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


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:

           -4422.165  127215           9
           -4424.178  887676           22
           -4424.638  207896           25
           -4424.642  unperturbed      0
           -4424.824  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       0.771D-13.  PROBLEM INVOLVING PARAMETER 11.


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       19

Loglikelihood

          H0 Value                       -4422.165
          H0 Scaling Correction Factor      0.7665
            for MLR

Information Criteria

          Akaike (AIC)                    8882.331
          Bayesian (BIC)                  8962.409
          Sample-Size Adjusted BIC        8902.101
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1          2.99957          0.00600
       2        497.00043          0.99400


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

    Latent
   Classes

       1          2.99981          0.00600
       2        497.00019          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


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                -23.146      5.309     -4.360      0.000

 Intercepts
    I                  0.533      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                -98.484      7.726    -12.747      0.000

 Intercepts
    C#1             -234.768     18.045    -13.010      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                 98.484      7.726     12.747      0.000

 Intercepts
    C#2              234.768     18.045     13.010      0.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.771E-13
       (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         9.944
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         9.498
 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             3.448
 U4#1           0.000         0.000
 U4             0.000         0.000         6.071
 U5#1           0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         4.605
 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         3.863
 U7#1           0.000         0.000         0.000
 U7             0.000         0.000         0.000         3.839
 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             5.255
 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         0.517


     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         9.944
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         9.498
 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             3.448
 U4#1           0.000         0.000
 U4             0.000         0.000         6.071
 U5#1           0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         4.605
 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         3.863
 U7#1           0.000         0.000         0.000
 U7             0.000         0.000         0.000         3.839
 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             5.255
 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         0.517


     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 -0.47907255D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.47282388D+04   62.4866985    0.0130433    207.520   292.480    FS
     3 -0.45969019D+04  131.3369045    0.0277771    232.813   267.187    FS
     4 -0.44971758D+04   99.7261163    0.0216942    291.491   208.509    FS
     5 -0.44642496D+04   32.9262482    0.0073215    327.721   172.279    FS
     6 -0.44508068D+04   13.4427157    0.0030112    319.259   180.741    FS
     7 -0.44405365D+04   10.2703836    0.0023075    315.606   184.394    FS
     8 -0.44327730D+04    7.7634826    0.0017483    309.496   190.504    FS
     9 -0.44278973D+04    4.8756977    0.0010999    304.602   195.398    FS
    10 -0.44256281D+04    2.2692179    0.0005125    306.094   193.906    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52589031D+04    0.0000000    0.0000000    248.832   251.168    EM
     2 -0.49077005D+04  351.2025827    0.0667825    264.661   235.339    FS
     3 -0.46133236D+04  294.3769697    0.0599827    270.658   229.342    EM
     4 -0.45050446D+04  108.2789454    0.0234709    272.514   227.486    EM
     5 -0.44648146D+04   40.2299918    0.0089300    273.621   226.379    EM
     6 -0.44446271D+04   20.1875012    0.0045215    274.295   225.705    EM
     7 -0.44350501D+04    9.5769941    0.0021547    274.720   225.280    EM
     8 -0.44306930D+04    4.3571525    0.0009824    274.980   225.020    EM
     9 -0.44287628D+04    1.9301765    0.0004356    275.122   224.878    EM
    10 -0.44279079D+04    0.8548946    0.0001930    275.173   224.827    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51547311D+04    0.0000000    0.0000000    189.130   310.870    EM
     2 -0.49846880D+04  170.0430932    0.0329878     76.737   423.263    FS
     3 -0.47590003D+04  225.6876925    0.0452762     80.335   419.665    FS
     4 -0.46198492D+04  139.1510500    0.0292396    120.702   379.298    FS
     5 -0.44757605D+04  144.0887018    0.0311890    122.613   377.387    EM
     6 -0.44443126D+04   31.4479004    0.0070263    150.278   349.722    FS
     7 -0.44333224D+04   10.9902044    0.0024729    150.001   349.999    EM
     8 -0.44297520D+04    3.5704294    0.0008054    149.844   350.156    EM
     9 -0.44283888D+04    1.3632265    0.0003077    149.740   350.260    EM
    10 -0.44278291D+04    0.5596215    0.0001264    149.665   350.335    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50597266D+04    0.0000000    0.0000000    284.039   215.961    EM
     2 -0.47012330D+04  358.4936726    0.0708524    311.352   188.648    FS
     3 -0.44709369D+04  230.2960143    0.0489863    308.132   191.868    EM
     4 -0.44422195D+04   28.7174693    0.0064231    305.531   194.469    EM
     5 -0.44345913D+04    7.6281498    0.0017172    303.943   196.057    EM
     6 -0.44313566D+04    3.2347601    0.0007294    303.044   196.956    EM
     7 -0.44299348D+04    1.4218039    0.0003209    302.566   197.434    EM
     8 -0.44292376D+04    0.6971775    0.0001574    302.327   197.673    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54107927D+04    0.0000000    0.0000000    358.301   141.699    EM
     2 -0.51657898D+04  245.0029402    0.0452804    469.366    30.634    FS
     3 -0.46648171D+04  500.9726747    0.0969789    469.276    30.724    EM
     4 -0.45369717D+04  127.8453417    0.0274063    470.207    29.793    EM
     5 -0.44860615D+04   50.9102712    0.0112212    470.623    29.377    EM
     6 -0.44564767D+04   29.5847672    0.0065948    470.966    29.034    EM
     7 -0.44410356D+04   15.4411234    0.0034649    471.283    28.717    EM
     8 -0.44336456D+04    7.3899817    0.0016640    471.587    28.413    EM
     9 -0.44303374D+04    3.3082021    0.0007462    471.878    28.122    EM
    10 -0.44289223D+04    1.4151085    0.0003194    472.155    27.845    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57858221D+04    0.0000000    0.0000000    426.276    73.724    EM
     2 -0.54943527D+04  291.4694290    0.0503765    469.663    30.337    FS
     3 -0.51449518D+04  349.4008902    0.0635927    496.122     3.878    FS
     4 -0.49066582D+04  238.2936016    0.0463160    499.951     0.049    FS
     5 -0.47386014D+04  168.0568515    0.0342508    500.000     0.000    FS
     6 -0.46407720D+04   97.8293763    0.0206452    500.000     0.000    FS
     7 -0.45737881D+04   66.9839014    0.0144338    500.000     0.000    FS
     8 -0.45273529D+04   46.4351577    0.0101525    500.000     0.000    FS
     9 -0.44957191D+04   31.6338775    0.0069873    500.000     0.000    FS
    10 -0.44745676D+04   21.1514176    0.0047048    500.000     0.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50203877D+04    0.0000000    0.0000000    144.074   355.926    EM
     2 -0.47904174D+04  229.9703220    0.0458073    156.709   343.291    FS
     3 -0.45417655D+04  248.6518546    0.0519061    150.899   349.101    FS
     4 -0.44650553D+04   76.7102555    0.0168900    153.161   346.839    FS
     5 -0.44422812D+04   22.7741047    0.0051005    149.703   350.297    FS
     6 -0.44337023D+04    8.5788738    0.0019312    148.682   351.318    FS
     7 -0.44293485D+04    4.3538402    0.0009820    149.000   351.000    FS
     8 -0.44273992D+04    1.9492241    0.0004401    149.000   351.000    FS
     9 -0.44267815D+04    0.6177514    0.0001395    149.000   351.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50591939D+04    0.0000000    0.0000000    375.083   124.917    EM
     2 -0.49680006D+04   91.1933386    0.0180253    447.543    52.457    FS
     3 -0.47243994D+04  243.6011571    0.0490340    458.090    41.910    FS
     4 -0.45796783D+04  144.7211332    0.0306327    458.270    41.730    FS
     5 -0.45081594D+04   71.5189418    0.0156166    459.035    40.965    FS
     6 -0.44702569D+04   37.9024798    0.0084075    454.107    45.893    FS
     7 -0.44502366D+04   20.0203130    0.0044786    452.263    47.737    FS
     8 -0.44391835D+04   11.0531203    0.0024837    453.928    46.072    FS
     9 -0.44291351D+04   10.0483462    0.0022636    454.031    45.969    EM
    10 -0.44272264D+04    1.9087127    0.0004309    453.914    46.086    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53427164D+04    0.0000000    0.0000000    173.480   326.520    EM
     2 -0.51482334D+04  194.4830024    0.0364015    163.066   336.934    FS
     3 -0.48589223D+04  289.3110214    0.0561962    172.309   327.691    FS
     4 -0.46634809D+04  195.4414554    0.0402232    181.328   318.672    FS
     5 -0.45664896D+04   96.9913160    0.0207981    201.360   298.640    FS
     6 -0.45080887D+04   58.4008533    0.0127890    232.144   267.856    FS
     7 -0.44773134D+04   30.7752633    0.0068267    256.779   243.221    FS
     8 -0.44608810D+04   16.4324672    0.0036702    275.556   224.444    FS
     9 -0.44493328D+04   11.5481524    0.0025888    293.701   206.299    FS
    10 -0.44408465D+04    8.4863521    0.0019073    313.931   186.069    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49382023D+04    0.0000000    0.0000000     33.511   466.489    EM
     2 -0.48447882D+04   93.4140664    0.0189166     32.978   467.022    FS
     3 -0.46723007D+04  172.4874823    0.0356027     20.252   479.748    FS
     4 -0.45567658D+04  115.5348761    0.0247276     17.429   482.571    FS
     5 -0.44966082D+04   60.1576044    0.0132018     13.130   486.870    FS
     6 -0.44598143D+04   36.7938947    0.0081826     13.083   486.917    FS
     7 -0.44419624D+04   17.8519397    0.0040028      3.709   496.291    FS
     8 -0.44311562D+04   10.8062291    0.0024328      4.720   495.280    EM
     9 -0.44283200D+04    2.8361267    0.0006400      4.941   495.059    EM
    10 -0.44270379D+04    1.2821808    0.0002895      5.142   494.858    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63026042D+04    0.0000000    0.0000000    351.525   148.475    EM
     2 -0.57878787D+04  514.7254916    0.0816687    159.959   340.041    FS
     3 -0.54919986D+04  295.8800803    0.0511206    159.835   340.165    FS
     4 -0.54457430D+04   46.2556351    0.0084224    146.280   353.720    FS
     5 -0.51683688D+04  277.3741747    0.0509341    147.123   352.877    FS
     6 -0.49848959D+04  183.4728343    0.0354992    159.999   340.001    FS
     7 -0.48364100D+04  148.4859348    0.0297872    178.319   321.681    FS
     8 -0.47201699D+04  116.2401153    0.0240344    191.083   308.917    FS
     9 -0.46316972D+04   88.4727252    0.0187435    203.703   296.297    FS
    10 -0.45620282D+04   69.6689254    0.0150418    215.954   284.046    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.75976644D+04    0.0000000    0.0000000    121.674   378.326    EM
     2 -0.71850852D+04  412.5791553    0.0543034    126.850   373.150    FS
     3 -0.68650524D+04  320.0327972    0.0445413    132.274   367.726    FS
     4 -0.65897166D+04  275.3358106    0.0401069    142.997   357.003    FS
     5 -0.63546321D+04  235.0845134    0.0356744    158.214   341.786    FS
     6 -0.61533852D+04  201.2469491    0.0316693    173.734   326.266    FS
     7 -0.59520770D+04  201.3081889    0.0327150    187.945   312.055    FS
     8 -0.57871135D+04  164.9634805    0.0277153    201.330   298.670    FS
     9 -0.56411655D+04  145.9480289    0.0252195    209.940   290.060    FS
    10 -0.55164823D+04  124.6831403    0.0221024    215.256   284.744    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53870724D+04    0.0000000    0.0000000    330.142   169.858    EM
     2 -0.51855011D+04  201.5713136    0.0374176    487.911    12.089    FS
     3 -0.48790958D+04  306.4052508    0.0590888    487.865    12.135    FS
     4 -0.46694621D+04  209.6337210    0.0429657    489.033    10.967    FS
     5 -0.45734627D+04   95.9993997    0.0205590    499.541     0.459    FS
     6 -0.45075126D+04   65.9501225    0.0144202    500.000     0.000    FS
     7 -0.44741444D+04   33.3682016    0.0074028    500.000     0.000    FS
     8 -0.44554450D+04   18.6993678    0.0041794    500.000     0.000    FS
     9 -0.44452393D+04   10.2056485    0.0022906    500.000     0.000    FS
    10 -0.44399689D+04    5.2704750    0.0011856    500.000     0.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61425952D+04    0.0000000    0.0000000    347.982   152.018    EM
     2 -0.58764394D+04  266.1557208    0.0433295    420.485    79.515    FS
     3 -0.55786262D+04  297.8132380    0.0506792    400.999    99.001    FS
     4 -0.47859930D+04  792.6332187    0.1420839    357.600   142.400    EM
     5 -0.44941728D+04  291.8201792    0.0609738    248.641   251.359    FS
     6 -0.44634287D+04   30.7441413    0.0068409    166.252   333.748    FS
     7 -0.44401107D+04   23.3179451    0.0052242    169.728   330.272    FS
     8 -0.44333493D+04    6.7614298    0.0015228    169.218   330.782    EM
     9 -0.44311569D+04    2.1924213    0.0004945    168.891   331.109    EM
    10 -0.44302272D+04    0.9296324    0.0002098    168.717   331.283    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51676995D+04    0.0000000    0.0000000    304.849   195.151    EM
     2 -0.48255075D+04  342.1920156    0.0662175    276.846   223.154    FS
     3 -0.45134131D+04  312.0943875    0.0646760    276.332   223.668    EM
     4 -0.44545384D+04   58.8747004    0.0130444    275.773   224.227    EM
     5 -0.44370865D+04   17.4518577    0.0039178    275.188   224.812    EM
     6 -0.44300641D+04    7.0224234    0.0015827    274.606   225.394    EM
     7 -0.44273724D+04    2.6917099    0.0006076    274.033   225.967    EM
     8 -0.44263634D+04    1.0090489    0.0002279    273.474   226.526    EM
     9 -0.44259843D+04    0.3790521    0.0000856    272.928   227.072    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60382814D+04    0.0000000    0.0000000    137.013   362.987    EM
     2 -0.57504618D+04  287.8196703    0.0476658    143.909   356.091    FS
     3 -0.54636720D+04  286.7897540    0.0498725    154.310   345.690    FS
     4 -0.52324387D+04  231.2332635    0.0423220    164.022   335.978    FS
     5 -0.50374930D+04  194.9457485    0.0372571    175.377   324.623    FS
     6 -0.48900357D+04  147.4573350    0.0292720    186.744   313.256    FS
     7 -0.47773791D+04  112.6565434    0.0230380    197.183   302.817    FS
     8 -0.46845862D+04   92.7928762    0.0194234    204.471   295.529    FS
     9 -0.46070882D+04   77.4980597    0.0165432    210.469   289.531    FS
    10 -0.45416807D+04   65.4074817    0.0141971    222.562   277.438    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.78240193D+04    0.0000000    0.0000000    348.072   151.928    EM
     2 -0.71861752D+04  637.8440558    0.0815238    398.203   101.797    FS
     3 -0.69432685D+04  242.9067380    0.0338020    430.516    69.484    FS
     4 -0.68287413D+04  114.5271746    0.0164947     79.962   420.038    FS
     5 -0.65414857D+04  287.2555978    0.0420657     61.471   438.529    FS
     6 -0.62606302D+04  280.8555442    0.0429345     42.576   457.424    FS
     7 -0.60711529D+04  189.4772954    0.0302649     67.193   432.807    FS
     8 -0.58297252D+04  241.4277034    0.0397664     70.986   429.014    FS
     9 -0.56122542D+04  217.4709651    0.0373038     74.000   426.000    FS
    10 -0.54279989D+04  184.2553247    0.0328309     75.759   424.241    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62840052D+04    0.0000000    0.0000000    382.686   117.314    EM
     2 -0.61485898D+04  135.4154123    0.0215492    452.195    47.805    FS
     3 -0.59192501D+04  229.3396976    0.0372996    417.957    82.043    FS
     4 -0.48648232D+04 1054.4269387    0.1781352    414.476    85.524    EM
     5 -0.45706483D+04  294.1748849    0.0604698    403.171    96.829    EM
     6 -0.44641476D+04  106.5006329    0.0233010    400.463    99.537    EM
     7 -0.44406917D+04   23.4559327    0.0052543    399.411   100.589    EM
     8 -0.44328010D+04    7.8907010    0.0017769    399.026   100.974    EM
     9 -0.44300427D+04    2.7583011    0.0006222    398.980   101.020    EM
    10 -0.44290115D+04    1.0311743    0.0002328    399.085   100.915    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56539124D+04    0.0000000    0.0000000    443.552    56.448    EM
     2 -0.52979203D+04  355.9921440    0.0629639    490.774     9.226    FS
     3 -0.47904645D+04  507.4558071    0.0957840    492.791     7.209    EM
     4 -0.45490508D+04  241.4136624    0.0503946    493.168     6.832    EM
     5 -0.44794501D+04   69.6007440    0.0153001    494.070     5.930    EM
     6 -0.44486017D+04   30.8483311    0.0068866    494.583     5.417    EM
     7 -0.44358037D+04   12.7980340    0.0028769    494.863     5.137    EM
     8 -0.44308317D+04    4.9719779    0.0011209    495.011     4.989    EM
     9 -0.44289624D+04    1.8693454    0.0004219    495.081     4.919    EM
    10 -0.44282688D+04    0.6935827    0.0001566    495.104     4.896    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53312977D+04    0.0000000    0.0000000    232.263   267.737    EM
     2 -0.49766927D+04  354.6049936    0.0665138    209.020   290.980    FS
     3 -0.46305238D+04  346.1689512    0.0695580    207.302   292.698    EM
     4 -0.45229570D+04  107.5667819    0.0232299    206.438   293.562    EM
     5 -0.44796498D+04   43.3071308    0.0095750    206.018   293.982    EM
     6 -0.44527932D+04   26.8566502    0.0059953    205.982   294.018    EM
     7 -0.44385521D+04   14.2411278    0.0031982    206.181   293.819    EM
     8 -0.44318523D+04    6.6997248    0.0015094    206.492   293.508    EM
     9 -0.44289412D+04    2.9111770    0.0006569    206.837   293.163    EM
    10 -0.44277236D+04    1.2175238    0.0002749    207.178   292.822    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53196092D+04    0.0000000    0.0000000    326.366   173.634    EM
     2 -0.49185251D+04  401.0841069    0.0753973    390.412   109.588    FS
     3 -0.44817156D+04  436.8095347    0.0888090    391.464   108.536    EM
     4 -0.44438879D+04   37.8276648    0.0084404    392.934   107.066    EM
     5 -0.44345574D+04    9.3305523    0.0020996    393.993   106.007    EM
     6 -0.44308546D+04    3.7027898    0.0008350    394.685   105.315    EM
     7 -0.44294123D+04    1.4422655    0.0003255    395.114   104.886    EM
     8 -0.44288385D+04    0.5738266    0.0001295    395.374   104.626    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51760935D+04    0.0000000    0.0000000     79.579   420.421    EM
     2 -0.51481478D+04   27.9456871    0.0053990     17.362   482.638    FS
     3 -0.48276010D+04  320.5467520    0.0622645      7.210   492.790    FS
     4 -0.46983410D+04  129.2600060    0.0267752      4.161   495.839    FS
     5 -0.45849179D+04  113.4230872    0.0241411      2.167   497.833    FS
     6 -0.45244843D+04   60.4336371    0.0131810      1.810   498.190    FS
     7 -0.45007531D+04   23.7312148    0.0052451      1.000   499.000    FS
     8 -0.44490407D+04   51.7123892    0.0114897      0.000   500.000    EM
     9 -0.44305807D+04   18.4599581    0.0041492      0.000   500.000    EM
    10 -0.44287065D+04    1.8742061    0.0004230      0.000   500.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49245458D+04    0.0000000    0.0000000    427.133    72.867    EM
     2 -0.47135150D+04  211.0307737    0.0428528    337.555   162.445    FS
     3 -0.45821977D+04  131.3173382    0.0278597    404.019    95.981    FS
     4 -0.45174455D+04   64.7521541    0.0141312    363.612   136.388    FS
     5 -0.44751986D+04   42.2469121    0.0093519    409.415    90.585    FS
     6 -0.44374661D+04   37.7325680    0.0084315    410.459    89.541    EM
     7 -0.44294488D+04    8.0173089    0.0018067    411.250    88.750    EM
     8 -0.44267796D+04    2.6691230    0.0006026    411.886    88.114    EM
     9 -0.44258406D+04    0.9390419    0.0002121    412.404    87.596    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.69583935D+04    0.0000000    0.0000000     52.144   447.856    EM
     2 -0.65977238D+04  360.6697845    0.0518323      5.475   494.525    FS
     3 -0.48316321D+04 1766.0916799    0.2676820      3.879   496.121    EM
     4 -0.45112622D+04  320.3698925    0.0663068      3.238   496.762    EM
     5 -0.44470723D+04   64.1899074    0.0142288      3.059   496.941    EM
     6 -0.44336215D+04   13.4508070    0.0030246      2.960   497.040    EM
     7 -0.44296254D+04    3.9960560    0.0009013      2.964   497.036    EM
     8 -0.44282919D+04    1.3335394    0.0003011      3.040   496.960    EM
     9 -0.44277931D+04    0.4988095    0.0001126      3.162   496.838    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.87237336D+04    0.0000000    0.0000000    240.136   259.864    EM
     2 -0.82770514D+04  446.6822000    0.0512031    293.085   206.915    FS
     3 -0.79005168D+04  376.5346024    0.0454914    382.188   117.812    FS
     4 -0.75940671D+04  306.4497268    0.0387886    376.471   123.529    FS
     5 -0.74750000D+04  119.0671335    0.0156790    355.246   144.754    FS
     6 -0.72469373D+04  228.0626309    0.0305101    341.245   158.755    FS
     7 -0.69640213D+04  282.9160941    0.0390394    324.587   175.413    FS
     8 -0.67304898D+04  233.5315015    0.0335340    316.872   183.128    FS
     9 -0.65381143D+04  192.3754416    0.0285827    311.434   188.566    FS
    10 -0.63672069D+04  170.9074504    0.0261402    306.359   193.641    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56016948D+04    0.0000000    0.0000000    244.566   255.434    EM
     2 -0.48344696D+04  767.2252079    0.1369631    239.483   260.517    EM
     3 -0.45171242D+04  317.3453865    0.0656422    238.684   261.316    EM
     4 -0.44569041D+04   60.2201400    0.0133315    239.507   260.493    EM
     5 -0.44359964D+04   20.9076336    0.0046911    239.798   260.202    EM
     6 -0.44296397D+04    6.3566873    0.0014330    240.003   259.997    EM
     7 -0.44276802D+04    1.9594910    0.0004424    240.311   259.689    EM
     8 -0.44270008D+04    0.6794768    0.0001535    240.713   259.287    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.68805942D+04    0.0000000    0.0000000    342.174   157.826    EM
     2 -0.64462240D+04  434.3702612    0.0631298    341.733   158.267    FS
     3 -0.60342921D+04  411.9318819    0.0639028    344.895   155.105    FS
     4 -0.56634858D+04  370.8063246    0.0614498    355.349   144.651    FS
     5 -0.53304125D+04  333.0732828    0.0588107    369.322   130.678    FS
     6 -0.50424864D+04  287.9261250    0.0540157    382.616   117.384    FS
     7 -0.48147199D+04  227.7664852    0.0451695    394.372   105.628    FS
     8 -0.46475167D+04  167.2031353    0.0347275    395.848   104.152    FS
     9 -0.45293132D+04  118.2035837    0.0254337    363.276   136.724    FS
    10 -0.44765960D+04   52.7171634    0.0116391    383.087   116.913    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55895948D+04    0.0000000    0.0000000     87.855   412.145    EM
     2 -0.52556141D+04  333.9806680    0.0597504     77.067   422.933    FS
     3 -0.51045582D+04  151.0558419    0.0287418     64.802   435.198    FS
     4 -0.49440213D+04  160.5369243    0.0314497     64.085   435.915    FS
     5 -0.47461741D+04  197.8472147    0.0400175    108.610   391.390    FS
     6 -0.46113857D+04  134.7884359    0.0283994    157.137   342.863    FS
     7 -0.45299873D+04   81.3984225    0.0176516    183.158   316.842    FS
     8 -0.44786003D+04   51.3869138    0.0113437    207.881   292.119    FS
     9 -0.44508287D+04   27.7716289    0.0062010    243.085   256.915    FS
    10 -0.44381855D+04   12.6431816    0.0028406    276.743   223.257    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51089310D+04    0.0000000    0.0000000    227.056   272.944    EM
     2 -0.47742181D+04  334.7128917    0.0655152    328.091   171.909    FS
     3 -0.45284913D+04  245.7268762    0.0514696    325.676   174.324    EM
     4 -0.44635826D+04   64.9087016    0.0143334    325.339   174.661    EM
     5 -0.44444491D+04   19.1334738    0.0042866    325.078   174.922    EM
     6 -0.44360630D+04    8.3861328    0.0018869    324.555   175.445    EM
     7 -0.44323864D+04    3.6765612    0.0008288    323.727   176.273    EM
     8 -0.44306895D+04    1.6969075    0.0003828    322.678   177.322    EM
     9 -0.44298218D+04    0.8677416    0.0001958    321.502   178.498    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52430988D+04    0.0000000    0.0000000    255.154   244.846    EM
     2 -0.48595118D+04  383.5870125    0.0731604    253.904   246.096    FS
     3 -0.46792451D+04  180.2666739    0.0370956    238.680   261.320    FS
     4 -0.45157714D+04  163.4736439    0.0349359    242.062   257.938    FS
     5 -0.44609054D+04   54.8660362    0.0121499    257.647   242.353    FS
     6 -0.44382945D+04   22.6108868    0.0050687    269.485   230.515    FS
     7 -0.44287128D+04    9.5816874    0.0021589    276.195   223.805    FS
     8 -0.44262240D+04    2.4888437    0.0005620    270.104   229.896    FS
     9 -0.44255635D+04    0.6604556    0.0001492    270.231   229.769    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53074623D+04    0.0000000    0.0000000    337.137   162.863    EM
     2 -0.49907718D+04  316.6905301    0.0596689    365.469   134.531    FS
     3 -0.49784780D+04   12.2937355    0.0024633    401.851    98.149    FS
     4 -0.47776763D+04  200.8017621    0.0403340    393.934   106.066    FS
     5 -0.46766532D+04  101.0230505    0.0211448    389.648   110.352    FS
     6 -0.46259778D+04   50.6754115    0.0108358    388.814   111.186    FS
     7 -0.45879312D+04   38.0466474    0.0082246    385.512   114.488    FS
     8 -0.45533408D+04   34.5903674    0.0075394    383.331   116.669    FS
     9 -0.45213761D+04   31.9647261    0.0070201    381.796   118.204    FS
    10 -0.44931293D+04   28.2468051    0.0062474    381.361   118.639    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49383843D+04    0.0000000    0.0000000    112.717   387.283    EM
     2 -0.46879661D+04  250.4181964    0.0507085    117.129   382.871    FS
     3 -0.45226575D+04  165.3086048    0.0352623    115.431   384.569    FS
     4 -0.44655195D+04   57.1379877    0.0126337    115.505   384.495    FS
     5 -0.44442671D+04   21.2524384    0.0047592    133.707   366.293    FS
     6 -0.44355209D+04    8.7461410    0.0019680    159.388   340.612    FS
     7 -0.44311564D+04    4.3645353    0.0009840    151.596   348.404    FS
     8 -0.44290468D+04    2.1095589    0.0004761    126.284   373.716    FS
     9 -0.44282254D+04    0.8214207    0.0001855     80.214   419.786    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53493292D+04    0.0000000    0.0000000    210.556   289.444    EM
     2 -0.50560681D+04  293.2610894    0.0548220    178.715   321.285    FS
     3 -0.46889359D+04  367.1321734    0.0726122    176.669   323.331    EM
     4 -0.45537167D+04  135.2192343    0.0288379    175.412   324.588    EM
     5 -0.44987594D+04   54.9572839    0.0120687    174.798   325.202    EM
     6 -0.44636850D+04   35.0744089    0.0077965    174.828   325.172    EM
     7 -0.44444999D+04   19.1850497    0.0042980    175.318   324.682    EM
     8 -0.44351499D+04    9.3500002    0.0021037    176.059   323.941    EM
     9 -0.44308945D+04    4.2554540    0.0009595    176.898   323.102    EM
    10 -0.44289772D+04    1.9172519    0.0004327    177.749   322.251    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.77166680D+04    0.0000000    0.0000000    322.542   177.458    EM
     2 -0.72397688D+04  476.8992334    0.0618012    321.686   178.314    FS
     3 -0.67826294D+04  457.1393972    0.0631428    318.941   181.059    FS
     4 -0.63249045D+04  457.7249313    0.0674849    313.909   186.091    FS
     5 -0.58630654D+04  461.8390628    0.0730191    306.883   193.117    FS
     6 -0.53723242D+04  490.7411879    0.0837004    294.356   205.644    FS
     7 -0.48446558D+04  527.6684080    0.0982198    239.015   260.985    FS
     8 -0.45943339D+04  250.3219353    0.0516697    224.652   275.348    FS
     9 -0.44771100D+04  117.2238503    0.0255149    249.243   250.757    FS
    10 -0.44394312D+04   37.6788508    0.0084159    300.728   199.272    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65519281D+04    0.0000000    0.0000000    243.296   256.704    EM
     2 -0.63435352D+04  208.3929407    0.0318064    309.404   190.596    FS
     3 -0.59101785D+04  433.3567390    0.0683147    330.739   169.261    FS
     4 -0.55146640D+04  395.5144255    0.0669209    348.323   151.677    FS
     5 -0.51688433D+04  345.8207149    0.0627093    366.682   133.318    FS
     6 -0.48876328D+04  281.2105496    0.0544049    396.779   103.221    FS
     7 -0.46778532D+04  209.7795913    0.0429205    432.821    67.179    FS
     8 -0.45648469D+04  113.0062908    0.0241577    458.896    41.104    FS
     9 -0.45087478D+04   56.0991028    0.0122894    474.909    25.091    FS
    10 -0.44726945D+04   36.0532842    0.0079963    476.685    23.315    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51529515D+04    0.0000000    0.0000000    137.234   362.766    EM
     2 -0.47689473D+04  384.0041312    0.0745212    130.096   369.904    FS
     3 -0.45000970D+04  268.8503082    0.0563752    125.109   374.891    EM
     4 -0.44539080D+04   46.1890402    0.0102640    122.477   377.523    EM
     5 -0.44390532D+04   14.8547929    0.0033352    121.123   378.877    EM
     6 -0.44323118D+04    6.7414247    0.0015187    120.415   379.585    EM
     7 -0.44294577D+04    2.8541034    0.0006439    120.015   379.985    EM
     8 -0.44282847D+04    1.1729928    0.0002648    119.758   380.242    EM
     9 -0.44278010D+04    0.4837274    0.0001092    119.569   380.431    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62613072D+04    0.0000000    0.0000000    276.323   223.677    EM
     2 -0.58648344D+04  396.4728501    0.0633211    249.747   250.253    FS
     3 -0.54996315D+04  365.2028779    0.0622699    212.671   287.329    FS
     4 -0.51982388D+04  301.3926617    0.0548023    173.462   326.538    FS
     5 -0.49979828D+04  200.2560238    0.0385238    193.702   306.298    FS
     6 -0.48327309D+04  165.2519432    0.0330637    345.413   154.587    FS
     7 -0.47328452D+04   99.8856357    0.0206686    483.960    16.040    FS
     8 -0.46543216D+04   78.5236383    0.0165912    408.460    91.540    FS
     9 -0.45663353D+04   87.9863315    0.0189042    414.766    85.234    FS
    10 -0.45164196D+04   49.9156616    0.0109312    370.240   129.760    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51679803D+04    0.0000000    0.0000000    247.354   252.646    EM
     2 -0.50086637D+04  159.3166434    0.0308276    469.645    30.355    FS
     3 -0.45899617D+04  418.7020021    0.0835956    469.886    30.114    EM
     4 -0.44949715D+04   94.9902387    0.0206952    469.659    30.341    EM
     5 -0.44614513D+04   33.5201482    0.0074573    469.432    30.568    EM
     6 -0.44431570D+04   18.2943145    0.0041005    469.219    30.781    EM
     7 -0.44343073D+04    8.8497279    0.0019918    469.037    30.963    EM
     8 -0.44304256D+04    3.8816618    0.0008754    468.893    31.107    EM
     9 -0.44288431D+04    1.5825582    0.0003572    468.783    31.217    EM
    10 -0.44282268D+04    0.6162996    0.0001392    468.699    31.301    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54529527D+04    0.0000000    0.0000000    322.021   177.979    EM
     2 -0.50594586D+04  393.4941024    0.0721617     72.870   427.130    FS
     3 -0.46557859D+04  403.6726874    0.0797857     80.599   419.401    EM
     4 -0.44926464D+04  163.1395504    0.0350402     83.358   416.642    EM
     5 -0.44528416D+04   39.8047756    0.0088600     84.668   415.332    EM
     6 -0.44369733D+04   15.8683088    0.0035636     85.363   414.637    EM
     7 -0.44309170D+04    6.0562308    0.0013649     85.538   414.462    EM
     8 -0.44285921D+04    2.3249204    0.0005247     85.317   414.683    EM
     9 -0.44276568D+04    0.9353256    0.0002112     84.821   415.179    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58821748D+04    0.0000000    0.0000000    154.139   345.861    EM
     2 -0.55331212D+04  349.0536546    0.0593409    157.312   342.688    FS
     3 -0.53434865D+04  189.6346246    0.0342726     90.508   409.492    FS
     4 -0.51618269D+04  181.6596699    0.0339965      6.715   493.285    FS
     5 -0.49220019D+04  239.8250051    0.0464613      0.638   499.362    FS
     6 -0.47754079D+04  146.5939214    0.0297834      2.178   497.822    FS
     7 -0.46837167D+04   91.6912059    0.0192007      0.000   500.000    FS
     8 -0.46225488D+04   61.1679261    0.0130597      0.000   500.000    FS
     9 -0.45805899D+04   41.9588776    0.0090770      0.000   500.000    FS
    10 -0.45517797D+04   28.8102750    0.0062896      0.000   500.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54813247D+04    0.0000000    0.0000000    321.900   178.100    EM
     2 -0.52010862D+04  280.2385017    0.0511261    321.873   178.127    FS
     3 -0.49080608D+04  293.0253626    0.0563393    328.547   171.453    FS
     4 -0.47014779D+04  206.5828904    0.0420905    337.456   162.544    FS
     5 -0.45794708D+04  122.0070887    0.0259508    336.426   163.574    FS
     6 -0.45107040D+04   68.7668217    0.0150163    335.581   164.419    FS
     7 -0.44733449D+04   37.3591173    0.0082823    339.141   160.859    FS
     8 -0.44539869D+04   19.3579950    0.0043274    342.565   157.435    FS
     9 -0.44416201D+04   12.3667956    0.0027766    348.213   151.787    FS
    10 -0.44334864D+04    8.1336661    0.0018312    355.095   144.905    FS


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52430988D+04    0.0000000    0.0000000    255.154   244.846    EM
     2 -0.48595118D+04  383.5870125    0.0731604    253.904   246.096    FS
     3 -0.46792451D+04  180.2666739    0.0370956    238.680   261.320    FS
     4 -0.45157714D+04  163.4736439    0.0349359    242.062   257.938    FS
     5 -0.44609054D+04   54.8660362    0.0121499    257.647   242.353    FS
     6 -0.44382945D+04   22.6108868    0.0050687    269.485   230.515    FS
     7 -0.44287128D+04    9.5816874    0.0021589    276.195   223.805    FS
     8 -0.44262240D+04    2.4888437    0.0005620    270.104   229.896    FS
     9 -0.44255635D+04    0.6604556    0.0001492    270.231   229.769    EM
    10 -0.44255017D+04    0.0618525    0.0000140    270.358   229.642    EM
    11 -0.44254840D+04    0.0176650    0.0000040    270.482   229.518    EM
    12 -0.44254763D+04    0.0077477    0.0000018    270.603   229.397    EM
    13 -0.44254718D+04    0.0044749    0.0000010    270.722   229.278    EM
    14 -0.44254685D+04    0.0032627    0.0000007    270.839   229.161    EM
    15 -0.44254658D+04    0.0027812    0.0000006    270.954   229.046    EM
    16 -0.44254632D+04    0.0025700    0.0000006    271.068   228.932    EM
    17 -0.44254607D+04    0.0024618    0.0000006    271.179   228.821    EM
    18 -0.44254583D+04    0.0023944    0.0000005    271.289   228.711    EM
    19 -0.44254560D+04    0.0023442    0.0000005    271.398   228.602    EM
    20 -0.44254537D+04    0.0023024    0.0000005    271.505   228.495    EM
    21 -0.44254514D+04    0.0022653    0.0000005    271.610   228.390    EM
    22 -0.44254492D+04    0.0022315    0.0000005    271.714   228.286    EM
    23 -0.44254470D+04    0.0022002    0.0000005    271.817   228.183    EM
    24 -0.44254448D+04    0.0021711    0.0000005    271.918   228.082    EM
    25 -0.44254427D+04    0.0021438    0.0000005    272.018   227.982    EM
    26 -0.44254406D+04    0.0021183    0.0000005    272.116   227.884    EM
    27 -0.44254385D+04    0.0020941    0.0000005    272.213   227.787    EM
    28 -0.44254364D+04    0.0020713    0.0000005    272.309   227.691    EM
    29 -0.44254343D+04    0.0020495    0.0000005    272.403   227.597    EM
    30 -0.44254323D+04    0.0020286    0.0000005    272.496   227.504    EM
    31 -0.44254303D+04    0.0020086    0.0000005    272.588   227.412    EM
    32 -0.44254283D+04    0.0019891    0.0000004    272.679   227.321    EM
    33 -0.44254263D+04    0.0019702    0.0000004    272.768   227.232    EM
    34 -0.44254244D+04    0.0019515    0.0000004    272.856   227.144    EM
    35 -0.44254225D+04    0.0019332    0.0000004    272.943   227.057    EM
    36 -0.44254205D+04    0.0019149    0.0000004    273.029   226.971    EM
    37 -0.44254186D+04    0.0018968    0.0000004    273.114   226.886    EM
    38 -0.44254168D+04    0.0018785    0.0000004    273.197   226.803    EM
    39 -0.44254149D+04    0.0018602    0.0000004    273.280   226.720    EM
    40 -0.44254131D+04    0.0018416    0.0000004    273.361   226.639    EM
    41 -0.44254112D+04    0.0018229    0.0000004    273.442   226.558    EM
    42 -0.44254094D+04    0.0018038    0.0000004    273.521   226.479    EM
    43 -0.44254077D+04    0.0017845    0.0000004    273.600   226.400    EM
    44 -0.44254059D+04    0.0017649    0.0000004    273.677   226.323    EM
    45 -0.44254041D+04    0.0017449    0.0000004    273.754   226.246    EM
    46 -0.44254024D+04    0.0017245    0.0000004    273.829   226.171    EM
    47 -0.44254007D+04    0.0017039    0.0000004    273.904   226.096    EM
    48 -0.44253990D+04    0.0016829    0.0000004    273.977   226.023    EM
    49 -0.44253974D+04    0.0016617    0.0000004    274.050   225.950    EM
    50 -0.44253957D+04    0.0016402    0.0000004    274.122   225.878    EM
    51 -0.44253941D+04    0.0016184    0.0000004    274.193   225.807    EM
    52 -0.44253925D+04    0.0015965    0.0000004    274.263   225.737    EM
    53 -0.44253909D+04    0.0015745    0.0000004    274.333   225.667    EM
    54 -0.44253851D+04    0.0058158    0.0000013    277.540   222.460    FS
    55 -0.44253573D+04    0.0278133    0.0000063    277.678   222.322    EM
    56 -0.44253420D+04    0.0153318    0.0000035    277.817   222.183    EM
    57 -0.44253289D+04    0.0130467    0.0000029    277.954   222.046    EM
    58 -0.44253174D+04    0.0115094    0.0000026    278.089   221.911    EM
    59 -0.44253071D+04    0.0103711    0.0000023    278.221   221.779    EM
    60 -0.44252975D+04    0.0095228    0.0000022    278.351   221.649    EM
    61 -0.44252886D+04    0.0089070    0.0000020    278.479   221.521    EM
    62 -0.44252801D+04    0.0084875    0.0000019    278.603   221.397    EM
    63 -0.44252719D+04    0.0082399    0.0000019    278.725   221.275    EM
    64 -0.44252637D+04    0.0081472    0.0000018    278.845   221.155    EM
    65 -0.44252556D+04    0.0081985    0.0000019    278.961   221.039    EM
    66 -0.44252472D+04    0.0083874    0.0000019    279.075   220.925    EM
    67 -0.44252385D+04    0.0087119    0.0000020    279.186   220.814    EM
    68 -0.44251045D+04    0.1339833    0.0000303    279.835   220.165    QN
    69 -0.44250774D+04    0.0270197    0.0000061    279.919   220.081    EM
    70 -0.44250510D+04    0.0264331    0.0000060    279.990   220.010    EM
    71 -0.44250241D+04    0.0269469    0.0000061    280.049   219.951    EM
    72 -0.44249975D+04    0.0266085    0.0000060    280.095   219.905    EM
    73 -0.44249722D+04    0.0253024    0.0000057    280.129   219.871    EM
    74 -0.44249490D+04    0.0231381    0.0000052    280.154   219.846    EM
    75 -0.44249286D+04    0.0204092    0.0000046    280.169   219.831    EM
    76 -0.44249111D+04    0.0174763    0.0000039    280.178   219.822    EM
    77 -0.44248965D+04    0.0146442    0.0000033    280.181   219.819    EM
    78 -0.44248844D+04    0.0121014    0.0000027    280.179   219.821    EM
    79 -0.44248745D+04    0.0099262    0.0000022    280.175   219.825    EM
    80 -0.44248346D+04    0.0398358    0.0000090    280.018   219.982    QN
    81 -0.44248283D+04    0.0062927    0.0000014    280.017   219.983    EM
    82 -0.44248264D+04    0.0019274    0.0000004    280.017   219.983    EM
    83 -0.44248252D+04    0.0011700    0.0000003    280.016   219.984    EM
    84 -0.44248244D+04    0.0008463    0.0000002    280.015   219.985    EM


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.47907255D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.47282388D+04   62.4866985    0.0130433    207.520   292.480    FS
     3 -0.45969019D+04  131.3369045    0.0277771    232.813   267.187    FS
     4 -0.44971758D+04   99.7261163    0.0216942    291.491   208.509    FS
     5 -0.44642496D+04   32.9262482    0.0073215    327.721   172.279    FS
     6 -0.44508068D+04   13.4427157    0.0030112    319.259   180.741    FS
     7 -0.44405365D+04   10.2703836    0.0023075    315.606   184.394    FS
     8 -0.44327730D+04    7.7634826    0.0017483    309.496   190.504    FS
     9 -0.44278973D+04    4.8756977    0.0010999    304.602   195.398    FS
    10 -0.44256281D+04    2.2692179    0.0005125    306.094   193.906    FS
    11 -0.44248566D+04    0.7714205    0.0001743    313.809   186.191    FS
    12 -0.44246719D+04    0.1847352    0.0000417    320.805   179.195    FS
    13 -0.44246425D+04    0.0294057    0.0000066    324.101   175.899    FS
    14 -0.44246425D+04    0.0000159    0.0000000    325.656   174.344    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49245458D+04    0.0000000    0.0000000    427.133    72.867    EM
     2 -0.47135150D+04  211.0307737    0.0428528    337.555   162.445    FS
     3 -0.45821977D+04  131.3173382    0.0278597    404.019    95.981    FS
     4 -0.45174455D+04   64.7521541    0.0141312    363.612   136.388    FS
     5 -0.44751986D+04   42.2469121    0.0093519    409.415    90.585    FS
     6 -0.44374661D+04   37.7325680    0.0084315    410.459    89.541    EM
     7 -0.44294488D+04    8.0173089    0.0018067    411.250    88.750    EM
     8 -0.44267796D+04    2.6691230    0.0006026    411.886    88.114    EM
     9 -0.44258406D+04    0.9390419    0.0002121    412.404    87.596    EM
    10 -0.44254924D+04    0.3481953    0.0000787    412.838    87.162    EM
    11 -0.44253571D+04    0.1353269    0.0000306    413.212    86.788    EM
    12 -0.44253016D+04    0.0555081    0.0000125    413.545    86.455    EM
    13 -0.44252767D+04    0.0248567    0.0000056    413.852    86.148    EM
    14 -0.44252638D+04    0.0128809    0.0000029    414.139    85.861    EM
    15 -0.44252557D+04    0.0081050    0.0000018    414.413    85.587    EM
    16 -0.44252496D+04    0.0061304    0.0000014    414.677    85.323    EM
    17 -0.44252443D+04    0.0052534    0.0000012    414.932    85.068    EM
    18 -0.44252395D+04    0.0048100    0.0000011    415.182    84.818    EM
    19 -0.44252350D+04    0.0045402    0.0000010    415.425    84.575    EM
    20 -0.44252306D+04    0.0043414    0.0000010    415.663    84.337    EM
    21 -0.44252265D+04    0.0041735    0.0000009    415.897    84.103    EM
    22 -0.44252225D+04    0.0040205    0.0000009    416.126    83.874    EM
    23 -0.44252186D+04    0.0038759    0.0000009    416.350    83.650    EM
    24 -0.44252148D+04    0.0037373    0.0000008    416.570    83.430    EM
    25 -0.44252112D+04    0.0036037    0.0000008    416.786    83.214    EM
    26 -0.44252078D+04    0.0034746    0.0000008    416.998    83.002    EM
    27 -0.44252044D+04    0.0033498    0.0000008    417.206    82.794    EM
    28 -0.44252012D+04    0.0032292    0.0000007    417.410    82.590    EM
    29 -0.44251981D+04    0.0031127    0.0000007    417.609    82.391    EM
    30 -0.44251951D+04    0.0030003    0.0000007    417.805    82.195    EM
    31 -0.44251922D+04    0.0028918    0.0000007    417.997    82.003    EM
    32 -0.44251894D+04    0.0027872    0.0000006    418.185    81.815    EM
    33 -0.44251867D+04    0.0026864    0.0000006    418.370    81.630    EM
    34 -0.44251841D+04    0.0025892    0.0000006    418.550    81.450    EM
    35 -0.44251816D+04    0.0024957    0.0000006    418.727    81.273    EM
    36 -0.44251792D+04    0.0024057    0.0000005    418.900    81.100    EM
    37 -0.44251769D+04    0.0023190    0.0000005    419.070    80.930    EM
    38 -0.44251747D+04    0.0022357    0.0000005    419.236    80.764    EM
    39 -0.44251725D+04    0.0021555    0.0000005    419.399    80.601    EM
    40 -0.44251704D+04    0.0020784    0.0000005    419.558    80.442    EM
    41 -0.44251684D+04    0.0020043    0.0000005    419.714    80.286    EM
    42 -0.44251665D+04    0.0019331    0.0000004    419.867    80.133    EM
    43 -0.44251646D+04    0.0018646    0.0000004    420.017    79.983    EM
    44 -0.44251628D+04    0.0017988    0.0000004    420.163    79.837    EM
    45 -0.44251611D+04    0.0017356    0.0000004    420.306    79.694    EM
    46 -0.44251594D+04    0.0016748    0.0000004    420.446    79.554    EM
    47 -0.44251578D+04    0.0016165    0.0000004    420.584    79.416    EM
    48 -0.44251562D+04    0.0015604    0.0000004    420.718    79.282    EM
    49 -0.44251547D+04    0.0015066    0.0000003    420.849    79.151    EM
    50 -0.44251533D+04    0.0014548    0.0000003    420.978    79.022    EM
    51 -0.44251519D+04    0.0014051    0.0000003    421.104    78.896    EM
    52 -0.44251505D+04    0.0013574    0.0000003    421.227    78.773    EM
    53 -0.44251492D+04    0.0013115    0.0000003    421.347    78.653    EM
    54 -0.44251479D+04    0.0012675    0.0000003    421.465    78.535    EM
    55 -0.44251106D+04    0.0373576    0.0000084    426.891    73.109    FS
    56 -0.44250991D+04    0.0114618    0.0000026    426.354    73.646    FS
    57 -0.44250918D+04    0.0073175    0.0000017    427.824    72.176    FS
    58 -0.44250652D+04    0.0266406    0.0000060    425.943    74.057    FS
    59 -0.44249401D+04    0.1251037    0.0000283    425.721    74.279    FS
    60 -0.44248012D+04    0.1388764    0.0000314    424.826    75.174    FS
    61 -0.44244081D+04    0.3930743    0.0000888    424.960    75.040    EM
    62 -0.44242750D+04    0.1330899    0.0000301    424.993    75.007    EM
    63 -0.44242211D+04    0.0538823    0.0000122    425.002    74.998    EM
    64 -0.44241977D+04    0.0234609    0.0000053    425.005    74.995    EM
    65 -0.44241871D+04    0.0106048    0.0000024    425.005    74.995    EM
    66 -0.44241821D+04    0.0049474    0.0000011    425.004    74.996    EM
    67 -0.44241797D+04    0.0023974    0.0000005    425.003    74.997    EM
    68 -0.44241785D+04    0.0012210    0.0000003    425.002    74.998    EM
    69 -0.44241778D+04    0.0006616    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 -0.51676995D+04    0.0000000    0.0000000    304.849   195.151    EM
     2 -0.48255075D+04  342.1920156    0.0662175    276.846   223.154    FS
     3 -0.45134131D+04  312.0943875    0.0646760    276.332   223.668    EM
     4 -0.44545384D+04   58.8747004    0.0130444    275.773   224.227    EM
     5 -0.44370865D+04   17.4518577    0.0039178    275.188   224.812    EM
     6 -0.44300641D+04    7.0224234    0.0015827    274.606   225.394    EM
     7 -0.44273724D+04    2.6917099    0.0006076    274.033   225.967    EM
     8 -0.44263634D+04    1.0090489    0.0002279    273.474   226.526    EM
     9 -0.44259843D+04    0.3790521    0.0000856    272.928   227.072    EM
    10 -0.44258362D+04    0.1480980    0.0000335    272.397   227.603    EM
    11 -0.44257720D+04    0.0641877    0.0000145    271.878   228.122    EM
    12 -0.44257384D+04    0.0336170    0.0000076    271.373   228.627    EM
    13 -0.44257161D+04    0.0222605    0.0000050    270.880   229.120    EM
    14 -0.44256983D+04    0.0178214    0.0000040    270.398   229.602    EM
    15 -0.44256824D+04    0.0158848    0.0000036    269.928   230.072    EM
    16 -0.44256676D+04    0.0148635    0.0000034    269.469   230.531    EM
    17 -0.44256534D+04    0.0141841    0.0000032    269.021   230.979    EM
    18 -0.44256397D+04    0.0136376    0.0000031    268.583   231.417    EM
    19 -0.44256266D+04    0.0131466    0.0000030    268.155   231.845    EM
    20 -0.44256139D+04    0.0126822    0.0000029    267.737   232.263    EM
    21 -0.44256017D+04    0.0122333    0.0000028    267.328   232.672    EM
    22 -0.44255899D+04    0.0117958    0.0000027    266.929   233.071    EM
    23 -0.44255785D+04    0.0113680    0.0000026    266.540   233.460    EM
    24 -0.44255676D+04    0.0109496    0.0000025    266.159   233.841    EM
    25 -0.44255570D+04    0.0105406    0.0000024    265.787   234.213    EM
    26 -0.44255469D+04    0.0101410    0.0000023    265.423   234.577    EM
    27 -0.44255371D+04    0.0097512    0.0000022    265.069   234.931    EM
    28 -0.44255278D+04    0.0093713    0.0000021    264.722   235.278    EM
    29 -0.44255188D+04    0.0090017    0.0000020    264.383   235.617    EM
    30 -0.44255101D+04    0.0086426    0.0000020    264.052   235.948    EM
    31 -0.44255018D+04    0.0082941    0.0000019    263.729   236.271    EM
    32 -0.44254939D+04    0.0079562    0.0000018    263.413   236.587    EM
    33 -0.44254862D+04    0.0076293    0.0000017    263.105   236.895    EM
    34 -0.44254789D+04    0.0073131    0.0000017    262.803   237.197    EM
    35 -0.44254719D+04    0.0070078    0.0000016    262.509   237.491    EM
    36 -0.44254652D+04    0.0067134    0.0000015    262.221   237.779    EM
    37 -0.44254588D+04    0.0064297    0.0000015    261.939   238.061    EM
    38 -0.44254526D+04    0.0061566    0.0000014    261.664   238.336    EM
    39 -0.44254467D+04    0.0058941    0.0000013    261.395   238.605    EM
    40 -0.44254411D+04    0.0056419    0.0000013    261.133   238.867    EM
    41 -0.44254357D+04    0.0053999    0.0000012    260.875   239.125    EM
    42 -0.44254305D+04    0.0051678    0.0000012    260.624   239.376    EM
    43 -0.44254256D+04    0.0049455    0.0000011    260.378   239.622    EM
    44 -0.44254208D+04    0.0047327    0.0000011    260.137   239.863    EM
    45 -0.44254163D+04    0.0045291    0.0000010    259.902   240.098    EM
    46 -0.44254120D+04    0.0043345    0.0000010    259.671   240.329    EM
    47 -0.44254078D+04    0.0041486    0.0000009    259.445   240.555    EM
    48 -0.44254039D+04    0.0039712    0.0000009    259.224   240.776    EM
    49 -0.44254001D+04    0.0038018    0.0000009    259.007   240.993    EM
    50 -0.44253964D+04    0.0036404    0.0000008    258.795   241.205    EM
    51 -0.44253929D+04    0.0034865    0.0000008    258.587   241.413    EM
    52 -0.44253896D+04    0.0033399    0.0000008    258.383   241.617    EM
    53 -0.44253864D+04    0.0032003    0.0000007    258.183   241.817    EM
    54 -0.44253833D+04    0.0030674    0.0000007    257.987   242.013    EM
    55 -0.44253804D+04    0.0029409    0.0000007    257.795   242.205    EM
    56 -0.44253776D+04    0.0028206    0.0000006    257.606   242.394    EM
    57 -0.44253749D+04    0.0027061    0.0000006    257.420   242.580    EM
    58 -0.44253723D+04    0.0025973    0.0000006    257.238   242.762    EM
    59 -0.44253698D+04    0.0024939    0.0000006    257.060   242.940    EM
    60 -0.44253674D+04    0.0023956    0.0000005    256.884   243.116    EM
    61 -0.44253651D+04    0.0023021    0.0000005    256.712   243.288    EM
    62 -0.44253628D+04    0.0022133    0.0000005    256.542   243.458    EM
    63 -0.44253367D+04    0.0261808    0.0000059    253.568   246.432    QN
    64 -0.44253340D+04    0.0026578    0.0000006    253.475   246.525    EM
    65 -0.44253329D+04    0.0011367    0.0000003    253.380   246.620    EM
    66 -0.44253319D+04    0.0009820    0.0000002    253.284   246.716    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50203877D+04    0.0000000    0.0000000    144.074   355.926    EM
     2 -0.47904174D+04  229.9703220    0.0458073    156.709   343.291    FS
     3 -0.45417655D+04  248.6518546    0.0519061    150.899   349.101    FS
     4 -0.44650553D+04   76.7102555    0.0168900    153.161   346.839    FS
     5 -0.44422812D+04   22.7741047    0.0051005    149.703   350.297    FS
     6 -0.44337023D+04    8.5788738    0.0019312    148.682   351.318    FS
     7 -0.44293485D+04    4.3538402    0.0009820    149.000   351.000    FS
     8 -0.44273992D+04    1.9492241    0.0004401    149.000   351.000    FS
     9 -0.44267815D+04    0.6177514    0.0001395    149.000   351.000    FS
    10 -0.44266641D+04    0.1173358    0.0000265    149.000   351.000    FS
    11 -0.44266494D+04    0.0147017    0.0000033    149.000   351.000    FS
    12 -0.44266480D+04    0.0014757    0.0000003    149.000   351.000    FS
    13 -0.44266478D+04    0.0001562    0.0000000    149.000   351.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56016948D+04    0.0000000    0.0000000    244.566   255.434    EM
     2 -0.48344696D+04  767.2252079    0.1369631    239.483   260.517    EM
     3 -0.45171242D+04  317.3453865    0.0656422    238.684   261.316    EM
     4 -0.44569041D+04   60.2201400    0.0133315    239.507   260.493    EM
     5 -0.44359964D+04   20.9076336    0.0046911    239.798   260.202    EM
     6 -0.44296397D+04    6.3566873    0.0014330    240.003   259.997    EM
     7 -0.44276802D+04    1.9594910    0.0004424    240.311   259.689    EM
     8 -0.44270008D+04    0.6794768    0.0001535    240.713   259.287    EM
     9 -0.44267108D+04    0.2899860    0.0000655    241.171   258.829    EM
    10 -0.44265493D+04    0.1615219    0.0000365    241.657   258.343    EM
    11 -0.44264379D+04    0.1113364    0.0000252    242.155   257.845    EM
    12 -0.44263521D+04    0.0857938    0.0000194    242.655   257.345    EM
    13 -0.44262830D+04    0.0690881    0.0000156    243.151   256.849    EM
    14 -0.44262266D+04    0.0564637    0.0000128    243.639   256.361    EM
    15 -0.44261802D+04    0.0463705    0.0000105    244.116   255.884    EM
    16 -0.44261420D+04    0.0381829    0.0000086    244.579   255.421    EM
    17 -0.44261105D+04    0.0315456    0.0000071    245.027   254.973    EM
    18 -0.44260843D+04    0.0261923    0.0000059    245.459   254.541    EM
    19 -0.44260624D+04    0.0218987    0.0000049    245.874   254.126    EM
    20 -0.44260439D+04    0.0184713    0.0000042    246.273   253.727    EM
    21 -0.44260282D+04    0.0157448    0.0000036    246.655   253.345    EM
    22 -0.44260146D+04    0.0135804    0.0000031    247.022   252.978    EM
    23 -0.44260027D+04    0.0118639    0.0000027    247.374   252.626    EM
    24 -0.44259922D+04    0.0105020    0.0000024    247.711   252.289    EM
    25 -0.44259828D+04    0.0094199    0.0000021    248.036   251.964    EM
    26 -0.44259742D+04    0.0085582    0.0000019    248.348   251.652    EM
    27 -0.44259664D+04    0.0078699    0.0000018    248.648   251.352    EM
    28 -0.44259591D+04    0.0073181    0.0000017    248.937   251.063    EM
    29 -0.44259522D+04    0.0068738    0.0000016    249.217   250.783    EM
    30 -0.44259457D+04    0.0065145    0.0000015    249.487   250.513    EM
    31 -0.44259394D+04    0.0062226    0.0000014    249.749   250.251    EM
    32 -0.44259335D+04    0.0059846    0.0000014    250.003   249.997    EM
    33 -0.44259277D+04    0.0057895    0.0000013    250.249   249.751    EM
    34 -0.44259220D+04    0.0056292    0.0000013    250.489   249.511    EM
    35 -0.44259165D+04    0.0054970    0.0000012    250.723   249.277    EM
    36 -0.44259112D+04    0.0053877    0.0000012    250.951   249.049    EM
    37 -0.44259059D+04    0.0052973    0.0000012    251.174   248.826    EM
    38 -0.44259006D+04    0.0052226    0.0000012    251.392   248.608    EM
    39 -0.44258955D+04    0.0051608    0.0000012    251.606   248.394    EM
    40 -0.44258904D+04    0.0051100    0.0000012    251.816   248.184    EM
    41 -0.44258853D+04    0.0050685    0.0000011    252.023   247.977    EM
    42 -0.44258803D+04    0.0050349    0.0000011    252.226   247.774    EM
    43 -0.44258753D+04    0.0050080    0.0000011    252.426   247.574    EM
    44 -0.44258703D+04    0.0049870    0.0000011    252.623   247.377    EM
    45 -0.44258653D+04    0.0049711    0.0000011    252.818   247.182    EM
    46 -0.44258603D+04    0.0049595    0.0000011    253.010   246.990    EM
    47 -0.44258554D+04    0.0049519    0.0000011    253.201   246.799    EM
    48 -0.44258504D+04    0.0049478    0.0000011    253.390   246.610    EM
    49 -0.44258455D+04    0.0049467    0.0000011    253.578   246.422    EM
    50 -0.44258405D+04    0.0049483    0.0000011    253.764   246.236    EM
    51 -0.44258356D+04    0.0049525    0.0000011    253.949   246.051    EM
    52 -0.44258306D+04    0.0049588    0.0000011    254.134   245.866    EM
    53 -0.44258257D+04    0.0049671    0.0000011    254.317   245.683    EM
    54 -0.44258207D+04    0.0049772    0.0000011    254.500   245.500    EM
    55 -0.44258157D+04    0.0049890    0.0000011    254.683   245.317    EM
    56 -0.44258107D+04    0.0050024    0.0000011    254.866   245.134    EM
    57 -0.44258057D+04    0.0050171    0.0000011    255.048   244.952    EM
    58 -0.44258006D+04    0.0050331    0.0000011    255.231   244.769    EM
    59 -0.44257956D+04    0.0050504    0.0000011    255.414   244.586    EM
    60 -0.44257905D+04    0.0050687    0.0000011    255.597   244.403    EM
    61 -0.44257854D+04    0.0050881    0.0000011    255.781   244.219    EM
    62 -0.44257803D+04    0.0051085    0.0000012    255.965   244.035    EM
    63 -0.44255655D+04    0.2148277    0.0000485    306.024   193.976    QN
    64 -0.44254847D+04    0.0808517    0.0000183    305.415   194.585    EM
    65 -0.44254613D+04    0.0233494    0.0000053    305.175   194.825    EM
    66 -0.44254459D+04    0.0153763    0.0000035    305.095   194.905    EM
    67 -0.44254323D+04    0.0135821    0.0000031    305.086   194.914    EM
    68 -0.44254192D+04    0.0131091    0.0000030    305.111   194.889    EM
    69 -0.44254063D+04    0.0129691    0.0000029    305.151   194.849    EM
    70 -0.44253933D+04    0.0129363    0.0000029    305.201   194.799    EM
    71 -0.44253804D+04    0.0129504    0.0000029    305.257   194.743    EM
    72 -0.44253674D+04    0.0129907    0.0000029    305.317   194.683    EM
    73 -0.44253543D+04    0.0130471    0.0000029    305.382   194.618    EM
    74 -0.44253412D+04    0.0131138    0.0000030    305.450   194.550    EM
    75 -0.44253280D+04    0.0131867    0.0000030    305.523   194.477    EM
    76 -0.44253148D+04    0.0132627    0.0000030    305.600   194.400    EM
    77 -0.44246456D+04    0.6691896    0.0001512    325.771   174.229    QN
    78 -0.44246392D+04    0.0063898    0.0000014    325.704   174.296    EM
    79 -0.44246382D+04    0.0009986    0.0000002    325.679   174.321    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49382023D+04    0.0000000    0.0000000     33.511   466.489    EM
     2 -0.48447882D+04   93.4140664    0.0189166     32.978   467.022    FS
     3 -0.46723007D+04  172.4874823    0.0356027     20.252   479.748    FS
     4 -0.45567658D+04  115.5348761    0.0247276     17.429   482.571    FS
     5 -0.44966082D+04   60.1576044    0.0132018     13.130   486.870    FS
     6 -0.44598143D+04   36.7938947    0.0081826     13.083   486.917    FS
     7 -0.44419624D+04   17.8519397    0.0040028      3.709   496.291    FS
     8 -0.44311562D+04   10.8062291    0.0024328      4.720   495.280    EM
     9 -0.44283200D+04    2.8361267    0.0006400      4.941   495.059    EM
    10 -0.44270379D+04    1.2821808    0.0002895      5.142   494.858    EM
    11 -0.44262740D+04    0.7638343    0.0001725      5.379   494.621    EM
    12 -0.44257819D+04    0.4920879    0.0001112      5.607   494.393    EM
    13 -0.44254713D+04    0.3105970    0.0000702      5.791   494.209    EM
    14 -0.44252832D+04    0.1881814    0.0000425      5.921   494.079    EM
    15 -0.44251729D+04    0.1102456    0.0000249      6.004   493.996    EM
    16 -0.44251094D+04    0.0634762    0.0000143      6.052   493.948    EM
    17 -0.44250730D+04    0.0364639    0.0000082      6.075   493.925    EM
    18 -0.44250519D+04    0.0211231    0.0000048      6.080   493.920    EM
    19 -0.44250394D+04    0.0124469    0.0000028      6.072   493.928    EM
    20 -0.44250319D+04    0.0075447    0.0000017      6.054   493.946    EM
    21 -0.44250271D+04    0.0047931    0.0000011      6.028   493.972    EM
    22 -0.44250238D+04    0.0032843    0.0000007      5.995   494.005    EM
    23 -0.44250213D+04    0.0025098    0.0000006      5.955   494.045    EM
    24 -0.44250191D+04    0.0021864    0.0000005      5.909   494.091    EM
    25 -0.44250169D+04    0.0021606    0.0000005      5.857   494.143    EM
    26 -0.44250146D+04    0.0023579    0.0000005      5.798   494.202    EM
    27 -0.44250118D+04    0.0027554    0.0000006      5.732   494.268    EM
    28 -0.44250084D+04    0.0033713    0.0000008      5.657   494.343    EM
    29 -0.44250042D+04    0.0042652    0.0000010      5.573   494.427    EM
    30 -0.44249986D+04    0.0055509    0.0000013      5.477   494.523    EM
    31 -0.44249912D+04    0.0074279    0.0000017      5.368   494.632    EM
    32 -0.44249810D+04    0.0102446    0.0000023      5.241   494.759    EM
    33 -0.44249663D+04    0.0146278    0.0000033      5.093   494.907    EM
    34 -0.44249446D+04    0.0217562    0.0000049      4.919   495.081    EM
    35 -0.44249106D+04    0.0339586    0.0000077      4.711   495.289    EM
    36 -0.44248546D+04    0.0560575    0.0000127      4.460   495.540    EM
    37 -0.44247563D+04    0.0982984    0.0000222      4.160   495.840    EM
    38 -0.44245749D+04    0.1813311    0.0000410      3.818   496.182    EM
    39 -0.44242403D+04    0.3346096    0.0000756      3.474   496.526    EM
    40 -0.44236994D+04    0.5408853    0.0001223      3.210   496.790    EM
    41 -0.44230805D+04    0.6189278    0.0001399      3.065   496.935    EM
    42 -0.44226351D+04    0.4454309    0.0001007      3.008   496.992    EM
    43 -0.44223934D+04    0.2416228    0.0000546      2.993   497.007    EM
    44 -0.44222734D+04    0.1200994    0.0000272      2.992   497.008    EM
    45 -0.44222157D+04    0.0576263    0.0000130      2.994   497.006    EM
    46 -0.44221886D+04    0.0271008    0.0000061      2.996   497.004    EM
    47 -0.44221760D+04    0.0126285    0.0000029      2.998   497.002    EM
    48 -0.44221701D+04    0.0058745    0.0000013      2.999   497.001    EM
    49 -0.44221674D+04    0.0027413    0.0000006      2.999   497.001    EM
    50 -0.44221661D+04    0.0012871    0.0000003      3.000   497.000    EM
    51 -0.44221655D+04    0.0006093    0.0000001      3.000   497.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50591939D+04    0.0000000    0.0000000    375.083   124.917    EM
     2 -0.49680006D+04   91.1933386    0.0180253    447.543    52.457    FS
     3 -0.47243994D+04  243.6011571    0.0490340    458.090    41.910    FS
     4 -0.45796783D+04  144.7211332    0.0306327    458.270    41.730    FS
     5 -0.45081594D+04   71.5189418    0.0156166    459.035    40.965    FS
     6 -0.44702569D+04   37.9024798    0.0084075    454.107    45.893    FS
     7 -0.44502366D+04   20.0203130    0.0044786    452.263    47.737    FS
     8 -0.44391835D+04   11.0531203    0.0024837    453.928    46.072    FS
     9 -0.44291351D+04   10.0483462    0.0022636    454.031    45.969    EM
    10 -0.44272264D+04    1.9087127    0.0004309    453.914    46.086    EM
    11 -0.44265470D+04    0.6794204    0.0001535    453.725    46.275    EM
    12 -0.44262699D+04    0.2771098    0.0000626    453.513    46.487    EM
    13 -0.44261463D+04    0.1235469    0.0000279    453.298    46.702    EM
    14 -0.44260870D+04    0.0593056    0.0000134    453.088    46.912    EM
    15 -0.44260558D+04    0.0312023    0.0000070    452.884    47.116    EM
    16 -0.44260372D+04    0.0186102    0.0000042    452.686    47.314    EM
    17 -0.44260243D+04    0.0128938    0.0000029    452.493    47.507    EM
    18 -0.44260140D+04    0.0102895    0.0000023    452.305    47.695    EM
    19 -0.44260049D+04    0.0091149    0.0000021    452.120    47.880    EM
    20 -0.44259963D+04    0.0086050    0.0000019    451.938    48.062    EM
    21 -0.44259879D+04    0.0084082    0.0000019    451.759    48.241    EM
    22 -0.44259795D+04    0.0083616    0.0000019    451.582    48.418    EM
    23 -0.44259711D+04    0.0083895    0.0000019    451.407    48.593    EM
    24 -0.44259627D+04    0.0084566    0.0000019    451.234    48.766    EM
    25 -0.44259541D+04    0.0085468    0.0000019    451.062    48.938    EM
    26 -0.44259455D+04    0.0086525    0.0000020    450.892    49.108    EM
    27 -0.44259367D+04    0.0087705    0.0000020    450.724    49.276    EM
    28 -0.44259278D+04    0.0088995    0.0000020    450.557    49.443    EM
    29 -0.44259188D+04    0.0090389    0.0000020    450.392    49.608    EM
    30 -0.44259096D+04    0.0091887    0.0000021    450.228    49.772    EM
    31 -0.44259002D+04    0.0093491    0.0000021    450.066    49.934    EM
    32 -0.44258907D+04    0.0095203    0.0000022    449.905    50.095    EM
    33 -0.44258810D+04    0.0097024    0.0000022    449.745    50.255    EM
    34 -0.44258711D+04    0.0098958    0.0000022    449.587    50.413    EM
    35 -0.44258610D+04    0.0101004    0.0000023    449.430    50.570    EM
    36 -0.44258507D+04    0.0103163    0.0000023    449.275    50.725    EM
    37 -0.44258402D+04    0.0105433    0.0000024    449.121    50.879    EM
    38 -0.44258294D+04    0.0107811    0.0000024    448.969    51.031    EM
    39 -0.44258183D+04    0.0110291    0.0000025    448.819    51.181    EM
    40 -0.44258071D+04    0.0112865    0.0000026    448.670    51.330    EM
    41 -0.44257955D+04    0.0115519    0.0000026    448.523    51.477    EM
    42 -0.44257837D+04    0.0118238    0.0000027    448.377    51.623    EM
    43 -0.44257716D+04    0.0121000    0.0000027    448.234    51.766    EM
    44 -0.44257592D+04    0.0123777    0.0000028    448.092    51.908    EM
    45 -0.44257466D+04    0.0126534    0.0000029    447.952    52.048    EM
    46 -0.44257336D+04    0.0129231    0.0000029    447.815    52.185    EM
    47 -0.44257205D+04    0.0131819    0.0000030    447.680    52.320    EM
    48 -0.44257070D+04    0.0134240    0.0000030    447.548    52.452    EM
    49 -0.44256934D+04    0.0136431    0.0000031    447.418    52.582    EM
    50 -0.44256796D+04    0.0138322    0.0000031    447.291    52.709    EM
    51 -0.44256656D+04    0.0139835    0.0000032    447.168    52.832    EM
    52 -0.44256515D+04    0.0140895    0.0000032    447.047    52.953    EM
    53 -0.44256373D+04    0.0141424    0.0000032    446.930    53.070    EM
    54 -0.44256232D+04    0.0141351    0.0000032    446.816    53.184    EM
    55 -0.44256091D+04    0.0140614    0.0000032    446.707    53.293    EM
    56 -0.44255952D+04    0.0139168    0.0000031    446.601    53.399    EM
    57 -0.44255815D+04    0.0136987    0.0000031    446.499    53.501    EM
    58 -0.44255681D+04    0.0134068    0.0000030    446.401    53.599    EM
    59 -0.44255551D+04    0.0130437    0.0000029    446.307    53.693    EM
    60 -0.44255425D+04    0.0126146    0.0000029    446.217    53.783    EM
    61 -0.44255303D+04    0.0121276    0.0000027    446.131    53.869    EM
    62 -0.44255187D+04    0.0115930    0.0000026    446.049    53.951    EM
    63 -0.44255077D+04    0.0110230    0.0000025    445.970    54.030    EM
    64 -0.44254973D+04    0.0104310    0.0000024    445.895    54.105    EM
    65 -0.44254875D+04    0.0098307    0.0000022    445.823    54.177    EM
    66 -0.44254782D+04    0.0092356    0.0000021    445.755    54.245    EM
    67 -0.44254696D+04    0.0086584    0.0000020    445.689    54.311    EM
    68 -0.44254614D+04    0.0081101    0.0000018    445.625    54.375    EM
    69 -0.44253595D+04    0.1019141    0.0000230    444.344    55.656    QN
    70 -0.44253144D+04    0.0451683    0.0000102    444.315    55.685    EM
    71 -0.44253066D+04    0.0077766    0.0000018    444.285    55.715    EM
    72 -0.44252994D+04    0.0071819    0.0000016    444.258    55.742    EM
    73 -0.44252925D+04    0.0068969    0.0000016    444.231    55.769    EM
    74 -0.44252859D+04    0.0065980    0.0000015    444.206    55.794    EM
    75 -0.44252797D+04    0.0062486    0.0000014    444.183    55.817    EM
    76 -0.44252738D+04    0.0058467    0.0000013    444.162    55.838    EM
    77 -0.44252684D+04    0.0054038    0.0000012    444.142    55.858    EM
    78 -0.44252635D+04    0.0049364    0.0000011    444.125    55.875    EM
    79 -0.44252590D+04    0.0044614    0.0000010    444.109    55.891    EM
    80 -0.44252550D+04    0.0039938    0.0000009    444.095    55.905    EM
    81 -0.44252515D+04    0.0035455    0.0000008    444.083    55.917    EM
    82 -0.44252484D+04    0.0031248    0.0000007    444.072    55.928    EM
    83 -0.44252456D+04    0.0027370    0.0000006    444.062    55.938    EM
    84 -0.44252432D+04    0.0023848    0.0000005    444.053    55.947    EM
    85 -0.44252412D+04    0.0020686    0.0000005    444.046    55.954    EM
    86 -0.44252394D+04    0.0017877    0.0000004    444.040    55.960    EM
    87 -0.44252378D+04    0.0015401    0.0000003    444.034    55.966    EM
    88 -0.44252365D+04    0.0013233    0.0000003    444.029    55.971    EM
    89 -0.44252354D+04    0.0011345    0.0000003    444.025    55.975    EM
    90 -0.44252344D+04    0.0009709    0.0000002    444.022    55.978    EM


     Beginning Time:  23:11:08
        Ending Time:  23:12:36
       Elapsed Time:  00:01:28



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