    0.0015172    0.0000003    420.834    79.166    EM
    49 -0.44251533D+04    0.0014648    0.0000003    420.963    79.037    EM
    50 -0.44251519D+04    0.0014144    0.0000003    421.089    78.911    EM
    51 -0.44251505D+04    0.0013660    0.0000003    421.213    78.787    EM
    52 -0.44251492D+04    0.0013195    0.0000003    421.334    78.666    EM
    53 -0.44251479D+04    0.0012749    0.0000003    421.453    78.547    EM
    54 -0.44251467D+04    0.0012320    0.0000003    421.568    78.432    EM
    55 -0.44251102D+04    0.0364622    0.0000082    426.909    73.091    FS
    56 -0.44250990D+04    0.0112228    0.0000025    426.363    73.637    FS
    57 -0.44250916D+04    0.0074238    0.0000017    427.818    72.182    FS
    58 -0.44250643D+04    0.0272767    0.0000062    425.938    74.062    FS
    59 -0.44249375D+04    0.1268313    0.0000287    425.692    74.308    FS
    60 -0.44247908D+04    0.1466761    0.0000331    424.831    75.169    FS
    61 -0.44244011D+04    0.3896779    0.0000881    424.960    75.040    EM
    62 -0.44242717D+04    0.1294219    0.0000293    424.992    75.008    EM
    63 -0.44242194D+04    0.0522363    0.0000118    425.001    74.999    EM
    64 -0.44241967D+04    0.0226973    0.0000051    425.004    74.996    EM
    65 -0.44241865D+04    0.0102257    0.0000023    425.004    74.996    EM
    66 -0.44241818D+04    0.0047459    0.0000011    425.003    74.997    EM
    67 -0.44241795D+04    0.0022823    0.0000005    425.003    74.997    EM
    68 -0.44241783D+04    0.0011505    0.0000003    425.002    74.998    EM
    69 -0.44241777D+04    0.0006156    0.0000001    425.002    74.998    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51676361D+04    0.0000000    0.0000000    304.829   195.171    EM
     2 -0.48255265D+04  342.1095827    0.0662023    276.786   223.214    FS
     3 -0.45136997D+04  311.8268041    0.0646203    276.272   223.728    EM
     4 -0.44546688D+04   59.0309352    0.0130782    275.713   224.287    EM
     5 -0.44371403D+04   17.5284649    0.0039349    275.128   224.872    EM
     6 -0.44300847D+04    7.0556439    0.0015901    274.546   225.454    EM
     7 -0.44273797D+04    2.7049500    0.0006106    273.974   226.026    EM
     8 -0.44263657D+04    1.0140187    0.0002290    273.415   226.585    EM
     9 -0.44259849D+04    0.3808370    0.0000860    272.870   227.130    EM
    10 -0.44258361D+04    0.1487184    0.0000336    272.339   227.661    EM
    11 -0.44257717D+04    0.0643977    0.0000146    271.821   228.179    EM
    12 -0.44257381D+04    0.0336863    0.0000076    271.316   228.684    EM
    13 -0.44257158D+04    0.0222829    0.0000050    270.823   229.177    EM
    14 -0.44256979D+04    0.0178286    0.0000040    270.342   229.658    EM
    15 -0.44256821D+04    0.0158872    0.0000036    269.872   230.128    EM
    16 -0.44256672D+04    0.0148645    0.0000034    269.413   230.587    EM
    17 -0.44256530D+04    0.0141847    0.0000032    268.965   231.035    EM
    18 -0.44256394D+04    0.0136379    0.0000031    268.528   231.472    EM
    19 -0.44256262D+04    0.0131468    0.0000030    268.100   231.900    EM
    20 -0.44256135D+04    0.0126822    0.0000029    267.682   232.318    EM
    21 -0.44256013D+04    0.0122332    0.0000028    267.274   232.726    EM
    22 -0.44255895D+04    0.0117955    0.0000027    266.876   233.124    EM
    23 -0.44255781D+04    0.0113677    0.0000026    266.486   233.514    EM
    24 -0.44255672D+04    0.0109491    0.0000025    266.106   233.894    EM
    25 -0.44255567D+04    0.0105399    0.0000024    265.734   234.266    EM
    26 -0.44255465D+04    0.0101402    0.0000023    265.371   234.629    EM
    27 -0.44255368D+04    0.0097503    0.0000022    265.016   234.984    EM
    28 -0.44255274D+04    0.0093704    0.0000021    264.670   235.330    EM
    29 -0.44255184D+04    0.0090007    0.0000020    264.332   235.668    EM
    30 -0.44255098D+04    0.0086415    0.0000020    264.001   235.999    EM
    31 -0.44255015D+04    0.0082929    0.0000019    263.678   236.322    EM
    32 -0.44254935D+04    0.0079550    0.0000018    263.363   236.637    EM
    33 -0.44254859D+04    0.0076280    0.0000017    263.055   236.945    EM
    34 -0.44254786D+04    0.0073118    0.0000017    262.753   237.247    EM
    35 -0.44254716D+04    0.0070064    0.0000016    262.459   237.541    EM
    36 -0.44254648D+04    0.0067119    0.0000015    262.172   237.828    EM
    37 -0.44254584D+04    0.0064282    0.0000015    261.891   238.109    EM
    38 -0.44254523D+04    0.0061551    0.0000014    261.616   238.384    EM
    39 -0.44254464D+04    0.0058925    0.0000013    261.347   238.653    EM
    40 -0.44254407D+04    0.0056402    0.0000013    261.085   238.915    EM
    41 -0.44254353D+04    0.0053982    0.0000012    260.828   239.172    EM
    42 -0.44254302D+04    0.0051661    0.0000012    260.577   239.423    EM
    43 -0.44254252D+04    0.0049437    0.0000011    260.331   239.669    EM
    44 -0.44254205D+04    0.0047308    0.0000011    260.091   239.909    EM
    45 -0.44254160D+04    0.0045272    0.0000010    259.855   240.145    EM
    46 -0.44254116D+04    0.0043325    0.0000010    259.625   240.375    EM
    47 -0.44254075D+04    0.0041466    0.0000009    259.400   240.600    EM
    48 -0.44254035D+04    0.0039691    0.0000009    259.179   240.821    EM
    49 -0.44253997D+04    0.0037997    0.0000009    258.962   241.038    EM
    50 -0.44253961D+04    0.0036382    0.0000008    258.751   241.249    EM
    51 -0.44253926D+04    0.0034843    0.0000008    258.543   241.457    EM
    52 -0.44253893D+04    0.0033376    0.0000008    258.339   241.661    EM
    53 -0.44253861D+04    0.0031980    0.0000007    258.139   241.861    EM
    54 -0.44253830D+04    0.0030650    0.0000007    257.944   242.056    EM
    55 -0.44253801D+04    0.0029385    0.0000007    257.752   242.248    EM
    56 -0.44253772D+04    0.0028181    0.0000006    257.563   242.437    EM
    57 -0.44253745D+04    0.0027036    0.0000006    257.378   242.622    EM
    58 -0.44253719D+04    0.0025948    0.0000006    257.196   242.804    EM
    59 -0.44253694D+04    0.0024913    0.0000006    257.018   242.982    EM
    60 -0.44253671D+04    0.0023929    0.0000005    256.843   243.157    EM
    61 -0.44253648D+04    0.0022994    0.0000005    256.670   243.330    EM
    62 -0.44253625D+04    0.0022106    0.0000005    256.501   243.499    EM
    63 -0.44253364D+04    0.0261082    0.0000059    253.550   246.450    QN
    64 -0.44253338D+04    0.0026489    0.0000006    253.457   246.543    EM
    65 -0.44253327D+04    0.0011309    0.0000003    253.362   246.638    EM
    66 -0.44253317D+04    0.0009770    0.0000002    253.266   246.734    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50200454D+04    0.0000000    0.0000000    144.082   355.918    EM
     2 -0.47891696D+04  230.8758020    0.0459908    156.632   343.368    FS
     3 -0.45410724D+04  248.0971724    0.0518038    150.859   349.141    FS
     4 -0.44648849D+04   76.1874419    0.0167774    153.152   346.848    FS
     5 -0.44422978D+04   22.5871900    0.0050589    149.751   350.249    FS
     6 -0.44336390D+04    8.6587661    0.0019492    148.966   351.034    FS
     7 -0.44293777D+04    4.2612970    0.0009611    149.000   351.000    FS
     8 -0.44274103D+04    1.9673743    0.0004442    149.000   351.000    FS
     9 -0.44267842D+04    0.6261204    0.0001414    149.000   351.000    FS
    10 -0.44266645D+04    0.1196787    0.0000270    149.000   351.000    FS
    11 -0.44266495D+04    0.0150397    0.0000034    149.000   351.000    FS
    12 -0.44266480D+04    0.0015100    0.0000003    149.000   351.000    FS
    13 -0.44266478D+04    0.0001588    0.0000000    149.000   351.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49377266D+04    0.0000000    0.0000000     33.513   466.487    EM
     2 -0.48419607D+04   95.7658765    0.0193947     32.834   467.166    FS
     3 -0.46704057D+04  171.5550519    0.0354309     20.029   479.971    FS
     4 -0.45555459D+04  114.8597713    0.0245931     17.130   482.870    FS
     5 -0.44957492D+04   59.7967096    0.0131261     12.758   487.242    FS
     6 -0.44596583D+04   36.0908580    0.0080278     13.134   486.866    FS
     7 -0.44419375D+04   17.7208017    0.0039736      3.284   496.716    FS
     8 -0.44310740D+04   10.8635757    0.0024457      4.206   495.794    EM
     9 -0.44281800D+04    2.8939701    0.0006531      4.395   495.605    EM
    10 -0.44268637D+04    1.3163246    0.0002973      4.565   495.435    EM
    11 -0.44260930D+04    0.7706936    0.0001741      4.751   495.249    EM
    12 -0.44256157D+04    0.4772932    0.0001078      4.909   495.091    EM
    13 -0.44253302D+04    0.2854638    0.0000645      5.009   494.991    EM
    14 -0.44251669D+04    0.1633548    0.0000369      5.044   494.956    EM
    15 -0.44250739D+04    0.0929605    0.0000210      5.022   494.978    EM
    16 -0.44250167D+04    0.0571828    0.0000129      4.950   495.050    EM
    17 -0.44249739D+04    0.0427783    0.0000097      4.832   495.168    EM
    18 -0.44249312D+04    0.0427309    0.0000097      4.668   495.332    EM
    19 -0.44248750D+04    0.0562528    0.0000127      4.454   495.546    EM
    20 -0.44247854D+04    0.0895121    0.0000202      4.185   495.815    EM
    21 -0.44246263D+04    0.1591037    0.0000360      3.865   496.135    EM
    22 -0.44243328D+04    0.2935096    0.0000663      3.527   496.473    EM
    23 -0.44238366D+04    0.4962429    0.0001122      3.246   496.754    EM
    24 -0.44232111D+04    0.6254856    0.0001414      3.083   496.917    EM
    25 -0.44227146D+04    0.4964832    0.0001122      3.013   496.987    EM
    26 -0.44224344D+04    0.2801733    0.0000633      2.993   497.007    EM
    27 -0.44222935D+04    0.1409652    0.0000319      2.991   497.009    EM
    28 -0.44222254D+04    0.0681271    0.0000154      2.993   497.007    EM
    29 -0.44221932D+04    0.0321876    0.0000073      2.996   497.004    EM
    30 -0.44221781D+04    0.0150383    0.0000034      2.998   497.002    EM
    31 -0.44221711D+04    0.0070046    0.0000016      2.999   497.001    EM
    32 -0.44221679D+04    0.0032699    0.0000007      2.999   497.001    EM
    33 -0.44221663D+04    0.0015350    0.0000003      3.000   497.000    EM
    34 -0.44221656D+04    0.0007262    0.0000002      3.000   497.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56015622D+04    0.0000000    0.0000000    244.579   255.421    EM
     2 -0.48350316D+04  766.5306577    0.1368423    239.517   260.483    EM
     3 -0.45173347D+04  317.6968482    0.0657073    238.750   261.250    EM
     4 -0.44569968D+04   60.3378818    0.0133570    239.598   260.402    EM
     5 -0.44360316D+04   20.9652461    0.0047039    239.903   260.097    EM
     6 -0.44296516D+04    6.3800351    0.0014382    240.115   259.885    EM
     7 -0.44276841D+04    1.9674482    0.0004442    240.427   259.573    EM
     8 -0.44270020D+04    0.6820926    0.0001541    240.831   259.169    EM
     9 -0.44267111D+04    0.2909529    0.0000657    241.289   258.711    EM
    10 -0.44265491D+04    0.1619892    0.0000366    241.774   258.226    EM
    11 -0.44264374D+04    0.1116407    0.0000252    242.270   257.730    EM
    12 -0.44263514D+04    0.0860272    0.0000194    242.769   257.231    EM
    13 -0.44262821D+04    0.0692731    0.0000157    243.264   256.736    EM
    14 -0.44262255D+04    0.0566053    0.0000128    243.750   256.250    EM
    15 -0.44261791D+04    0.0464712    0.0000105    244.225   255.775    EM
    16 -0.44261408D+04    0.0382459    0.0000086    244.686   255.314    EM
    17 -0.44261092D+04    0.0315756    0.0000071    245.131   254.869    EM
    18 -0.44260831D+04    0.0261947    0.0000059    245.561   254.439    EM
    19 -0.44260612D+04    0.0218791    0.0000049    245.974   254.026    EM
    20 -0.44260427D+04    0.0184349    0.0000042    246.370   253.630    EM
    21 -0.44260270D+04    0.0156964    0.0000035    246.750   253.250    EM
    22 -0.44260135D+04    0.0135241    0.0000031    247.115   252.885    EM
    23 -0.44260017D+04    0.0118028    0.0000027    247.465   252.535    EM
    24 -0.44259913D+04    0.0104389    0.0000024    247.800   252.200    EM
    25 -0.44259819D+04    0.0093568    0.0000021    248.122   251.878    EM
    26 -0.44259734D+04    0.0084965    0.0000019    248.432   251.568    EM
    27 -0.44259656D+04    0.0078106    0.0000018    248.730   251.270    EM
    28 -0.44259583D+04    0.0072619    0.0000016    249.018   250.982    EM
    29 -0.44259515D+04    0.0068211    0.0000015    249.296   250.704    EM
    30 -0.44259451D+04    0.0064655    0.0000015    249.564   250.436    EM
    31 -0.44259389D+04    0.0061775    0.0000014    249.824   250.176    EM
    32 -0.44259329D+04    0.0059431    0.0000013    250.076   249.924    EM
    33 -0.44259272D+04    0.0057517    0.0000013    250.321   249.679    EM
    34 -0.44259216D+04    0.0055948    0.0000013    250.559   249.441    EM
    35 -0.44259161D+04    0.0054658    0.0000012    250.792   249.208    EM
    36 -0.44259108D+04    0.0053595    0.0000012    251.019   248.981    EM
    37 -0.44259055D+04    0.0052719    0.0000012    251.240   248.760    EM
    38 -0.44259003D+04    0.0051997    0.0000012    251.457   248.543    EM
    39 -0.44258952D+04    0.0051403    0.0000012    251.670   248.330    EM
    40 -0.44258901D+04    0.0050916    0.0000012    251.879   248.121    EM
    41 -0.44258850D+04    0.0050520    0.0000011    252.084   247.916    EM
    42 -0.44258800D+04    0.0050202    0.0000011    252.286   247.714    EM
    43 -0.44258750D+04    0.0049949    0.0000011    252.485   247.515    EM
    44 -0.44258700D+04    0.0049753    0.0000011    252.681   247.319    EM
    45 -0.44258651D+04    0.0049607    0.0000011    252.875   247.125    EM
    46 -0.44258601D+04    0.0049504    0.0000011    253.067   246.933    EM
    47 -0.44258552D+04    0.0049439    0.0000011    253.257   246.743    EM
    48 -0.44258502D+04    0.0049407    0.0000011    253.445   246.555    EM
    49 -0.44258453D+04    0.0049405    0.0000011    253.632   246.368    EM
    50 -0.44258403D+04    0.0049429    0.0000011    253.818   246.182    EM
    51 -0.44258354D+04    0.0049478    0.0000011    254.002   245.998    EM
    52 -0.44258304D+04    0.0049548    0.0000011    254.186   245.814    EM
    53 -0.44258255D+04    0.0049637    0.0000011    254.369   245.631    EM
    54 -0.44258205D+04    0.0049744    0.0000011    254.552   245.448    EM
    55 -0.44258155D+04    0.0049868    0.0000011    254.734   245.266    EM
    56 -0.44258105D+04    0.0050006    0.0000011    254.916   245.084    EM
    57 -0.44258055D+04    0.0050157    0.0000011    255.098   244.902    EM
    58 -0.44258005D+04    0.0050322    0.0000011    255.280   244.720    EM
    59 -0.44257954D+04    0.0050498    0.0000011    255.463   244.537    EM
    60 -0.44257904D+04    0.0050685    0.0000011    255.646   244.354    EM
    61 -0.44257853D+04    0.0050882    0.0000011    255.830   244.170    EM
    62 -0.44257802D+04    0.0051089    0.0000012    256.014   243.986    EM
    63 -0.44255651D+04    0.2150155    0.0000486    306.066   193.934    QN
    64 -0.44254842D+04    0.0809592    0.0000183    305.457   194.543    EM
    65 -0.44254608D+04    0.0233714    0.0000053    305.217   194.783    EM
    66 -0.44254454D+04    0.0153902    0.0000035    305.136   194.864    EM
    67 -0.44254318D+04    0.0135944    0.0000031    305.127   194.873    EM
    68 -0.44254187D+04    0.0131210    0.0000030    305.151   194.849    EM
    69 -0.44254057D+04    0.0129807    0.0000029    305.192   194.808    EM
    70 -0.44253928D+04    0.0129477    0.0000029    305.241   194.759    EM
    71 -0.44253798D+04    0.0129617    0.0000029    305.297   194.703    EM
    72 -0.44253668D+04    0.0130017    0.0000029    305.357   194.643    EM
    73 -0.44253538D+04    0.0130579    0.0000030    305.421   194.579    EM
    74 -0.44253406D+04    0.0131244    0.0000030    305.490   194.510    EM
    75 -0.44253274D+04    0.0131970    0.0000030    305.562   194.438    EM
    76 -0.44253142D+04    0.0132727    0.0000030    305.639   194.361    EM
    77 -0.44246456D+04    0.6686013    0.0001511    325.766   174.234    QN
    78 -0.44246392D+04    0.0063682    0.0000014    325.700   174.300    EM
    79 -0.44246382D+04    0.0009947    0.0000002    325.675   174.325    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50587257D+04    0.0000000    0.0000000    375.076   124.924    EM
     2 -0.49673344D+04   91.3912927    0.0180661    447.598    52.402    FS
     3 -0.47238314D+04  243.5030438    0.0490209    458.168    41.832    FS
     4 -0.45793937D+04  144.4376693    0.0305764    458.222    41.778    FS
     5 -0.45079506D+04   71.4430889    0.0156010    458.966    41.034    FS
     6 -0.44701008D+04   37.8497525    0.0083962    453.976    46.024    FS
     7 -0.44501543D+04   19.9465199    0.0044622    452.117    47.883    FS
     8 -0.44391398D+04   11.0145121    0.0024751    453.779    46.221    FS
     9 -0.44291159D+04   10.0238919    0.0022581    453.874    46.126    EM
    10 -0.44272151D+04    1.9008462    0.0004292    453.754    46.246    EM
    11 -0.44265390D+04    0.6760532    0.0001527    453.565    46.435    EM
    12 -0.44262635D+04    0.2755467    0.0000622    453.354    46.646    EM
    13 -0.44261407D+04    0.1227518    0.0000277    453.142    46.858    EM
    14 -0.44260818D+04    0.0588792    0.0000133    452.934    47.066    EM
    15 -0.44260509D+04    0.0309732    0.0000070    452.733    47.267    EM
    16 -0.44260324D+04    0.0184927    0.0000042    452.538    47.462    EM
    17 -0.44260195D+04    0.0128409    0.0000029    452.348    47.652    EM
    18 -0.44260093D+04    0.0102744    0.0000023    452.162    47.838    EM
    19 -0.44260001D+04    0.0091225    0.0000021    451.980    48.020    EM
    20 -0.44259915D+04    0.0086268    0.0000019    451.801    48.199    EM
    21 -0.44259831D+04    0.0084397    0.0000019    451.625    48.375    EM
    22 -0.44259747D+04    0.0084004    0.0000019    451.450    48.550    EM
    23 -0.44259662D+04    0.0084344    0.0000019    451.278    48.722    EM
    24 -0.44259577D+04    0.0085072    0.0000019    451.107    48.893    EM
    25 -0.44259491D+04    0.0086028    0.0000019    450.938    49.062    EM
    26 -0.44259404D+04    0.0087141    0.0000020    450.771    49.229    EM
    27 -0.44259316D+04    0.0088378    0.0000020    450.604    49.396    EM
    28 -0.44259226D+04    0.0089726    0.0000020    450.440    49.560    EM
    29 -0.44259135D+04    0.0091180    0.0000021    450.277    49.723    EM
    30 -0.44259042D+04    0.0092741    0.0000021    450.115    49.885    EM
    31 -0.44258948D+04    0.0094409    0.0000021    449.954    50.046    EM
    32 -0.44258852D+04    0.0096186    0.0000022    449.795    50.205    EM
    33 -0.44258753D+04    0.0098075    0.0000022    449.638    50.362    EM
    34 -0.44258653D+04    0.0100077    0.0000023    449.481    50.519    EM
    35 -0.44258551D+04    0.0102191    0.0000023    449.327    50.673    EM
    36 -0.44258447D+04    0.0104418    0.0000024    449.173    50.827    EM
    37 -0.44258340D+04    0.0106755    0.0000024    449.021    50.979    EM
    38 -0.44258231D+04    0.0109196    0.0000025    448.871    51.129    EM
    39 -0.44258119D+04    0.0111735    0.0000025    448.722    51.278    EM
    40 -0.44258005D+04    0.0114361    0.0000026    448.575    51.425    EM
    41 -0.44257888D+04    0.0117059    0.0000026    448.429    51.571    EM
    42 -0.44257768D+04    0.0119810    0.0000027    448.285    51.715    EM
    43 -0.44257645D+04    0.0122588    0.0000028    448.143    51.857    EM
    44 -0.44257520D+04    0.0125363    0.0000028    448.004    51.996    EM
    45 -0.44257392D+04    0.0128096    0.0000029    447.866    52.134    EM
    46 -0.44257261D+04    0.0130742    0.0000030    447.730    52.270    EM
    47 -0.44257128D+04    0.0133247    0.0000030    447.597    52.403    EM
    48 -0.44256992D+04    0.0135550    0.0000031    447.467    52.533    EM
    49 -0.44256855D+04    0.0137583    0.0000031    447.339    52.661    EM
    50 -0.44256715D+04    0.0139272    0.0000031    447.215    52.785    EM
    51 -0.44256575D+04    0.0140540    0.0000032    447.093    52.907    EM
    52 -0.44256434D+04    0.0141310    0.0000032    446.975    53.025    EM
    53 -0.44256292D+04    0.0141507    0.0000032    446.860    53.140    EM
    54 -0.44256151D+04    0.0141064    0.0000032    446.749    53.251    EM
    55 -0.44256011D+04    0.0139930    0.0000032    446.641    53.359    EM
    56 -0.44255873D+04    0.0138067    0.0000031    446.538    53.462    EM
    57 -0.44255738D+04    0.0135464    0.0000031    446.438    53.562    EM
    58 -0.44255605D+04    0.0132133    0.0000030    446.343    53.657    EM
    59 -0.44255477D+04    0.0128116    0.0000029    446.251    53.749    EM
    60 -0.44255354D+04    0.0123482    0.0000028    446.164    53.836    EM
    61 -0.44255235D+04    0.0118324    0.0000027    446.080    53.920    EM
    62 -0.44255123D+04    0.0112757    0.0000025    446.000    54.000    EM
    63 -0.44255016D+04    0.0106911    0.0000024    445.924    54.076    EM
    64 -0.44254915D+04    0.0100923    0.0000023    445.851    54.149    EM
    65 -0.44254820D+04    0.0094931    0.0000021    445.781    54.219    EM
    66 -0.44254731D+04    0.0089064    0.0000020    445.714    54.286    EM
    67 -0.44254647D+04    0.0083442    0.0000019    445.650    54.350    EM
    68 -0.44253658D+04    0.0989079    0.0000223    444.315    55.685    QN
    69 -0.44252937D+04    0.0721192    0.0000163    444.280    55.720    EM
    70 -0.44252860D+04    0.0076854    0.0000017    444.248    55.752    EM
    71 -0.44252796D+04    0.0064605    0.0000015    444.219    55.781    EM
    72 -0.44252737D+04    0.0058814    0.0000013    444.192    55.808    EM
    73 -0.44252683D+04    0.0053811    0.0000012    444.168    55.832    EM
    74 -0.44252634D+04    0.0048978    0.0000011    444.147    55.853    EM
    75 -0.44252590D+04    0.0044220    0.0000010    444.128    55.872    EM
    76 -0.44252550D+04    0.0039590    0.0000009    444.111    55.889    EM
    77 -0.44252515D+04    0.0035170    0.0000008    444.096    55.904    EM
    78 -0.44252484D+04    0.0031029    0.0000007    444.083    55.917    EM
    79 -0.44252457D+04    0.0027212    0.0000006    444.072    55.928    EM
    80 -0.44252433D+04    0.0023742    0.0000005    444.062    55.938    EM
    81 -0.44252413D+04    0.0020624    0.0000005    444.053    55.947    EM
    82 -0.44252395D+04    0.0017851    0.0000004    444.046    55.954    EM
    83 -0.44252379D+04    0.0015402    0.0000003    444.039    55.961    EM
    84 -0.44252366D+04    0.0013255    0.0000003    444.034    55.966    EM
    85 -0.44252355D+04    0.0011382    0.0000003    444.029    55.971    EM
    86 -0.44252345D+04    0.0009756    0.0000002    444.025    55.975    EM


     Beginning Time:  14:50:31
        Ending Time:  14:51:27
       Elapsed Time:  00:00:56



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