Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:41 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a confirmatory LCA
  	with two categorical latent variables
  DATA:	FILE IS ex7.14.dat;
  VARIABLE:	NAMES ARE u1-u4 y1-y4 cu cy;
  	USEVARIABLES ARE u1-y4;
  	CLASSES = cu (2) cy (3);
  	CATEGORICAL = u1-u4;
  ANALYSIS:	TYPE = MIXTURE;
  	PARAMETERIZATION = LOGLINEAR;
  MODEL:
  	%OVERALL%
  	cu WITH cy;
  MODEL cu:
  	%cu#1%
  	[u1$1-u4$1];
  	%cu#2%
  	[u1$1-u4$1];
  MODEL cy:
  	%cy#1%
  	[y1-y4];
  	%cy#2%
  	[y1-y4];
  	%cy#3%
  	[y1-y4];
  OUTPUT:	TECH1 TECH8;



*** WARNING in MODEL command
  All variables are uncorrelated with all other variables within class.
  Check that this is what is intended.
   1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS



this is an example of a confirmatory LCA
with two categorical latent variables

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of dependent variables                                    8
Number of independent variables                                  0
Number of continuous latent variables                            0
Number of categorical latent variables                           2

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

Categorical latent variables
   CU          CY


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-06
    Relative loglikelihood change                        0.100D-06
    Derivative                                           0.100D-05
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-05
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-05
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Parameterization                                         LOGLINEAR
Link                                                         LOGIT

Input data file(s)
  ex7.14.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.443      443.000
      Category 2    0.557      557.000
    U2
      Category 1    0.427      427.000
      Category 2    0.573      573.000
    U3
      Category 1    0.432      432.000
      Category 2    0.568      568.000
    U4
      Category 1    0.476      476.000
      Category 2    0.524      524.000


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

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

           -9141.129  unperturbed      0
           -9141.129  27071            15
           -9141.129  637345           19
           -9141.129  285380           1



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


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       29

Loglikelihood

          H0 Value                       -9141.129
          H0 Scaling Correction Factor      1.0220
            for MLR

Information Criteria

          Akaike (AIC)                   18340.257
          Bayesian (BIC)                 18482.582
          Sample-Size Adjusted BIC       18390.477
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                             10.624
          Degrees of Freedom                     2
          P-Value                           0.0049

          Likelihood Ratio Chi-Square

          Value                             10.270
          Degrees of Freedom                     2
          P-Value                           0.0059



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   CU  CY

  Latent Class Variable Patterns

         CU        CY
      Class     Class

         1         1
         1         2
         1         3
         2         1
         2         2
         2         3


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

  Latent Class
    Pattern

    1  1        227.91521          0.22792
    1  2        307.96503          0.30797
    1  3        104.85650          0.10486
    2  1        108.04198          0.10804
    2  2        125.56439          0.12556
    2  3        125.65691          0.12566


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

  Latent Class
    Variable    Class

    CU             1       640.73676          0.64074
                   2       359.26328          0.35926
    CY             1       335.95718          0.33596
                   2       433.52942          0.43353
                   3       230.51340          0.23051


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

  Latent Class
    Pattern

    1  1        227.91528          0.22792
    1  2        307.96501          0.30797
    1  3        104.85643          0.10486
    2  1        108.04193          0.10804
    2  2        125.56437          0.12556
    2  3        125.65697          0.12566


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

  Latent Class
    Variable    Class

    CU             1       640.73676          0.64074
                   2       359.26328          0.35926
    CY             1       335.95721          0.33596
                   2       433.52939          0.43353
                   3       230.51340          0.23051


CLASSIFICATION QUALITY

     Entropy                         0.651


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

    1  1              251          0.25100
    1  2              337          0.33700
    1  3               86          0.08600
    2  1               84          0.08400
    2  2              108          0.10800
    2  3              134          0.13400


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

  Latent Class Variable Patterns

  Latent Class         CU        CY
   Pattern No.      Class     Class

         1             1         1
         2             1         2
         3             1         3
         4             2         1
         5             2         2
         6             2         3

           1        2        3        4        5        6

    1   0.833    0.018    0.000    0.146    0.003    0.000
    2   0.012    0.763    0.089    0.002    0.098    0.037
    3   0.000    0.221    0.631    0.000    0.014    0.133
    4   0.170    0.004    0.000    0.816    0.010    0.000
    5   0.005    0.173    0.012    0.021    0.661    0.129
    6   0.000    0.063    0.144    0.000    0.137    0.656


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
FOR EACH LATENT CLASS VARIABLE

  Latent Class
    Variable    Class

    CU             1             674          0.67400
                   2             326          0.32600
    CY             1             335          0.33500
                   2             445          0.44500
                   3             220          0.22000


MODEL RESULTS

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

Latent Class Pattern 1 1

 Means
    Y1                -0.925      0.061    -15.232      0.000
    Y2                -1.052      0.058    -18.207      0.000
    Y3                -1.069      0.058    -18.395      0.000
    Y4                -0.999      0.054    -18.431      0.000

 Thresholds
    U1$1              -0.920      0.206     -4.471      0.000
    U2$1              -1.076      0.184     -5.848      0.000
    U3$1              -0.900      0.139     -6.477      0.000
    U4$1              -0.762      0.176     -4.331      0.000

 Variances
    Y1                 1.137      0.055     20.720      0.000
    Y2                 0.963      0.051     18.838      0.000
    Y3                 1.022      0.053     19.441      0.000
    Y4                 0.929      0.054     17.329      0.000

Latent Class Pattern 1 2

 Means
    Y1                 1.149      0.085     13.525      0.000
    Y2                 1.052      0.083     12.723      0.000
    Y3                 1.086      0.077     14.137      0.000
    Y4                 0.998      0.069     14.444      0.000

 Thresholds
    U1$1              -0.920      0.206     -4.471      0.000
    U2$1              -1.076      0.184     -5.848      0.000
    U3$1              -0.900      0.139     -6.477      0.000
    U4$1              -0.762      0.176     -4.331      0.000

 Variances
    Y1                 1.137      0.055     20.720      0.000
    Y2                 0.963      0.051     18.838      0.000
    Y3                 1.022      0.053     19.441      0.000
    Y4                 0.929      0.054     17.329      0.000

Latent Class Pattern 1 3

 Means
    Y1                 1.798      0.081     22.160      0.000
    Y2                 2.073      0.104     19.884      0.000
    Y3                 2.028      0.114     17.771      0.000
    Y4                 2.106      0.148     14.256      0.000

 Thresholds
    U1$1              -0.920      0.206     -4.471      0.000
    U2$1              -1.076      0.184     -5.848      0.000
    U3$1              -0.900      0.139     -6.477      0.000
    U4$1              -0.762      0.176     -4.331      0.000

 Variances
    Y1                 1.137      0.055     20.720      0.000
    Y2                 0.963      0.051     18.838      0.000
    Y3                 1.022      0.053     19.441      0.000
    Y4                 0.929      0.054     17.329      0.000

Latent Class Pattern 2 1

 Means
    Y1                -0.925      0.061    -15.232      0.000
    Y2                -1.052      0.058    -18.207      0.000
    Y3                -1.069      0.058    -18.395      0.000
    Y4                -0.999      0.054    -18.431      0.000

 Thresholds
    U1$1               0.969      0.239      4.057      0.000
    U2$1               1.020      0.337      3.032      0.002
    U3$1               0.786      0.295      2.661      0.008
    U4$1               1.139      0.288      3.955      0.000

 Variances
    Y1                 1.137      0.055     20.720      0.000
    Y2                 0.963      0.051     18.838      0.000
    Y3                 1.022      0.053     19.441      0.000
    Y4                 0.929      0.054     17.329      0.000

Latent Class Pattern 2 2

 Means
    Y1                 1.149      0.085     13.525      0.000
    Y2                 1.052      0.083     12.723      0.000
    Y3                 1.086      0.077     14.137      0.000
    Y4                 0.998      0.069     14.444      0.000

 Thresholds
    U1$1               0.969      0.239      4.057      0.000
    U2$1               1.020      0.337      3.032      0.002
    U3$1               0.786      0.295      2.661      0.008
    U4$1               1.139      0.288      3.955      0.000

 Variances
    Y1                 1.137      0.055     20.720      0.000
    Y2                 0.963      0.051     18.838      0.000
    Y3                 1.022      0.053     19.441      0.000
    Y4                 0.929      0.054     17.329      0.000

Latent Class Pattern 2 3

 Means
    Y1                 1.798      0.081     22.160      0.000
    Y2                 2.073      0.104     19.884      0.000
    Y3                 2.028      0.114     17.771      0.000
    Y4                 2.106      0.148     14.256      0.000

 Thresholds
    U1$1               0.969      0.239      4.057      0.000
    U2$1               1.020      0.337      3.032      0.002
    U3$1               0.786      0.295      2.661      0.008
    U4$1               1.139      0.288      3.955      0.000

 Variances
    Y1                 1.137      0.055     20.720      0.000
    Y2                 0.963      0.051     18.838      0.000
    Y3                 1.022      0.053     19.441      0.000
    Y4                 0.929      0.054     17.329      0.000

Categorical Latent Variables

 CU#1     WITH
    CY#1               0.927      0.333      2.781      0.005
    CY#2               1.078      0.363      2.973      0.003

 Means
    CU#1              -0.181      0.416     -0.435      0.663
    CY#1              -0.151      0.261     -0.579      0.563
    CY#2              -0.001      0.339     -0.002      0.998


RESULTS IN PROBABILITY SCALE

Latent Class Pattern 1 1

 U1
    Category 1         0.285      0.042      6.793      0.000
    Category 2         0.715      0.042     17.052      0.000
 U2
    Category 1         0.254      0.035      7.288      0.000
    Category 2         0.746      0.035     21.375      0.000
 U3
    Category 1         0.289      0.029     10.125      0.000
    Category 2         0.711      0.029     24.900      0.000
 U4
    Category 1         0.318      0.038      8.336      0.000
    Category 2         0.682      0.038     17.861      0.000

Latent Class Pattern 1 2

 U1
    Category 1         0.285      0.042      6.793      0.000
    Category 2         0.715      0.042     17.052      0.000
 U2
    Category 1         0.254      0.035      7.288      0.000
    Category 2         0.746      0.035     21.375      0.000
 U3
    Category 1         0.289      0.029     10.125      0.000
    Category 2         0.711      0.029     24.900      0.000
 U4
    Category 1         0.318      0.038      8.336      0.000
    Category 2         0.682      0.038     17.861      0.000

Latent Class Pattern 1 3

 U1
    Category 1         0.285      0.042      6.793      0.000
    Category 2         0.715      0.042     17.052      0.000
 U2
    Category 1         0.254      0.035      7.288      0.000
    Category 2         0.746      0.035     21.375      0.000
 U3
    Category 1         0.289      0.029     10.125      0.000
    Category 2         0.711      0.029     24.900      0.000
 U4
    Category 1         0.318      0.038      8.336      0.000
    Category 2         0.682      0.038     17.861      0.000

Latent Class Pattern 2 1

 U1
    Category 1         0.725      0.048     15.217      0.000
    Category 2         0.275      0.048      5.771      0.000
 U2
    Category 1         0.735      0.066     11.213      0.000
    Category 2         0.265      0.066      4.042      0.000
 U3
    Category 1         0.687      0.063     10.818      0.000
    Category 2         0.313      0.063      4.931      0.000
 U4
    Category 1         0.757      0.053     14.320      0.000
    Category 2         0.243      0.053      4.586      0.000

Latent Class Pattern 2 2

 U1
    Category 1         0.725      0.048     15.217      0.000
    Category 2         0.275      0.048      5.771      0.000
 U2
    Category 1         0.735      0.066     11.213      0.000
    Category 2         0.265      0.066      4.042      0.000
 U3
    Category 1         0.687      0.063     10.818      0.000
    Category 2         0.313      0.063      4.931      0.000
 U4
    Category 1         0.757      0.053     14.320      0.000
    Category 2         0.243      0.053      4.586      0.000

Latent Class Pattern 2 3

 U1
    Category 1         0.725      0.048     15.217      0.000
    Category 2         0.275      0.048      5.771      0.000
 U2
    Category 1         0.735      0.066     11.213      0.000
    Category 2         0.265      0.066      4.042      0.000
 U3
    Category 1         0.687      0.063     10.818      0.000
    Category 2         0.313      0.063      4.931      0.000
 U4
    Category 1         0.757      0.053     14.320      0.000
    Category 2         0.243      0.053      4.586      0.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class Pattern 1 1 Compared to Latent Class Pattern 1 2

 U1
    Category > 1       1.000      0.000    999.000    999.000
 U2
    Category > 1       1.000      0.000    999.000    999.000
 U3
    Category > 1       1.000      0.000    999.000    999.000
 U4
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 1 3

 U1
    Category > 1       1.000      0.000    999.000    999.000
 U2
    Category > 1       1.000      0.000    999.000    999.000
 U3
    Category > 1       1.000      0.000    999.000    999.000
 U4
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 2 1

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 2 2

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 2 3

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 1 3

 U1
    Category > 1       1.000      0.000    999.000    999.000
 U2
    Category > 1       1.000      0.000    999.000    999.000
 U3
    Category > 1       1.000      0.000    999.000    999.000
 U4
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 2 1

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 2 2

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 2 3

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 2 1

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 2 2

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 2 3

 U1
    Category > 1       6.619      1.741      3.802      0.000
 U2
    Category > 1       8.136      2.515      3.235      0.001
 U3
    Category > 1       5.395      1.546      3.490      0.000
 U4
    Category > 1       6.691      1.856      3.605      0.000

Latent Class Pattern 2 1 Compared to Latent Class Pattern 2 2

 U1
    Category > 1       1.000      0.000    999.000    999.000
 U2
    Category > 1       1.000      0.000    999.000    999.000
 U3
    Category > 1       1.000      0.000    999.000    999.000
 U4
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 2 1 Compared to Latent Class Pattern 2 3

 U1
    Category > 1       1.000      0.000    999.000    999.000
 U2
    Category > 1       1.000      0.000    999.000    999.000
 U3
    Category > 1       1.000      0.000    999.000    999.000
 U4
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 2 2 Compared to Latent Class Pattern 2 3

 U1
    Category > 1       1.000      0.000    999.000    999.000
 U2
    Category > 1       1.000      0.000    999.000    999.000
 U3
    Category > 1       1.000      0.000    999.000    999.000
 U4
    Category > 1       1.000      0.000    999.000    999.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.513E-04
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 1


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                  1             2             3             4


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 0             6
 Y3                 0             0             7
 Y4                 0             0             0             8


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 2


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                  9            10            11            12


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 0             6
 Y3                 0             0             7
 Y4                 0             0             0             8


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 3


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                 13            14            15            16


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 0             6
 Y3                 0             0             7
 Y4                 0             0             0             8


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 1


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                  1             2             3             4


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 0             6
 Y3                 0             0             7
 Y4                 0             0             0             8


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 2


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                  9            10            11            12


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 0             6
 Y3                 0             0             7
 Y4                 0             0             0             8


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 3


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                 13            14            15            16


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 0             6
 Y3                 0             0             7
 Y4                 0             0             0             8


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                 17            18            19            20


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                 17            18            19            20


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                 17            18            19            20


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                 21            22            23            24


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                 21            22            23            24


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                 21            22            23            24


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              CU#1          CU#2          CY#1          CY#2          CY#3
              ________      ________      ________      ________      ________
 1                 25             0            26            27             0


           PSI(C)
              CU#1          CU#2
              ________      ________
 CY#1              28             0
 CY#2              29             0
 CY#3               0             0


     STARTING VALUES FOR LATENT CLASS PATTERN 1 1


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1             -0.941        -0.991        -1.011        -0.960


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.190
 Y2             0.000         1.234
 Y3             0.000         0.000         1.265
 Y4             0.000         0.000         0.000         1.189


     STARTING VALUES FOR LATENT CLASS PATTERN 1 2


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1              0.602         0.581         0.579         0.583


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.190
 Y2             0.000         1.234
 Y3             0.000         0.000         1.265
 Y4             0.000         0.000         0.000         1.189


     STARTING VALUES FOR LATENT CLASS PATTERN 1 3


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1              2.144         2.152         2.170         2.125


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.190
 Y2             0.000         1.234
 Y3             0.000         0.000         1.265
 Y4             0.000         0.000         0.000         1.189


     STARTING VALUES FOR LATENT CLASS PATTERN 2 1


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1             -0.941        -0.991        -1.011        -0.960


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.190
 Y2             0.000         1.234
 Y3             0.000         0.000         1.265
 Y4             0.000         0.000         0.000         1.189


     STARTING VALUES FOR LATENT CLASS PATTERN 2 2


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1              0.602         0.581         0.579         0.583


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.190
 Y2             0.000         1.234
 Y3             0.000         0.000         1.265
 Y4             0.000         0.000         0.000         1.189


     STARTING VALUES FOR LATENT CLASS PATTERN 2 3


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1              2.144         2.152         2.170         2.125


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.190
 Y2             0.000         1.234
 Y3             0.000         0.000         1.265
 Y4             0.000         0.000         0.000         1.189


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1             -1.229        -1.294        -1.274        -1.096


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1             -1.229        -1.294        -1.274        -1.096


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1             -1.229        -1.294        -1.274        -1.096


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1              0.771         0.706         0.726         0.904


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1              0.771         0.706         0.726         0.904


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1              0.771         0.706         0.726         0.904


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              CU#1          CU#2          CY#1          CY#2          CY#3
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           PSI(C)
              CU#1          CU#2
              ________      ________
 CY#1           0.000         0.000
 CY#2           0.000         0.000
 CY#3           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 -0.92824009D+04    0.0000000    0.0000000    166.959   190.040    EM
                                                    159.720   146.188
                                                    161.276   175.817
     2 -0.91576110D+04  124.7899328    0.0134437    174.944   191.451    EM
                                                    153.854   147.740
                                                    147.689   184.322
     3 -0.91503867D+04    7.2242882    0.0007889    179.695   196.177    EM
                                                    147.912   147.615
                                                    141.245   187.356
     4 -0.91481530D+04    2.2336979    0.0002441    182.427   202.211    EM
                                                    142.820   147.072
                                                    137.336   188.134
     5 -0.91470078D+04    1.1452278    0.0001252    184.315   208.341    EM
                                                    138.444   146.314
                                                    134.832   187.754
     6 -0.91462435D+04    0.7642924    0.0000836    185.853   214.149    EM
                                                    134.662   145.435
                                                    133.211   186.690


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17463975D+05    0.0000000    0.0000000     33.473   799.399    EM
                                                     28.876    88.922
                                                     33.666    15.663
     2 -0.97708480D+04 7693.1266406    0.4405141     94.688   674.668    EM
                                                     47.912   116.163
                                                     37.378    29.191
     3 -0.93669775D+04  403.8704762    0.0413342    205.973   533.694    EM
                                                     68.799    96.924
                                                     41.289    53.321
     4 -0.91968906D+04  170.0869101    0.0181581    238.266   471.340    EM
                                                     77.840    91.609
                                                     51.253    69.691
     5 -0.91653602D+04   31.5304651    0.0034284    252.607   440.217    EM
                                                     82.231    84.357
                                                     63.959    76.628
     6 -0.91542432D+04   11.1169278    0.0012129    258.973   419.808    EM
                                                     86.206    79.557
                                                     75.366    80.090
     7 -0.91492069D+04    5.0363523    0.0005502    261.849   405.524    EM
                                                     90.002    76.898
                                                     83.749    81.977
     8 -0.91467356D+04    2.4712353    0.0002701    262.887   394.974    EM
                                                     93.397    75.738
                                                     89.652    83.351
     9 -0.91453763D+04    1.3593265    0.0001486    262.918   386.808    EM
                                                     96.291    75.505
                                                     93.837    84.640
    10 -0.91445492D+04    0.8271383    0.0000904    262.397   380.236    EM
                                                     98.704    75.820
                                                     96.864    85.979


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.25084852D+05    0.0000000    0.0000000     42.466   570.270    EM
                                                    253.159     0.362
                                                     70.126    63.618
     2 -0.97191035D+04 ************    0.6125509     78.939   459.567    EM
                                                    336.294     0.689
                                                     51.754    72.758
     3 -0.94796568D+04  239.4467263    0.0246367    135.196   342.276    EM
                                                    404.282     1.208
                                                     38.452    78.586
     4 -0.93678450D+04  111.8118526    0.0117949    173.261   268.096    EM
                                                    443.492     1.594
                                                     30.953    82.604
     5 -0.93192498D+04   48.5951329    0.0051874    199.199   220.244    EM
                                                    464.666     1.989
                                                     27.201    86.702
     6 -0.92925148D+04   26.7350330    0.0028688    217.960   186.663    EM
                                                    474.445     2.560
                                                     26.124    92.247
     7 -0.92733162D+04   19.1985622    0.0020660    231.693   161.346    EM
                                                    476.403     3.605
                                                     27.348    99.605
     8 -0.92573324D+04   15.9837761    0.0017236    241.098   141.316    EM
                                                    473.880     5.704
                                                     30.514   107.487
     9 -0.92441336D+04   13.1988332    0.0014258    246.177   125.231    EM
                                                    470.162     9.926
                                                     34.754   113.751
    10 -0.92332143D+04   10.9193479    0.0011812    246.905   112.514    EM
                                                    466.913    17.500
                                                     38.693   117.476


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16891102D+05    0.0000000    0.0000000    139.179    91.258    EM
                                                    352.851    79.093
                                                    136.673   200.945
     2 -0.93591226D+04 7531.9791659    0.4459140    146.776    77.827    EM
                                                    367.534    68.386
                                                    100.863   238.614
     3 -0.92468525D+04  112.2700238    0.0119958    151.907    71.271    EM
                                                    368.252    62.989
                                                     85.761   259.821
     4 -0.92154872D+04   31.3653213    0.0033920    154.960    69.421    EM
                                                    367.357    60.727
                                                     78.828   268.706
     5 -0.92061035D+04    9.3837251    0.0010183    156.398    69.367    EM
                                                    367.291    60.283
                                                     75.134   271.527
     6 -0.92029505D+04    3.1530021    0.0003425    156.840    69.917    EM
                                                    368.080    60.734
                                                     72.769   271.660
     7 -0.92016341D+04    1.3164196    0.0001430    156.772    70.673    EM
                                                    369.295    61.591
                                                     70.935   270.733
     8 -0.92009481D+04    0.6860182    0.0000746    156.480    71.512    EM
                                                    370.629    62.611
                                                     69.313   269.455


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17161711D+05    0.0000000    0.0000000    969.819     8.120    EM
                                                      4.459     8.840
                                                      6.395     2.367
     2 -0.10146026D+05 7015.6846630    0.4087987    928.637     4.108    EM
                                                      1.368     3.671
                                                     46.674    15.543
     3 -0.99648608D+04  181.1653309    0.0178558    817.347    33.965    EM
                                                      4.310     4.084
                                                     95.718    44.575
     4 -0.96841477D+04  280.7130657    0.0281703    677.331    90.304    EM
                                                      8.990     4.480
                                                    137.363    81.531
     5 -0.93323455D+04  351.8021750    0.0363276    544.687   185.675    EM
                                                     17.824     4.962
                                                    123.426   123.426
     6 -0.92098842D+04  122.4613279    0.0131222    495.041   213.551    EM
                                                     25.207     6.756
                                                    118.827   140.619
     7 -0.91902359D+04   19.6483044    0.0021334    471.101   227.294    EM
                                                     31.393    10.080
                                                    111.342   148.790
     8 -0.91810127D+04    9.2231685    0.0010036    452.823   235.262    EM
                                                     38.073    15.447
                                                    104.887   153.508
     9 -0.91730603D+04    7.9523867    0.0008662    435.944   240.620    EM
                                                     45.508    23.066
                                                     99.702   155.159
    10 -0.91658916D+04    7.1687775    0.0007815    419.849   244.227    EM
                                                     53.593    32.624
                                                     95.802   153.904


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15275761D+05    0.0000000    0.0000000     44.092   717.864    EM
                                                      4.050     4.036
                                                    225.947     4.011
     2 -0.10083596D+05 5192.1652099    0.3398957    116.691   611.457    EM
                                                     13.091    12.647
                                                    226.119    19.994
     3 -0.97048266D+04  378.7692362    0.0375629    199.107   513.927    EM
                                                     34.711    35.884
                                                    190.543    25.828
     4 -0.93119078D+04  392.9188812    0.0404870    230.274   433.148    EM
                                                     69.571    82.565
                                                    157.715    26.726
     5 -0.91891340D+04  122.7737206    0.0131846    237.070   399.991    EM
                                                     90.080    97.376
                                                    150.429    25.054
     6 -0.91748107D+04   14.3233139    0.0015587    235.874   384.834    EM
                                                    101.052   103.535
                                                    150.867    23.840
     7 -0.91707493D+04    4.0614689    0.0004427    233.708   373.333    EM
                                                    109.362   106.608
                                                    153.829    23.159
     8 -0.91678875D+04    2.8617201    0.0003120    231.505   362.665    EM
                                                    116.194   108.769
                                                    157.920    22.947
     9 -0.91653207D+04    2.5668494    0.0002800    229.369   352.119    EM
                                                    121.971   110.654
                                                    162.779    23.106
    10 -0.91628818D+04    2.4388616    0.0002661    227.271   341.567    EM
                                                    126.893   112.479
                                                    168.226    23.564


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18227261D+05    0.0000000    0.0000000     85.833   264.619    EM
                                                    245.293    24.475
                                                    111.478   268.301
     2 -0.95504649D+04 8676.7963296    0.4760340    137.161   268.470    EM
                                                    206.426    41.809
                                                    160.774   185.360
     3 -0.93129863D+04  237.4785615    0.0248657    174.166   272.506    EM
                                                    169.263    59.974
                                                    193.705   130.385
     4 -0.92418990D+04   71.0873035    0.0076331    193.140   276.016    EM
                                                    150.150    73.105
                                                    205.356   102.233
     5 -0.92121434D+04   29.7556236    0.0032196    204.978   276.264    EM
                                                    141.381    82.618
                                                    208.862    85.897
     6 -0.91961746D+04   15.9687764    0.0017334    212.979   273.719    EM
                                                    139.349    88.894
                                                    208.839    76.220
     7 -0.91858913D+04   10.2832993    0.0011182    218.309   269.257    EM
                                                    141.892    92.902
                                                    207.081    70.558
     8 -0.91782674D+04    7.6239286    0.0008300    221.675   263.612    EM
                                                    147.384    95.488
                                                    204.479    67.362
     9 -0.91720014D+04    6.2659722    0.0006827    223.627   257.320    EM
                                                    154.562    97.291
                                                    201.494    65.706
    10 -0.91666482D+04    5.3531760    0.0005836    224.599   250.747    EM
                                                    162.527    98.711
                                                    198.363    65.053


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22352177D+05    0.0000000    0.0000000    219.414     1.365    EM
                                                    457.556   101.638
                                                      1.760   218.266
     2 -0.93411770D+04 ************    0.5820910    242.369     1.004    EM
                                                    444.069   102.074
                                                      1.045   209.439
     3 -0.92176772D+04  123.4998594    0.0132210    248.993     0.985    EM
                                                    439.393    99.551
                                                      0.907   210.171
     4 -0.92091965D+04    8.4806665    0.0009200    251.693     0.990    EM
                                                    437.506    97.805
                                                      0.733   211.273
     5 -0.92064354D+04    2.7610579    0.0002998    253.153     1.063    EM
                                                    436.507    96.631
                                                      0.590   212.055
     6 -0.92048721D+04    1.5633507    0.0001698    253.976     1.219    EM
                                                    435.771    95.883
                                                      0.477   212.675
     7 -0.92037560D+04    1.1160481    0.0001212    254.404     1.460    EM
                                                    435.044    95.445
                                                      0.387   213.259
     8 -0.92029283D+04    0.8277338    0.0000899    254.570     1.756    EM
                                                    434.275    95.234
                                                      0.312   213.854


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21762818D+05    0.0000000    0.0000000     49.569   151.960    EM
                                                    112.018   499.794
                                                     23.162   163.498
     2 -0.95840313D+04 ************    0.5596144     43.763   174.876    EM
                                                    125.161   420.895
                                                     31.263   204.041
     3 -0.93930028D+04  191.0285587    0.0199320     38.908   198.931    EM
                                                    132.901   363.382
                                                     39.451   226.426
     4 -0.93005489D+04   92.4538493    0.0098428     37.131   215.897    EM
                                                    136.629   330.294
                                                     46.174   233.875
     5 -0.92650808D+04   35.4680843    0.0038135     38.294   222.688    EM
                                                    138.142   313.786
                                                     52.456   234.633
     6 -0.92492097D+04   15.8711502    0.0017130     42.002   222.398    EM
                                                    139.473   303.315
                                                     60.019   232.793
     7 -0.92365948D+04   12.6149114    0.0013639     48.297   217.236    EM
                                                    141.378   293.139
                                                     70.467   229.482
     8 -0.92237536D+04   12.8411790    0.0013903     57.457   207.671    EM
                                                    143.979   281.145
                                                     84.882   224.867
     9 -0.92089889D+04   14.7647123    0.0016007     69.356   194.053    EM
                                                    147.114   267.039
                                                    103.538   218.901
    10 -0.91919848D+04   17.0040526    0.0018465     82.687   177.868    EM
                                                    150.503   252.023
                                                    125.382   211.538


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17632522D+05    0.0000000    0.0000000     13.646     0.081    EM
                                                     51.018   272.439
                                                      1.184   661.632
     2 -0.93480057D+04 8284.5158252    0.4698429     12.235     0.023    EM
                                                     33.346   318.731
                                                      0.858   634.807
     3 -0.93018817D+04   46.1240740    0.0049341     10.110     0.020    EM
                                                     26.271   333.828
                                                      0.878   628.894
     4 -0.92951434D+04    6.7383097    0.0007244      8.702     0.015    EM
                                                     21.739   338.847
                                                      0.882   629.815
     5 -0.92921521D+04    2.9913070    0.0003218      7.873     0.012    EM
                                                     19.022   340.743
                                                      0.891   631.459
     6 -0.92896718D+04    2.4802564    0.0002669      7.654     0.012    EM
                                                     17.894   341.261
                                                      0.907   632.272
     7 -0.92868915D+04    2.7802656    0.0002993      8.213     0.014    EM
                                                     18.518   340.759
                                                      0.928   631.568
     8 -0.92830450D+04    3.8465730    0.0004142      9.937     0.025    EM
                                                     21.493   339.007
                                                      0.952   628.586
     9 -0.92771096D+04    5.9353557    0.0006394     13.512     0.065    EM
                                                     27.846   335.368
                                                      0.965   622.244
    10 -0.92680569D+04    9.0526609    0.0009758     19.657     0.239    EM
                                                     38.468   329.078
                                                      0.932   611.627


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18974269D+05    0.0000000    0.0000000    710.858   152.679    EM
                                                      7.611   124.323
                                                      1.351     3.178
     2 -0.99528667D+04 9021.4019086    0.4754545    625.810   230.468    EM
                                                      8.426   129.299
                                                      2.219     3.777
     3 -0.97983308D+04  154.5359260    0.0155268    522.030   328.901    EM
                                                      9.663   129.570
                                                      4.270     5.566
     4 -0.96340117D+04  164.3190912    0.0167701    430.610   418.278    EM
                                                     11.165   121.184
                                                      8.870     9.893
     5 -0.94704131D+04  163.5985819    0.0169814    362.155   483.755    EM
                                                     12.276   105.886
                                                     17.945    17.983
     6 -0.93407157D+04  129.6974030    0.0136950    318.222   519.435    EM
                                                     12.891    89.894
                                                     30.844    28.714
     7 -0.92658917D+04   74.8239333    0.0080105    295.057   531.077    EM
                                                     13.121    78.757
                                                     43.188    38.801
     8 -0.92376694D+04   28.2222959    0.0030458    285.413   530.023    EM
                                                     13.106    73.180
                                                     51.692    46.585
     9 -0.92290680D+04    8.6014792    0.0009311    281.869   524.615    EM
                                                     13.034    70.929
                                                     56.648    52.906
    10 -0.92241734D+04    4.8945551    0.0005303    280.241   517.895    EM
                                                     13.136    70.283
                                                     59.391    59.054


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23057895D+05    0.0000000    0.0000000    126.380   107.067    EM
                                                      1.171   175.728
                                                    589.487     0.168
     2 -0.93186824D+04 ************    0.5958572    102.632   131.480    EM
                                                      1.238   232.931
                                                    531.632     0.087
     3 -0.92216614D+04   97.0209247    0.0104114     88.064   152.675    EM
                                                      1.470   257.948
                                                    499.769     0.073
     4 -0.92066709D+04   14.9904944    0.0016256     81.563   165.984    EM
                                                      1.629   267.163
                                                    483.601     0.061
     5 -0.92028430D+04    3.8279290    0.0004158     78.708   173.560    EM
                                                      1.791   270.815
                                                    475.069     0.056
     6 -0.92016852D+04    1.1577949    0.0001258     77.843   178.102    EM
                                                      2.035   271.916
                                                    470.045     0.060
     7 -0.92011277D+04    0.5575639    0.0000606     78.005   181.118    EM
                                                      2.440   271.812
                                                    466.552     0.073


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18859106D+05    0.0000000    0.0000000     10.635   463.968    EM
                                                    124.036   301.417
                                                     16.112    83.832
     2 -0.93556875D+04 9503.4185384    0.5039167     13.241   442.377    EM
                                                    119.589   325.830
                                                     16.835    82.129
     3 -0.92941313D+04   61.5562364    0.0065796     14.578   436.857    EM
                                                    118.659   331.257
                                                     17.414    81.234
     4 -0.92818173D+04   12.3140241    0.0013249     15.028   434.987    EM
                                                    119.499   332.117
                                                     17.827    80.542
     5 -0.92709998D+04   10.8175015    0.0011655     15.155   433.657    EM
                                                    121.719   331.329
                                                     18.112    80.028
     6 -0.92579462D+04   13.0535544    0.0014080     15.105   432.538    EM
                                                    124.869   329.628
                                                     18.332    79.527
     7 -0.92449151D+04   13.0310893    0.0014076     14.948   432.081    EM
                                                    128.198   327.480
                                                     18.530    78.762
     8 -0.92358954D+04    9.0196808    0.0009756     14.745   432.228    EM
                                                    131.164   325.488
                                                     18.708    77.666
     9 -0.92314210D+04    4.4744441    0.0004845     14.538   432.445    EM
                                                    133.713   324.063
                                                     18.851    76.390
    10 -0.92295393D+04    1.8816651    0.0002038     14.345   432.409    EM
                                                    135.986   323.231
                                                     18.953    75.076


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.25474632D+05    0.0000000    0.0000000    280.514    45.744    EM
                                                     45.421   429.322
                                                     87.016   111.984
     2 -0.96389115D+04 ************    0.6216271    216.746    76.981    EM
                                                     57.571   351.250
                                                    136.408   161.043
     3 -0.93053437D+04  333.5678228    0.0346064    172.900   104.295    EM
                                                     65.152   277.437
                                                    181.655   198.562
     4 -0.91887586D+04  116.5851006    0.0125288    157.322   112.640    EM
                                                     66.869   247.584
                                                    204.493   211.092
     5 -0.91683981D+04   20.3605184    0.0022158    153.281   114.387    EM
                                                     65.669   238.952
                                                    213.425   214.285
     6 -0.91653546D+04    3.0434834    0.0003320    152.680   114.283    EM
                                                     63.810   236.889
                                                    217.217   215.121
     7 -0.91645918D+04    0.7628022    0.0000832    152.988   113.697    EM
                                                     61.937   236.970
                                                    219.226   215.182


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22681714D+05    0.0000000    0.0000000    170.460     0.370    EM
                                                    529.500   117.726
                                                      0.452   181.492
     2 -0.94092466D+04 ************    0.5851616    205.428     0.253    EM
                                                    517.525   125.963
                                                      0.368   150.463
     3 -0.93063125D+04  102.9340900    0.0109397    216.522     0.229    EM
                                                    513.525   127.743
                                                      0.360   141.621
     4 -0.92900356D+04   16.2769313    0.0017490    218.994     0.206    EM
                                                    512.476   128.736
                                                      0.347   139.241
     5 -0.92793100D+04   10.7255740    0.0011545    220.322     0.191    EM
                                                    508.217   128.490
                                                      0.332   142.448
     6 -0.92652259D+04   14.0840685    0.0015178    222.845     0.184    EM
                                                    498.261   126.361
                                                      0.314   152.035
     7 -0.92455111D+04   19.7148006    0.0021278    227.428     0.181    EM
                                                    482.659   121.943
                                                      0.293   167.497
     8 -0.92247747D+04   20.7364036    0.0022429    233.354     0.182    EM
                                                    465.625   116.081
                                                      0.269   184.488
     9 -0.92111996D+04   13.5751534    0.0014716    238.886     0.185    EM
                                                    452.137   110.583
                                                      0.249   197.961
    10 -0.92055474D+04    5.6522166    0.0006136    242.965     0.188    EM
                                                    443.354   106.539
                                                      0.232   206.722


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21570372D+05    0.0000000    0.0000000    268.931   118.708    EM
                                                    100.500    52.171
                                                    402.320    57.369
     2 -0.94866460D+04 ************    0.5602002    263.394   137.372    EM
                                                    103.190    80.533
                                                    364.284    51.227
     3 -0.93021773D+04  184.4686868    0.0194451    242.522   151.285    EM
                                                    107.150   105.080
                                                    346.090    47.873
     4 -0.92664398D+04   35.7374761    0.0038418    225.436   162.146    EM
                                                    113.497   122.360
                                                    330.881    45.680
     5 -0.92329702D+04   33.4695869    0.0036119    207.267   170.503    EM
                                                    122.477   139.657
                                                    315.690    44.406
     6 -0.91971656D+04   35.8046180    0.0038779    190.147   176.159    EM
                                                    132.229   155.094
                                                    302.112    44.259
     7 -0.91685695D+04   28.5961402    0.0031092    176.825   179.759    EM
                                                    139.648   166.215
                                                    292.193    45.361
     8 -0.91530211D+04   15.5483928    0.0016958    167.888   182.175    EM
                                                    143.493   173.037
                                                    285.943    47.464
     9 -0.91468762D+04    6.1448180    0.0006713    162.254   183.614    EM
                                                    144.757   177.120
                                                    282.142    50.113
    10 -0.91447753D+04    2.1009183    0.0002297    158.652   184.145    EM
                                                    144.743   179.769
                                                    279.789    52.901


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24734689D+05    0.0000000    0.0000000     13.781   321.864    EM
                                                     99.369   387.172
                                                    103.443    74.370
     2 -0.10042097D+05 ************    0.5940075     11.992   296.602    EM
                                                    151.079   318.638
                                                     95.777   125.911
     3 -0.97289008D+04  313.1965674    0.0311884      9.749   273.932    EM
                                                    198.581   239.434
                                                     88.127   190.178
     4 -0.94535282D+04  275.3725626    0.0283046      9.259   250.435    EM
                                                    236.336   179.298
                                                     91.561   233.111
     5 -0.92578991D+04  195.6291091    0.0206938     11.988   227.224    EM
                                                    259.042   152.303
                                                    103.147   246.296
     6 -0.92066198D+04   51.2792961    0.0055390     18.294   212.127    EM
                                                    267.935   139.193
                                                    116.305   246.147
     7 -0.91956793D+04   10.9405240    0.0011883     28.457   202.115    EM
                                                    269.419   128.340
                                                    126.857   244.812
     8 -0.91881338D+04    7.5454758    0.0008205     41.520   195.163    EM
                                                    266.317   118.857
                                                    134.233   243.909
     9 -0.91816535D+04    6.4803251    0.0007053     56.437   190.314    EM
                                                    260.099   110.896
                                                    139.023   243.232
    10 -0.91760348D+04    5.6186913    0.0006119     72.116   187.000    EM
                                                    252.004   104.495
                                                    141.922   242.464


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.25508144D+05    0.0000000    0.0000000      0.000   560.022    EM
                                                    398.318     0.000
                                                      2.760    38.900
     2 -0.96477916D+04 ************    0.6217760      0.042   476.341    EM
                                                    443.050     0.082
                                                      8.529    71.955
     3 -0.93930214D+04  254.7702836    0.0264071      0.057   408.019    EM
                                                    493.452     0.115
                                                     13.064    85.294
     4 -0.92769751D+04  116.0463037    0.0123545      0.074   359.037    EM
                                                    527.105     0.137
                                                     21.421    92.226
     5 -0.92309383D+04   46.0367211    0.0049625      0.101   330.887    EM
                                                    543.837     0.168
                                                     30.253    94.754
     6 -0.92189189D+04   12.0194726    0.0013021      0.136   317.776    EM
                                                    549.276     0.214
                                                     36.000    96.598
     7 -0.92161968D+04    2.7220316    0.0002953      0.181   311.733    EM
                                                    549.585     0.294
                                                     39.476    98.732
     8 -0.92151159D+04    1.0809321    0.0001173      0.239   308.456    EM
                                                    547.867     0.431
                                                     41.870   101.137
     9 -0.92143271D+04    0.7887529    0.0000856      0.312   306.246    EM
                                                    545.392     0.666
                                                     43.755   103.630


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20884324D+05    0.0000000    0.0000000    603.519   279.998    EM
                                                    112.572     0.328
                                                      2.784     0.798
     2 -0.97487391D+04 ************    0.5332030    518.078   345.631    EM
                                                    132.230     0.203
                                                      2.964     0.893
     3 -0.94926004D+04  256.1386130    0.0262740    435.481   422.566    EM
                                                    137.909     0.140
                                                      3.006     0.898
     4 -0.93360860D+04  156.5144645    0.0164880    381.396   475.742    EM
                                                    138.955     0.103
                                                      2.882     0.922
     5 -0.92688285D+04   67.2574604    0.0072040    356.342   497.071    EM
                                                    142.732     0.081
                                                      2.723     1.050
     6 -0.92465517D+04   22.2768012    0.0024034    346.574   500.538    EM
                                                    148.739     0.071
                                                      2.698     1.381
     7 -0.92376643D+04    8.8874034    0.0009612    342.475   497.957    EM
                                                    154.221     0.070
                                                      3.044     2.232
     8 -0.92321696D+04    5.4946935    0.0005948    340.491   492.768    EM
                                                    157.498     0.090
                                                      4.290     4.863
     9 -0.92221716D+04    9.9980392    0.0010830    339.357   483.297    EM
                                                    155.826     0.159
                                                      7.627    13.734
    10 -0.92017726D+04   20.3989526    0.0022119    338.352   467.298    EM
                                                    148.848     0.415
                                                     13.945    31.143


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21928840D+05    0.0000000    0.0000000    900.659    13.198    EM
                                                     32.885    47.260
                                                      1.421     4.577
     2 -0.10117682D+05 ************    0.5386130    850.436    37.709    EM
                                                     58.241    42.777
                                                      3.540     7.298
     3 -0.98428317D+04  274.8507099    0.0271654    677.384   139.704    EM
                                                    110.365    42.834
                                                     12.344    17.369
     4 -0.94687743D+04  374.0574288    0.0380030    512.047   227.773    EM
                                                    154.417    39.442
                                                     26.799    39.522
     5 -0.92264387D+04  242.3355621    0.0255931    427.487   273.714    EM
                                                    173.833    37.282
                                                     35.448    52.237
     6 -0.91649840D+04   61.4546962    0.0066607    398.336   289.174    EM
                                                    178.769    38.568
                                                     38.179    56.974
     7 -0.91564348D+04    8.5492025    0.0009328    387.801   293.175    EM
                                                    178.975    40.780
                                                     39.622    59.647
     8 -0.91544269D+04    2.0078970    0.0002193    382.750   293.638    EM
                                                    177.912    42.974
                                                     40.873    61.853
     9 -0.91534025D+04    1.0244330    0.0001119    379.577   292.974    EM
                                                    176.483    44.981
                                                     42.122    63.863
    10 -0.91526865D+04    0.7159914    0.0000782    377.195   291.940    EM
                                                    174.991    46.808
                                                     43.373    65.693


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24597451D+05    0.0000000    0.0000000    397.995   118.051    EM
                                                     16.489   119.012
                                                    326.201    22.252
     2 -0.99050968D+04 ************    0.5973121    400.524   157.289    EM
                                                     28.382    88.210
                                                    255.483    70.112
     3 -0.94815565D+04  423.5402887    0.0427598    336.977   189.506    EM
                                                     33.436    79.856
                                                    289.252    70.974
     4 -0.93022000D+04  179.3564262    0.0189163    295.158   213.613    EM
                                                     37.487    76.040
                                                    309.102    68.599
     5 -0.92451448D+04   57.0552166    0.0061335    272.908   224.932    EM
                                                     44.238    79.103
                                                    310.866    67.954
     6 -0.92224227D+04   22.7220933    0.0024577    256.872   230.787    EM
                                                     53.874    88.091
                                                    303.993    66.384
     7 -0.92042423D+04   18.1804536    0.0019713    240.040   235.214    EM
                                                     65.449   102.145
                                                    294.315    62.837
     8 -0.91843984D+04   19.8438402    0.0021559    221.763   238.575    EM
                                                     77.635   119.197
                                                    284.477    58.352
     9 -0.91665860D+04   17.8124427    0.0019394    205.019   240.038    EM
                                                     88.885   135.321
                                                    276.383    54.354
    10 -0.91555424D+04   11.0436316    0.0012048    192.345   239.243    EM
                                                     98.216   147.583
                                                    271.023    51.590


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


    10 -0.91445492D+04    0.8271383    0.0000904    262.397   380.236    EM
                                                     98.704    75.820
                                                     96.864    85.979
    11 -0.91440001D+04    0.5490908    0.0000600    261.577   374.776    EM
                                                    100.705    76.448
                                                     99.108    87.386
    12 -0.91436051D+04    0.3950019    0.0000432    260.601   370.121    EM
                                                    102.368    77.251
                                                    100.816    88.844
    13 -0.91433007D+04    0.3044295    0.0000333    259.550   366.068    EM
                                                    103.757    78.147
                                                    102.152    90.326
    14 -0.91430535D+04    0.2471383    0.0000270    258.471   362.479    EM
                                                    104.926    79.086
                                                    103.229    91.807
    15 -0.91428457D+04    0.2077920    0.0000227    257.392   359.258    EM
                                                    105.917    80.040
                                                    104.124    93.268
    16 -0.91426671D+04    0.1786187    0.0000195    256.330   356.336    EM
                                                    106.762    80.988
                                                    104.889    94.695
    17 -0.91425115D+04    0.1556469    0.0000170    255.293   353.662    EM
                                                    107.484    81.920
                                                    105.561    96.079
    18 -0.91423747D+04    0.1367887    0.0000150    254.289   351.199    EM
                                                    108.105    82.830
                                                    106.164    97.414
    19 -0.91422538D+04    0.1208885    0.0000132    253.318   348.919    EM
                                                    108.638    83.712
                                                    106.716    98.696
    20 -0.91421465D+04    0.1072578    0.0000117    252.384   346.799    EM
                                                    109.097    84.566
                                                    107.231    99.923
    21 -0.91420511D+04    0.0954507    0.0000104    251.485   344.821    EM
                                                    109.491    85.390
                                                    107.716   101.097
    22 -0.91419659D+04    0.0851541    0.0000093    250.622   342.972    EM
                                                    109.828    86.184
                                                    108.178   102.216
    23 -0.91418898D+04    0.0761325    0.0000083    249.794   341.238    EM
                                                    110.115    86.949
                                                    108.622   103.283
    24 -0.91418216D+04    0.0682006    0.0000075    248.999   339.611    EM
                                                    110.358    87.685
                                                    109.050   104.298
    25 -0.91417604D+04    0.0612074    0.0000067    248.236   338.080    EM
                                                    110.561    88.393
                                                    109.465   105.265
    26 -0.91417054D+04    0.0550270    0.0000060    247.504   336.639    EM
                                                    110.730    89.075
                                                    109.868   106.184
    27 -0.91416558D+04    0.0495535    0.0000054    246.801   335.281    EM
                                                    110.867    89.730
                                                    110.261   107.059
    28 -0.91416111D+04    0.0446964    0.0000049    246.127   334.000    EM
                                                    110.977    90.361
                                                    110.645   107.890
    29 -0.91415707D+04    0.0403784    0.0000044    245.479   332.791    EM
                                                    111.062    90.968
                                                    111.019   108.681
    30 -0.91415342D+04    0.0365329    0.0000040    244.858   331.648    EM
                                                    111.124    91.552
                                                    111.386   109.432
    31 -0.91415011D+04    0.0331023    0.0000036    244.261   330.568    EM
                                                    111.166    92.114
                                                    111.745   110.147
    32 -0.91414710D+04    0.0300368    0.0000033    243.687   329.546    EM
                                                    111.190    92.655
                                                    112.096   110.826
    33 -0.91414438D+04    0.0272931    0.0000030    243.136   328.578    EM
                                                    111.197    93.176
                                                    112.440   111.473
    34 -0.91414189D+04    0.0248335    0.0000027    242.606   327.661    EM
                                                    111.191    93.678
                                                    112.777   112.088
    35 -0.91413963D+04    0.0226253    0.0000025    242.096   326.792    EM
                                                    111.171    94.162
                                                    113.106   112.672
    36 -0.91413757D+04    0.0206397    0.0000023    241.606   325.968    EM
                                                    111.140    94.628
                                                    113.429   113.229
    37 -0.91413568D+04    0.0188510    0.0000021    241.135   325.187    EM
                                                    111.098    95.077
                                                    113.745   113.759
    38 -0.91413396D+04    0.0172386    0.0000019    240.682   324.445    EM
                                                    111.047    95.509
                                                    114.054   114.263
    39 -0.91413238D+04    0.0157824    0.0000017    240.245   323.740    EM
                                                    110.988    95.927
                                                    114.357   114.744
    40 -0.91411551D+04    0.1686605    0.0000185    232.090   311.619    FS
                                                    107.557   103.934
                                                    121.938   122.861
    41 -0.91411331D+04    0.0219812    0.0000024    229.765   309.864    FS
                                                    105.686   106.236
                                                    123.931   124.517
    42 -0.91411296D+04    0.0035670    0.0000004    228.690   308.589    FS
                                                    105.340   107.271
                                                    124.839   125.271
    43 -0.91411289D+04    0.0006923    0.0000001    228.275   308.296    FS
                                                    105.035   107.686
                                                    125.231   125.477
    44 -0.91411287D+04    0.0001420    0.0000000    228.075   308.085    FS
                                                    104.964   107.882
                                                    125.406   125.588
    45 -0.91411287D+04    0.0000299    0.0000000    227.990   308.030    FS
                                                    104.895   107.968
                                                    125.494   125.624
    46 -0.91411287D+04    0.0000064    0.0000000    227.949   307.989    FS
                                                    104.881   108.008
                                                    125.529   125.644
    47 -0.91411287D+04    0.0000014    0.0000000    227.931   307.979    FS
                                                    104.864   108.026
                                                    125.550   125.650
    48 -0.91411287D+04    0.0000003    0.0000000    227.923   307.970    FS
                                                    104.862   108.034
                                                    125.557   125.654
    49 -0.91411287D+04    0.0000001    0.0000000    227.919   307.968    FS
                                                    104.858   108.039
                                                    125.561   125.655


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


    10 -0.91447753D+04    2.1009183    0.0002297    158.652   184.145    EM
                                                    144.743   179.769
                                                    279.789    52.901
    11 -0.91439916D+04    0.7837305    0.0000857    156.187   183.959    EM
                                                    144.237   181.694
                                                    278.334    55.589
    12 -0.91436110D+04    0.3806127    0.0000416    154.330   183.274    EM
                                                    143.603   183.243
                                                    277.477    58.074
    13 -0.91433695D+04    0.2414640    0.0000264    152.798   182.260    EM
                                                    142.989   184.587
                                                    277.034    60.331
    14 -0.91431883D+04    0.1812528    0.0000198    151.442   181.037    EM
                                                    142.446   185.815
                                                    276.887    62.372
    15 -0.91430395D+04    0.1487620    0.0000163    150.189   179.684    EM
                                                    141.981   186.972
                                                    276.952    64.222
    16 -0.91429113D+04    0.1282407    0.0000140    149.001   178.254    EM
                                                    141.587   188.081
                                                    277.170    65.906
    17 -0.91427974D+04    0.1138605    0.0000125    147.857   176.783    EM
                                                    141.252   189.156
                                                    277.501    67.450
    18 -0.91426944D+04    0.1030186    0.0000113    146.750   175.295    EM
                                                    140.963   190.203
                                                    277.914    68.876
    19 -0.91426000D+04    0.0943778    0.0000103    145.673   173.810    EM
                                                    140.707   191.224
                                                    278.387    70.200
    20 -0.91425128D+04    0.0871891    0.0000095    144.623   172.339    EM
                                                    140.475   192.222
                                                    278.903    71.437
    21 -0.91424318D+04    0.0810092    0.0000089    143.601   170.890    EM
                                                    140.260   193.198
                                                    279.450    72.601
    22 -0.91423562D+04    0.0755654    0.0000083    142.603   169.471    EM
                                                    140.056   194.151
                                                    280.019    73.700
    23 -0.91422856D+04    0.0706841    0.0000077    141.631   168.086    EM
                                                    139.857   195.082
                                                    280.602    74.742
    24 -0.91422193D+04    0.0662510    0.0000072    140.682   166.737    EM
                                                    139.661   195.992
                                                    281.194    75.733
    25 -0.91421571D+04    0.0621880    0.0000068    139.758   165.425    EM
                                                    139.466   196.880
                                                    281.791    76.680
    26 -0.91420987D+04    0.0584398    0.0000064    138.857   164.153    EM
                                                    139.269   197.747
                                                    282.388    77.586
    27 -0.91420437D+04    0.0549655    0.0000060    137.980   162.919    EM
                                                    139.069   198.592
                                                    282.984    78.455
    28 -0.91419920D+04    0.0517339    0.0000057    137.125   161.724    EM
                                                    138.867   199.417
                                                    283.577    79.290
    29 -0.91419433D+04    0.0487200    0.0000053    136.293   160.568    EM
                                                    138.660   200.221
                                                    284.164    80.094
    30 -0.91418974D+04    0.0459034    0.0000050    135.482   159.449    EM
                                                    138.451   201.005
                                                    284.745    80.868
    31 -0.91418541D+04    0.0432668    0.0000047    134.694   158.368    EM
                                                    138.238   201.769
                                                    285.318    81.614
    32 -0.91418133D+04    0.0407956    0.0000045    133.926   157.322    EM
                                                    138.022   202.513
                                                    285.884    82.334
    33 -0.91417748D+04    0.0384767    0.0000042    133.178   156.311    EM
                                                    137.803   203.237
                                                    286.440    83.030
    34 -0.91417385D+04    0.0362982    0.0000040    132.451   155.334    EM
                                                    137.582   203.943
                                                    286.988    83.702
    35 -0.91417043D+04    0.0342511    0.0000037    131.744   154.390    EM
                                                    137.358   204.631
                                                    287.526    84.352
    36 -0.91416719D+04    0.0323254    0.0000035    131.056   153.477    EM
                                                    137.133   205.300
                                                    288.054    84.980
    37 -0.91416414D+04    0.0305127    0.0000033    130.386   152.594    EM
                                                    136.907   205.951
                                                    288.572    85.589
    38 -0.91416126D+04    0.0288056    0.0000032    129.735   151.741    EM
                                                    136.680   206.585
                                                    289.080    86.177
    39 -0.91415854D+04    0.0271970    0.0000030    129.103   150.917    EM
                                                    136.453   207.202
                                                    289.578    86.747
    40 -0.91412162D+04    0.3691776    0.0000404    115.240   132.261    FS
                                                    129.304   220.764
                                                    302.397   100.033
    41 -0.91411456D+04    0.0706575    0.0000077    111.490   129.388    FS
                                                    126.849   224.541
                                                    305.749   101.984
    42 -0.91411325D+04    0.0130999    0.0000014    109.467   126.861    FS
                                                    126.326   226.491
                                                    306.790   104.064
    43 -0.91411296D+04    0.0029156    0.0000003    108.762   126.381    FS
                                                    125.872   227.211
                                                    307.567   104.207
    44 -0.91411289D+04    0.0006613    0.0000001    108.342   125.831    FS
                                                    125.799   227.613
                                                    307.693   104.721
    45 -0.91411288D+04    0.0001561    0.0000000    108.197   125.747    FS
                                                    125.698   227.765
                                                    307.895   104.698
    46 -0.91411287D+04    0.0000383    0.0000000    108.105   125.617    FS
                                                    125.689   227.851
                                                    307.899   104.839
    47 -0.91411287D+04    0.0000099    0.0000000    108.076   125.607    FS
                                                    125.665   227.883
                                                    307.955   104.815
    48 -0.91411287D+04    0.0000027    0.0000000    108.055   125.574    FS
                                                    125.664   227.902
                                                    307.949   104.856
    49 -0.91411287D+04    0.0000008    0.0000000    108.049   125.575    FS
                                                    125.658   227.908
                                                    307.965   104.845
    50 -0.91411287D+04    0.0000002    0.0000000    108.045   125.566    FS
                                                    125.659   227.913
                                                    307.961   104.858
    51 -0.91411287D+04    0.0000001    0.0000000    108.043   125.567    FS
                                                    125.657   227.914
                                                    307.966   104.853
    52 -0.91411287D+04    0.0000000    0.0000000    108.042   125.564    FS
                                                    125.657   227.915
                                                    307.964   104.857
    53 -0.91411287D+04    0.0000000    0.0000000    108.042   125.565    FS
                                                    125.657   227.915
                                                    307.966   104.855


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


     6 -0.91462435D+04    0.7642924    0.0000836    185.853   214.149    EM
                                                    134.662   145.435
                                                    133.211   186.690
     7 -0.91456586D+04    0.5849415    0.0000640    187.245   219.518    EM
                                                    131.368   144.485
                                                    132.184   185.200
     8 -0.91451790D+04    0.4795673    0.0000524    188.572   224.446    EM
                                                    128.481   143.489
                                                    131.576   183.435
     9 -0.91447707D+04    0.4082849    0.0000446    189.866   228.968    EM
                                                    125.933   142.468
                                                    131.265   181.499
    10 -0.91444151D+04    0.3555801    0.0000389    191.135   233.132    EM
                                                    123.669   141.437
                                                    131.166   179.461
    11 -0.91441009D+04    0.3141902    0.0000344    192.380   236.982    EM
                                                    121.647   140.408
                                                    131.214   177.370
    12 -0.91438207D+04    0.2802369    0.0000306    193.597   240.557    EM
                                                    119.831   139.387
                                                    131.365   175.263
    13 -0.91435692D+04    0.2514858    0.0000275    194.785   243.892    EM
                                                    118.191   138.383
                                                    131.582   173.167
    14 -0.91433427D+04    0.2265720    0.0000248    195.940   247.014    EM
                                                    116.705   137.399
                                                    131.841   171.101
    15 -0.91431380D+04    0.2046332    0.0000224    197.062   249.945    EM
                                                    115.354   136.438
                                                    132.120   169.081
    16 -0.91429529D+04    0.1850999    0.0000202    198.148   252.706    EM
                                                    114.121   135.502
                                                    132.407   167.116
    17 -0.91427853D+04    0.1675795    0.0000183    199.199   255.312    EM
                                                    112.993   134.593
                                                    132.690   165.214
    18 -0.91426335D+04    0.1517897    0.0000166    200.214   257.775    EM
                                                    111.959   133.711
                                                    132.962   163.379
    19 -0.91424960D+04    0.1375175    0.0000150    201.194   260.108    EM
                                                    111.010   132.856
                                                    133.217   161.615
    20 -0.91423714D+04    0.1245949    0.0000136    202.139   262.320    EM
                                                    110.138   132.029
                                                    133.453   159.922
    21 -0.91422586D+04    0.1128837    0.0000123    203.050   264.419    EM
                                                    109.335   131.228
                                                    133.666   158.302
    22 -0.91421563D+04    0.1022668    0.0000112    203.929   266.412    EM
                                                    108.596   130.454
                                                    133.856   156.753
    23 -0.91420636D+04    0.0926422    0.0000101    204.776   268.307    EM
                                                    107.916   129.705
                                                    134.021   155.275
    24 -0.91419797D+04    0.0839190    0.0000092    205.591   270.108    EM
                                                    107.290   128.982
                                                    134.163   153.866
    25 -0.91419037D+04    0.0760159    0.0000083    206.377   271.821    EM
                                                    106.713   128.283
                                                    134.281   152.524
    26 -0.91418348D+04    0.0688586    0.0000075    207.134   273.452    EM
                                                    106.183   127.608
                                                    134.377   151.246
    27 -0.91417725D+04    0.0623799    0.0000068    207.863   275.003    EM
                                                    105.696   126.956
                                                    134.451   150.031
    28 -0.91417160D+04    0.0565179    0.0000062    208.565   276.480    EM
                                                    105.248   126.327
                                                    134.503   148.876
    29 -0.91416647D+04    0.0512161    0.0000056    209.242   277.887    EM
                                                    104.838   125.719
                                                    134.537   147.778
    30 -0.91416183D+04    0.0464227    0.0000051    209.893   279.226    EM
                                                    104.463   125.131
                                                    134.552   146.735
    31 -0.91415762D+04    0.0420904    0.0000046    210.520   280.501    EM
                                                    104.120   124.565
                                                    134.550   145.745
    32 -0.91415380D+04    0.0381758    0.0000042    211.124   281.716    EM
                                                    103.807   124.017
                                                    134.532   144.804
    33 -0.91415034D+04    0.0346394    0.0000038    211.706   282.873    EM
                                                    103.522   123.488
                                                    134.500   143.911
    34 -0.91414720D+04    0.0314449    0.0000034    212.266   283.975    EM
                                                    103.264   122.978
                                                    134.454   143.062
    35 -0.91414434D+04    0.0285596    0.0000031    212.806   285.025    EM
                                                    103.030   122.485
                                                    134.396   142.257
    36 -0.91411726D+04    0.2707644    0.0000296    223.018   302.959    FS
                                                    102.883   112.852
                                                    129.063   129.224
    37 -0.91411361D+04    0.0365877    0.0000040    225.751   305.126    FS
                                                    104.596   110.121
                                                    127.106   127.299
    38 -0.91411301D+04    0.0059327    0.0000006    226.995   307.169    FS
                                                    104.378   108.953
                                                    126.366   126.139
    39 -0.91411290D+04    0.0011209    0.0000001    227.500   307.473    FS
                                                    104.779   108.443
                                                    125.885   125.920
    40 -0.91411288D+04    0.0002275    0.0000000    227.727   307.829    FS
                                                    104.722   108.231
                                                    125.753   125.737
    41 -0.91411287D+04    0.0000492    0.0000000    227.831   307.869    FS
                                                    104.841   108.123
                                                    125.630   125.705
    42 -0.91411287D+04    0.0000114    0.0000000    227.876   307.943    FS
                                                    104.819   108.082
                                                    125.609   125.671
    43 -0.91411287D+04    0.0000028    0.0000000    227.898   307.945    FS
                                                    104.855   108.059
                                                    125.577   125.667
    44 -0.91411287D+04    0.0000007    0.0000000    227.907   307.962    FS
                                                    104.846   108.050
                                                    125.575   125.659
    45 -0.91411287D+04    0.0000002    0.0000000    227.912   307.960    FS
                                                    104.857   108.045
                                                    125.567   125.659
    46 -0.91411287D+04    0.0000001    0.0000000    227.914   307.965    FS
                                                    104.853   108.044
                                                    125.567   125.657
    47 -0.91411287D+04    0.0000000    0.0000000    227.915   307.964    FS
                                                    104.857   108.042
                                                    125.565   125.657
    48 -0.91411287D+04    0.0000000    0.0000000    227.915   307.966    FS
                                                    104.855   108.042
                                                    125.565   125.657


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


    10 -0.91526865D+04    0.7159914    0.0000782    377.195   291.940    EM
                                                    174.991    46.808
                                                     43.373    65.693
    11 -0.91521360D+04    0.5504879    0.0000601    375.230   290.797    EM
                                                    173.550    48.487
                                                     44.599    67.338
    12 -0.91516937D+04    0.4423720    0.0000483    373.527   289.647    EM
                                                    172.195    50.042
                                                     45.782    68.807
    13 -0.91513251D+04    0.3685455    0.0000403    372.011   288.531    EM
                                                    170.931    51.491
                                                     46.912    70.124
    14 -0.91510060D+04    0.3191063    0.0000349    370.636   287.465    EM
                                                    169.746    52.850
                                                     47.984    71.319
    15 -0.91507175D+04    0.2885440    0.0000315    369.372   286.451    EM
                                                    168.621    54.134
                                                     49.002    72.421
    16 -0.91504440D+04    0.2734094    0.0000299    368.192   285.484    EM
                                                    167.535    55.354
                                                     49.971    73.462
    17 -0.91501727D+04    0.2713667    0.0000297    367.076   284.556    EM
                                                    166.468    56.526
                                                     50.903    74.472
    18 -0.91498920D+04    0.2806426    0.0000307    366.000   283.654    EM
                                                    165.398    57.665
                                                     51.808    75.476
    19 -0.91495924D+04    0.2996007    0.0000327    364.943   282.766    EM
                                                    164.305    58.788
                                                     52.699    76.499
    20 -0.91492661D+04    0.3263775    0.0000357    363.885   281.876    EM
                                                    163.173    59.910
                                                     53.592    77.563
    21 -0.91489075D+04    0.3585832    0.0000392    362.807   280.973    EM
                                                    161.986    61.049
                                                     54.499    78.686
    22 -0.91485143D+04    0.3931257    0.0000430    361.692   280.041    EM
                                                    160.735    62.219
                                                     55.433    79.880
    23 -0.91480881D+04    0.4262479    0.0000466    360.525   279.072    EM
                                                    159.413    63.435
                                                     56.406    81.150
    24 -0.91476342D+04    0.4538529    0.0000496    359.299   278.056    EM
                                                    158.022    64.705
                                                     57.425    82.494
    25 -0.91471621D+04    0.4721225    0.0000516    358.011   276.990    EM
                                                    156.569    66.034
                                                     58.494    83.902
    26 -0.91466838D+04    0.4782923    0.0000523    356.662   275.874    EM
                                                    155.067    67.423
                                                     59.613    85.361
    27 -0.91462125D+04    0.4713168    0.0000515    355.263   274.711    EM
                                                    153.533    68.866
                                                     60.779    86.848
    28 -0.91457604D+04    0.4521287    0.0000494    353.825   273.511    EM
                                                    151.983    70.355
                                                     61.983    88.344
    29 -0.91453370D+04    0.4233416    0.0000463    352.364   272.281    EM
                                                    150.435    71.877
                                                     63.216    89.826
    30 -0.91449485D+04    0.3885049    0.0000425    350.895   271.034    EM
                                                    148.903    73.421
                                                     64.468    91.279
    31 -0.91445973D+04    0.3512190    0.0000384    349.431   269.779    EM
                                                    147.400    74.972
                                                     65.728    92.689
    32 -0.91442829D+04    0.3144407    0.0000344    347.987   268.527    EM
                                                    145.934    76.519
                                                     66.986    94.047
    33 -0.91440027D+04    0.2801521    0.0000306    346.571   267.285    EM
                                                    144.510    78.052
                                                     68.233    95.348
    34 -0.91437534D+04    0.2493736    0.0000273    345.192   266.061    EM
                                                    143.131    79.562
                                                     69.464    96.589
    35 -0.91435310D+04    0.2223839    0.0000243    343.854   264.859    EM
                                                    141.799    81.044
                                                     70.674    97.771
    36 -0.91433320D+04    0.1989977    0.0000218    342.560   263.684    EM
                                                    140.513    82.491
                                                     71.857    98.896
    37 -0.91431532D+04    0.1788033    0.0000196    341.313   262.537    EM
                                                    139.273    83.900
                                                     73.011    99.965
    38 -0.91415865D+04    1.5666537    0.0001713    317.650   240.629    FS
                                                    116.229   112.495
                                                     95.393   117.604
    39 -0.91411739D+04    0.4126180    0.0000451    312.001   233.007    FS
                                                    108.292   120.677
                                                    103.033   122.992
    40 -0.91411363D+04    0.0375823    0.0000041    309.494   230.116    FS
                                                    106.582   123.267
                                                    105.837   124.704
    41 -0.91411302D+04    0.0060847    0.0000007    308.709   228.930    FS
                                                    105.560   124.543
                                                    107.025   125.233
    42 -0.91411290D+04    0.0012050    0.0000001    308.284   228.374    FS
                                                    105.199   125.085
                                                    107.580   125.479
    43 -0.91411288D+04    0.0002533    0.0000000    308.117   228.128    FS
                                                    105.005   125.347
                                                    107.828   125.575
    44 -0.91411287D+04    0.0000540    0.0000000    308.033   228.013    FS
                                                    104.929   125.462
                                                    107.943   125.620
    45 -0.91411287D+04    0.0000116    0.0000000    307.998   227.961    FS
                                                    104.888   125.518
                                                    107.996   125.640
    46 -0.91411287D+04    0.0000025    0.0000000    307.980   227.936    FS
                                                    104.872   125.542
                                                    108.021   125.649
    47 -0.91411287D+04    0.0000005    0.0000000    307.972   227.925    FS
                                                    104.863   125.554
                                                    108.032   125.653
    48 -0.91411287D+04    0.0000001    0.0000000    307.968   227.920    FS
                                                    104.860   125.560
                                                    108.037   125.655
    49 -0.91411287D+04    0.0000000    0.0000000    307.967   227.918    FS
                                                    104.858   125.562
                                                    108.040   125.656


     Beginning Time:  14:41:39
        Ending Time:  14:41:40
       Elapsed Time:  00:00:01



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