Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  11:08 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a GMM for a
  	categorical outcome using automatic
  	starting values and random starts
  DATA:	FILE IS ex8.4.dat;
  VARIABLE:	NAMES ARE u1-u4 x c;
  	USEV = u1-u4 x;
  	CLASSES = c (2);
  	CATEGORICAL = u1-u4;
  ANALYSIS:	TYPE = MIXTURE;
  	ALGORITHM = INTEGRATION;
  MODEL:	
  	%OVERALL%
  	i s | u1@0 u2@1 u3@2 u4@3;
  	i s ON x;
  	c ON x;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



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

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

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

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

Observed independent variables
   X

Continuous latent variables
   I           S

Categorical latent variables
   C


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            2
  Adaptive quadrature                                           ON
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Link                                                         LOGIT
Cholesky                                                        ON

Input data file(s)
  ex8.4.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.226      226.000
      Category 2    0.064       64.000
      Category 3    0.066       66.000
      Category 4    0.080       80.000
      Category 5    0.564      564.000
    U2
      Category 1    0.195      195.000
      Category 2    0.063       63.000
      Category 3    0.040       40.000
      Category 4    0.062       62.000
      Category 5    0.640      640.000
    U3
      Category 1    0.184      184.000
      Category 2    0.037       37.000
      Category 3    0.039       39.000
      Category 4    0.054       54.000
      Category 5    0.686      686.000
    U4
      Category 1    0.179      179.000
      Category 2    0.036       36.000
      Category 3    0.033       33.000
      Category 4    0.038       38.000
      Category 5    0.714      714.000


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:

           -3463.892  608496           4
           -3463.892  27071            15
           -3474.772  76974            16
           -3475.800  415931           10



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                       14

Loglikelihood

          H0 Value                       -3463.892
          H0 Scaling Correction Factor      1.0464
            for MLR

Information Criteria

          Akaike (AIC)                    6955.784
          Bayesian (BIC)                  7024.492
          Sample-Size Adjusted BIC        6980.028
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        502.69073          0.50269
       2        497.30927          0.49731


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

    Latent
   Classes

       1        502.68106          0.50268
       2        497.31894          0.49732


CLASSIFICATION QUALITY

     Entropy                         0.593


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              521          0.52100
       2              479          0.47900


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

           1        2

    1   0.871    0.129
    2   0.102    0.898


MODEL RESULTS

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

Latent Class 1

 I        |
    U1                 1.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 1.000      0.000    999.000    999.000
    U4                 1.000      0.000    999.000    999.000

 S        |
    U1                 0.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 2.000      0.000    999.000    999.000
    U4                 3.000      0.000    999.000    999.000

 I          ON
    X                  0.127      0.165      0.766      0.444

 S          ON
    X                  0.424      0.084      5.075      0.000

 S        WITH
    I                  0.259      0.121      2.139      0.032

 Intercepts
    I                  3.046      0.296     10.286      0.000
    S                  0.985      0.179      5.496      0.000

 Thresholds
    U1$1              -0.418      0.173     -2.423      0.015
    U1$2               0.094      0.171      0.549      0.583
    U1$3               0.526      0.173      3.041      0.002
    U1$4               1.080      0.178      6.060      0.000
    U2$1              -0.418      0.173     -2.423      0.015
    U2$2               0.094      0.171      0.549      0.583
    U2$3               0.526      0.173      3.041      0.002
    U2$4               1.080      0.178      6.060      0.000
    U3$1              -0.418      0.173     -2.423      0.015
    U3$2               0.094      0.171      0.549      0.583
    U3$3               0.526      0.173      3.041      0.002
    U3$4               1.080      0.178      6.060      0.000
    U4$1              -0.418      0.173     -2.423      0.015
    U4$2               0.094      0.171      0.549      0.583
    U4$3               0.526      0.173      3.041      0.002
    U4$4               1.080      0.178      6.060      0.000

 Residual Variances
    I                  0.248      0.319      0.777      0.437
    S                  0.431      0.123      3.502      0.000

Latent Class 2

 I        |
    U1                 1.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 1.000      0.000    999.000    999.000
    U4                 1.000      0.000    999.000    999.000

 S        |
    U1                 0.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 2.000      0.000    999.000    999.000
    U4                 3.000      0.000    999.000    999.000

 I          ON
    X                  0.127      0.165      0.766      0.444

 S          ON
    X                  0.424      0.084      5.075      0.000

 S        WITH
    I                  0.259      0.121      2.139      0.032

 Intercepts
    I                  0.000      0.000    999.000    999.000
    S                  0.503      0.099      5.094      0.000

 Thresholds
    U1$1              -0.418      0.173     -2.423      0.015
    U1$2               0.094      0.171      0.549      0.583
    U1$3               0.526      0.173      3.041      0.002
    U1$4               1.080      0.178      6.060      0.000
    U2$1              -0.418      0.173     -2.423      0.015
    U2$2               0.094      0.171      0.549      0.583
    U2$3               0.526      0.173      3.041      0.002
    U2$4               1.080      0.178      6.060      0.000
    U3$1              -0.418      0.173     -2.423      0.015
    U3$2               0.094      0.171      0.549      0.583
    U3$3               0.526      0.173      3.041      0.002
    U3$4               1.080      0.178      6.060      0.000
    U4$1              -0.418      0.173     -2.423      0.015
    U4$2               0.094      0.171      0.549      0.583
    U4$3               0.526      0.173      3.041      0.002
    U4$4               1.080      0.178      6.060      0.000

 Residual Variances
    I                  0.248      0.319      0.777      0.437
    S                  0.431      0.123      3.502      0.000

Categorical Latent Variables

 C#1        ON
    X                  1.213      0.303      4.006      0.000

 Intercepts
    C#1                0.007      0.207      0.036      0.971


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X                  3.364


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X                 -1.213      0.303     -4.006      0.000

 Intercepts
    C#2               -0.007      0.207     -0.036      0.971


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.267E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0
 X                  0             0             0


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 X                  0             0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                  1             2             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             3
 S                  0             0             4
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  5
 S                  6             7
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0
 X                  0             0             0


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 X                  0             0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                  0             8             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             3
 S                  0             0             4
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  5
 S                  6             7
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U1$3          U1$4          U2$1
              ________      ________      ________      ________      ________
 1                  9            10            11            12             9


           TAU(U) FOR LATENT CLASS 1
              U2$2          U2$3          U2$4          U3$1          U3$2
              ________      ________      ________      ________      ________
 1                 10            11            12             9            10


           TAU(U) FOR LATENT CLASS 1
              U3$3          U3$4          U4$1          U4$2          U4$3
              ________      ________      ________      ________      ________
 1                 11            12             9            10            11


           TAU(U) FOR LATENT CLASS 1
              U4$4
              ________
 1                 12


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U1$3          U1$4          U2$1
              ________      ________      ________      ________      ________
 1                  9            10            11            12             9


           TAU(U) FOR LATENT CLASS 2
              U2$2          U2$3          U2$4          U3$1          U3$2
              ________      ________      ________      ________      ________
 1                 10            11            12             9            10


           TAU(U) FOR LATENT CLASS 2
              U3$3          U3$4          U4$1          U4$2          U4$3
              ________      ________      ________      ________      ________
 1                 11            12             9            10            11


           TAU(U) FOR LATENT CLASS 2
              U4$4
              ________
 1                 12


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 13             0


           GAMMA(C)
              I             S             X
              ________      ________      ________
 C#1                0             0            14
 C#2                0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 U1             1.000         0.000         0.000
 U2             1.000         1.000         0.000
 U3             1.000         2.000         0.000
 U4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              0.000         0.000         0.000


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


           PSI
              I             S             X
              ________      ________      ________
 I              0.050
 S              0.000         0.050
 X              0.000         0.000         0.508


     STARTING VALUES FOR LATENT CLASS 2


           NU
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 U1             1.000         0.000         0.000
 U2             1.000         1.000         0.000
 U3             1.000         2.000         0.000
 U4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              0.000         0.000         0.000


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


           PSI
              I             S             X
              ________      ________      ________
 I              0.050
 S              0.000         0.050
 X              0.000         0.000         0.508


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U1$3          U1$4          U2$1
              ________      ________      ________      ________      ________
 1             -1.415        -1.127        -0.901        -0.632        -1.415


           TAU(U) FOR LATENT CLASS 1
              U2$2          U2$3          U2$4          U3$1          U3$2
              ________      ________      ________      ________      ________
 1             -1.127        -0.901        -0.632        -1.415        -1.127


           TAU(U) FOR LATENT CLASS 1
              U3$3          U3$4          U4$1          U4$2          U4$3
              ________      ________      ________      ________      ________
 1             -0.901        -0.632        -1.415        -1.127        -0.901


           TAU(U) FOR LATENT CLASS 1
              U4$4
              ________
 1             -0.632


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U1$3          U1$4          U2$1
              ________      ________      ________      ________      ________
 1             -1.415        -1.127        -0.901        -0.632        -1.415


           TAU(U) FOR LATENT CLASS 2
              U2$2          U2$3          U2$4          U3$1          U3$2
              ________      ________      ________      ________      ________
 1             -1.127        -0.901        -0.632        -1.415        -1.127


           TAU(U) FOR LATENT CLASS 2
              U3$3          U3$4          U4$1          U4$2          U4$3
              ________      ________      ________      ________      ________
 1             -0.901        -0.632        -1.415        -1.127        -0.901


           TAU(U) FOR LATENT CLASS 2
              U4$4
              ________
 1             -0.632


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             X
              ________      ________      ________
 C#1            0.000         0.000         0.000
 C#2            0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.41258190D+04    0.0000000    0.0000000    500.000   500.000    EM
     2 -0.37050350D+04  420.7840420    0.1019880    508.978   491.022    FS
     3 -0.35715598D+04  133.4751755    0.0360253    511.844   488.156    EM
     4 -0.35215594D+04   50.0004273    0.0139996    513.052   486.948    EM
     5 -0.34987121D+04   22.8472682    0.0064878    513.139   486.861    EM
     6 -0.34877155D+04   10.9965721    0.0031430    512.627   487.373    EM
     7 -0.34822563D+04    5.4592495    0.0015653    511.839   488.161    EM
     8 -0.34794616D+04    2.7946819    0.0008025    510.957   489.043    EM
     9 -0.34779879D+04    1.4736884    0.0004235    510.080   489.920    EM
    10 -0.34771896D+04    0.7983662    0.0002295    509.259   490.741    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57099254D+04    0.0000000    0.0000000    797.365   202.635    EM
     2 -0.47583652D+04  951.5602443    0.1666502    779.615   220.385    FS
     3 -0.39748976D+04  783.4675709    0.1646506    765.368   234.632    FS
     4 -0.36033820D+04  371.5155938    0.0934655    774.776   225.224    FS
     5 -0.35045399D+04   98.8421106    0.0274304    765.296   234.704    FS
     6 -0.34798734D+04   24.6664990    0.0070384    775.980   224.020    FS
     7 -0.34776893D+04    2.1840606    0.0006276    776.294   223.706    EM
     8 -0.34768153D+04    0.8740035    0.0002513    776.402   223.598    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61346887D+04    0.0000000    0.0000000     67.945   932.055    EM
     2 -0.54998170D+04  634.8716911    0.1034888     45.665   954.335    FS
     3 -0.48096618D+04  690.1552386    0.1254869     34.966   965.034    FS
     4 -0.37484786D+04 1061.1831602    0.2206357     34.308   965.692    EM
     5 -0.36563188D+04   92.1598082    0.0245859     36.732   963.268    EM
     6 -0.35984989D+04   57.8198854    0.0158137     37.432   962.568    EM
     7 -0.35566126D+04   41.8863441    0.0116399     37.550   962.450    EM
     8 -0.35270875D+04   29.5250344    0.0083014     37.390   962.610    EM
     9 -0.35071600D+04   19.9275618    0.0056499     37.155   962.845    EM
    10 -0.34942584D+04   12.9015682    0.0036786     36.949   963.051    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50230056D+04    0.0000000    0.0000000    429.513   570.487    EM
     2 -0.46493060D+04  373.6995879    0.0743976     35.760   964.240    FS
     3 -0.37534395D+04  895.8665347    0.1926882     35.639   964.361    EM
     4 -0.36154173D+04  138.0222088    0.0367722     34.507   965.493    EM
     5 -0.35707855D+04   44.6317849    0.0123449     33.875   966.125    EM
     6 -0.35404496D+04   30.3359375    0.0084956     33.639   966.361    EM
     7 -0.35188210D+04   21.6286027    0.0061090     33.661   966.339    EM
     8 -0.35037427D+04   15.0782526    0.0042850     33.838   966.162    EM
     9 -0.34935611D+04   10.1815943    0.0029059     34.099   965.901    EM
    10 -0.34868766D+04    6.6845417    0.0019134     34.399   965.601    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52775343D+04    0.0000000    0.0000000    414.069   585.931    EM
     2 -0.46539867D+04  623.5476092    0.1181513    398.540   601.460    FS
     3 -0.41200421D+04  533.9446011    0.1147284    477.273   522.727    FS
     4 -0.37568623D+04  363.1797435    0.0881495    529.038   470.962    FS
     5 -0.35531629D+04  203.6994100    0.0542206    548.527   451.473    FS
     6 -0.34804237D+04   72.7392589    0.0204717    516.704   483.296    FS
     7 -0.34648972D+04   15.5264933    0.0044611    501.358   498.642    FS
     8 -0.34640806D+04    0.8165527    0.0002357    506.234   493.766    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59296310D+04    0.0000000    0.0000000    621.240   378.760    EM
     2 -0.56252620D+04  304.3690775    0.0513302    154.559   845.441    FS
     3 -0.52003380D+04  424.9239190    0.0755385    139.711   860.289    FS
     4 -0.48272076D+04  373.1304417    0.0717512    133.069   866.931    FS
     5 -0.45576118D+04  269.5958174    0.0558492    126.797   873.203    FS
     6 -0.43573557D+04  200.2561001    0.0439388    121.028   878.972    FS
     7 -0.41733221D+04  184.0336214    0.0422352    115.575   884.425    FS
     8 -0.40098101D+04  163.5119962    0.0391803    112.019   887.981    FS
     9 -0.38449445D+04  164.8655210    0.0411155    108.605   891.395    FS
    10 -0.36904974D+04  154.4471329    0.0401689    105.978   894.022    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45795623D+04    0.0000000    0.0000000     89.040   910.960    EM
     2 -0.43467254D+04  232.8369187    0.0508426      8.932   991.068    FS
     3 -0.38952831D+04  451.4422137    0.1038580      2.264   997.736    FS
     4 -0.36226577D+04  272.6254463    0.0699886      1.477   998.523    EM
     5 -0.35728592D+04   49.7985188    0.0137464      0.000  1000.000    FS
     6 -0.35091194D+04   63.7398160    0.0178400      0.000  1000.000    EM
     7 -0.34930243D+04   16.0950635    0.0045866      0.000  1000.000    EM
     8 -0.34868340D+04    6.1902857    0.0017722      0.000  1000.000    EM
     9 -0.34831021D+04    3.7318975    0.0010703      0.000  1000.000    EM
    10 -0.34807082D+04    2.3939193    0.0006873      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59542628D+04    0.0000000    0.0000000    304.326   695.674    EM
     2 -0.53698565D+04  584.4063316    0.0981492    303.649   696.351    FS
     3 -0.49411707D+04  428.6858308    0.0798319    298.851   701.149    FS
     4 -0.46145989D+04  326.5718257    0.0660920    294.846   705.154    FS
     5 -0.43263300D+04  288.2688636    0.0624689    297.831   702.169    FS
     6 -0.40814159D+04  244.9141215    0.0566101    311.287   688.713    FS
     7 -0.38598054D+04  221.6104392    0.0542974    329.523   670.477    FS
     8 -0.36744911D+04  185.3143245    0.0480113    349.833   650.167    FS
     9 -0.35454849D+04  129.0062330    0.0351086    389.194   610.806    FS
    10 -0.34857737D+04   59.7111706    0.0168415    465.987   534.013    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.98638122D+04    0.0000000    0.0000000    373.549   626.451    EM
     2 -0.89720770D+04  891.7352498    0.0904047    377.123   622.877    FS
     3 -0.80938844D+04  878.1925658    0.0978806    381.878   618.122    FS
     4 -0.72453056D+04  848.5788483    0.1048420    387.165   612.835    FS
     5 -0.64386233D+04  806.6822836    0.1113386    392.446   607.554    FS
     6 -0.56938746D+04  744.7486825    0.1156689    399.950   600.050    FS
     7 -0.50264580D+04  667.4165405    0.1172166    414.408   585.592    FS
     8 -0.44274824D+04  598.9756650    0.1191646    438.742   561.258    FS
     9 -0.39617000D+04  465.7824132    0.1052025    462.929   537.071    FS
    10 -0.36703463D+04  291.3536300    0.0735426    491.613   508.387    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56259613D+04    0.0000000    0.0000000    273.347   726.653    EM
     2 -0.50856097D+04  540.3515645    0.0960461    274.049   725.951    FS
     3 -0.47162045D+04  369.4052128    0.0726374    270.386   729.614    FS
     4 -0.44466503D+04  269.5542133    0.0571549    273.902   726.098    FS
     5 -0.41985739D+04  248.0763736    0.0557895    278.248   721.752    FS
     6 -0.39780302D+04  220.5436707    0.0525282    283.087   716.913    FS
     7 -0.37784567D+04  199.5735137    0.0501689    286.338   713.662    FS
     8 -0.36172517D+04  161.2050309    0.0426643    301.484   698.516    FS
     9 -0.35166770D+04  100.5746879    0.0278042    337.590   662.410    FS
    10 -0.34792279D+04   37.4490620    0.0106490    443.033   556.967    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44554073D+04    0.0000000    0.0000000    880.749   119.251    EM
     2 -0.40363846D+04  419.0226324    0.0940481    579.048   420.952    FS
     3 -0.38774356D+04  158.9490160    0.0393791    866.473   133.527    FS
     4 -0.37102250D+04  167.2106163    0.0431240    747.789   252.211    FS
     5 -0.36448405D+04   65.3844609    0.0176228    854.722   145.278    FS
     6 -0.35279278D+04  116.9127340    0.0320762    784.025   215.975    FS
     7 -0.34846094D+04   43.3183572    0.0122787    805.182   194.818    FS
     8 -0.34808925D+04    3.7169713    0.0010667    642.065   357.935    FS
     9 -0.34775848D+04    3.3076676    0.0009502    642.719   357.281    EM
    10 -0.34767747D+04    0.8100667    0.0002329    643.655   356.345    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.75929810D+04    0.0000000    0.0000000    287.701   712.299    EM
     2 -0.68193214D+04  773.6595926    0.1018914    287.387   712.613    FS
     3 -0.61700912D+04  649.2302204    0.0952045    284.095   715.905    FS
     4 -0.55838489D+04  586.2423228    0.0950136    272.609   727.391    FS
     5 -0.50434489D+04  540.4000536    0.0967791    252.324   747.676    FS
     6 -0.45983136D+04  445.1352612    0.0882601    238.994   761.006    FS
     7 -0.42338887D+04  364.4248932    0.0792519    229.245   770.755    FS
     8 -0.39550669D+04  278.8218366    0.0658548    222.337   777.663    FS
     9 -0.37458109D+04  209.2559471    0.0529083    215.158   784.842    FS
    10 -0.35894885D+04  156.3224194    0.0417326    204.403   795.597    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44943832D+04    0.0000000    0.0000000    570.145   429.855    EM
     2 -0.39783377D+04  516.0455972    0.1148201    936.278    63.722    FS
     3 -0.38290603D+04  149.2773962    0.0375226    932.965    67.035    EM
     4 -0.37205738D+04  108.4864301    0.0283324    929.790    70.210    EM
     5 -0.36395508D+04   81.0230684    0.0217770    927.070    72.930    EM
     6 -0.35820864D+04   57.4643212    0.0157889    924.913    75.087    EM
     7 -0.35435676D+04   38.5188375    0.0107532    923.295    76.705    EM
     8 -0.35188565D+04   24.7110557    0.0069735    922.128    77.872    EM
     9 -0.35034611D+04   15.3954026    0.0043751    921.309    78.691    EM
    10 -0.34940116D+04    9.4495855    0.0026972    920.746    79.254    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.75358343D+04    0.0000000    0.0000000    761.255   238.745    EM
     2 -0.68353888D+04  700.4454825    0.0929486    724.976   275.024    FS
     3 -0.61756597D+04  659.7291476    0.0965167    715.865   284.135    FS
     4 -0.56734170D+04  502.2427206    0.0813262    693.708   306.292    FS
     5 -0.50604077D+04  613.0092552    0.1080494    716.416   283.584    FS
     6 -0.46470094D+04  413.3983567    0.0816927    741.776   258.224    FS
     7 -0.43494784D+04  297.5309971    0.0640263    715.646   284.354    FS
     8 -0.40561789D+04  293.2994459    0.0674332    762.161   237.839    FS
     9 -0.38636804D+04  192.4985535    0.0474581    565.186   434.814    FS
    10 -0.36711663D+04  192.5140784    0.0498266    418.605   581.395    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.72909873D+04    0.0000000    0.0000000    317.398   682.602    EM
     2 -0.65235877D+04  767.3996409    0.1052532    321.310   678.690    FS
     3 -0.58531388D+04  670.4489036    0.1027730    323.533   676.467    FS
     4 -0.53050746D+04  548.0641425    0.0936359    336.833   663.167    FS
     5 -0.49178762D+04  387.1984292    0.0729864    341.495   658.505    FS
     6 -0.46367391D+04  281.1370663    0.0571664    342.385   657.615    FS
     7 -0.43906505D+04  246.0886710    0.0530737    347.216   652.784    FS
     8 -0.41547407D+04  235.9097479    0.0537300    350.666   649.334    FS
     9 -0.39428551D+04  211.8856377    0.0509985    352.138   647.862    FS
    10 -0.37481639D+04  194.6912165    0.0493782    356.800   643.200    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.66118201D+04    0.0000000    0.0000000    791.765   208.235    EM
     2 -0.41486941D+04 2463.1260019    0.3725337    781.745   218.255    EM
     3 -0.41221542D+04   26.5399076    0.0063972    548.615   451.385    FS
     4 -0.35685888D+04  553.5654550    0.1342903    571.969   428.031    EM
     5 -0.35100161D+04   58.5726509    0.0164134    581.624   418.376    EM
     6 -0.34893301D+04   20.6859986    0.0058934    586.181   413.819    EM
     7 -0.34803082D+04    9.0219060    0.0025856    587.956   412.044    EM
     8 -0.34757752D+04    4.5329800    0.0013025    588.129   411.871    EM
     9 -0.34731852D+04    2.5899900    0.0007452    587.380   412.620    EM
    10 -0.34715461D+04    1.6391531    0.0004719    586.112   413.888    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56959181D+04    0.0000000    0.0000000    551.616   448.384    EM
     2 -0.51000881D+04  595.8299307    0.1046065    517.797   482.203    FS
     3 -0.46181957D+04  481.8924155    0.0944871    420.281   579.719    FS
     4 -0.42028226D+04  415.3730607    0.0899427    304.767   695.233    FS
     5 -0.38113075D+04  391.5151016    0.0931553     19.598   980.402    FS
     6 -0.36105645D+04  200.7430722    0.0526704     19.388   980.612    EM
     7 -0.35249343D+04   85.6302038    0.0237166     38.866   961.134    FS
     8 -0.34875536D+04   37.3806743    0.0106046     26.134   973.866    FS
     9 -0.34784926D+04    9.0609640    0.0025981     22.630   977.370    FS
    10 -0.34757673D+04    2.7253535    0.0007835     23.079   976.921    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.66611165D+04    0.0000000    0.0000000    811.811   188.189    EM
     2 -0.60485211D+04  612.5953912    0.0919659    832.331   167.669    FS
     3 -0.54200609D+04  628.4601495    0.1039031    850.322   149.678    FS
     4 -0.47936163D+04  626.4446495    0.1155789    848.489   151.511    FS
     5 -0.42810392D+04  512.5771040    0.1069291    841.950   158.050    FS
     6 -0.39541881D+04  326.8510998    0.0763485    822.321   177.679    FS
     7 -0.36854465D+04  268.7415844    0.0679638    782.592   217.408    FS
     8 -0.35273669D+04  158.0795679    0.0428929    783.827   216.173    EM
     9 -0.34812869D+04   46.0800114    0.0130636    644.238   355.762    FS
    10 -0.34783302D+04    2.9567695    0.0008493    649.288   350.712    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61776478D+04    0.0000000    0.0000000    442.754   557.246    EM
     2 -0.56192589D+04  558.3888505    0.0903886    660.479   339.521    FS
     3 -0.52487108D+04  370.5481467    0.0659425    866.619   133.381    FS
     4 -0.48216106D+04  427.1001288    0.0813724    709.411   290.589    FS
     5 -0.43721464D+04  449.4641936    0.0932187    808.213   191.787    FS
     6 -0.40657783D+04  306.3681550    0.0700727    813.233   186.767    FS
     7 -0.38105862D+04  255.1920888    0.0627659    816.420   183.580    FS
     8 -0.36101010D+04  200.4852143    0.0526127    820.265   179.735    FS
     9 -0.35048788D+04  105.2221657    0.0291466    820.309   179.691    FS
    10 -0.34771869D+04   27.6918719    0.0079009    820.000   180.000    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50407946D+04    0.0000000    0.0000000    967.758    32.242    EM
     2 -0.46572206D+04  383.5739643    0.0760939    988.324    11.676    FS
     3 -0.39215332D+04  735.6874058    0.1579671    988.059    11.941    EM
     4 -0.37504728D+04  171.0604032    0.0436208    987.850    12.150    EM
     5 -0.36540450D+04   96.4277943    0.0257108    987.684    12.316    EM
     6 -0.35928625D+04   61.1825179    0.0167438    987.556    12.444    EM
     7 -0.35531141D+04   39.7483703    0.0110631    987.456    12.544    EM
     8 -0.35270536D+04   26.0604967    0.0073346    987.377    12.623    EM
     9 -0.35099165D+04   17.1370903    0.0048588    987.313    12.687    EM
    10 -0.34986247D+04   11.2917834    0.0032171    987.259    12.741    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.76460404D+04    0.0000000    0.0000000    892.072   107.928    EM
     2 -0.69687285D+04  677.3119919    0.0885834    872.142   127.858    FS
     3 -0.63905376D+04  578.1908633    0.0829693    859.420   140.580    FS
     4 -0.58836509D+04  506.8867017    0.0793183    846.353   153.647    FS
     5 -0.54687496D+04  414.9012543    0.0705177    833.660   166.340    FS
     6 -0.50870650D+04  381.6846715    0.0697938    823.104   176.896    FS
     7 -0.47720098D+04  315.0551911    0.0619326    816.181   183.819    FS
     8 -0.44953563D+04  276.6534297    0.0579742    810.610   189.390    FS
     9 -0.42694438D+04  225.9125914    0.0502547    804.016   195.984    FS
    10 -0.41165547D+04  152.8890640    0.0358101    794.272   205.728    FS


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52775343D+04    0.0000000    0.0000000    414.069   585.931    EM
     2 -0.46539867D+04  623.5476092    0.1181513    398.540   601.460    FS
     3 -0.41200421D+04  533.9446011    0.1147284    477.273   522.727    FS
     4 -0.37568623D+04  363.1797435    0.0881495    529.038   470.962    FS
     5 -0.35531629D+04  203.6994100    0.0542206    548.527   451.473    FS
     6 -0.34804237D+04   72.7392589    0.0204717    516.704   483.296    FS
     7 -0.34648972D+04   15.5264933    0.0044611    501.358   498.642    FS
     8 -0.34640806D+04    0.8165527    0.0002357    506.234   493.766    FS
     9 -0.34639021D+04    0.1784805    0.0000515    502.786   497.214    FS
    10 -0.34638917D+04    0.0104073    0.0000030    502.691   497.309    FS
    11 -0.34638920D+04   -0.0002248   -0.0000001    502.681   497.319    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.66118201D+04    0.0000000    0.0000000    791.765   208.235    EM
     2 -0.41486941D+04 2463.1260019    0.3725337    781.745   218.255    EM
     3 -0.41221542D+04   26.5399076    0.0063972    548.615   451.385    FS
     4 -0.35685888D+04  553.5654550    0.1342903    571.969   428.031    EM
     5 -0.35100161D+04   58.5726509    0.0164134    581.624   418.376    EM
     6 -0.34893301D+04   20.6859986    0.0058934    586.181   413.819    EM
     7 -0.34803082D+04    9.0219060    0.0025856    587.956   412.044    EM
     8 -0.34757752D+04    4.5329800    0.0013025    588.129   411.871    EM
     9 -0.34731852D+04    2.5899900    0.0007452    587.380   412.620    EM
    10 -0.34715461D+04    1.6391531    0.0004719    586.112   413.888    EM
    11 -0.34704244D+04    1.1216945    0.0003231    584.562   415.438    EM
    12 -0.34696090D+04    0.8153863    0.0002350    582.871   417.129    EM
    13 -0.34689873D+04    0.6217199    0.0001792    581.123   418.877    EM
    14 -0.34684946D+04    0.4926547    0.0001420    579.366   420.634    EM
    15 -0.34680918D+04    0.4028666    0.0001162    577.626   422.374    EM
    16 -0.34677536D+04    0.3381320    0.0000975    575.920   424.080    EM
    17 -0.34674636D+04    0.2900251    0.0000836    574.255   425.745    EM
    18 -0.34672103D+04    0.2533215    0.0000731    572.633   427.367    EM
    19 -0.34669856D+04    0.2246513    0.0000648    571.054   428.946    EM
    20 -0.34667839D+04    0.2017668    0.0000582    569.517   430.483    EM
    21 -0.34666007D+04    0.1831262    0.0000528    568.019   431.981    EM
    22 -0.34664331D+04    0.1676468    0.0000484    566.559   433.441    EM
    23 -0.34662785D+04    0.1545541    0.0000446    565.132   434.868    EM
    24 -0.34661353D+04    0.1432858    0.0000413    563.738   436.262    EM
    25 -0.34660018D+04    0.1334288    0.0000385    562.372   437.628    EM
    26 -0.34658771D+04    0.1246771    0.0000360    561.033   438.967    EM
    27 -0.34657603D+04    0.1168023    0.0000337    559.719   440.281    EM
    28 -0.34656507D+04    0.1096333    0.0000316    558.428   441.572    EM
    29 -0.34655477D+04    0.1030417    0.0000297    557.158   442.842    EM
    30 -0.34654507D+04    0.0969307    0.0000280    555.908   444.092    EM
    31 -0.34653595D+04    0.0912276    0.0000263    554.678   445.322    EM
    32 -0.34652736D+04    0.0858774    0.0000248    553.466   446.534    EM
    33 -0.34651928D+04    0.0808388    0.0000233    552.271   447.729    EM
    34 -0.34651167D+04    0.0760803    0.0000220    551.093   448.907    EM
    35 -0.34650451D+04    0.0715782    0.0000207    549.931   450.069    EM
    36 -0.34649778D+04    0.0673144    0.0000194    548.786   451.214    EM
    37 -0.34649145D+04    0.0632746    0.0000183    547.656   452.344    EM
    38 -0.34648551D+04    0.0594475    0.0000172    546.542   453.458    EM
    39 -0.34647993D+04    0.0558238    0.0000161    545.443   454.557    EM
    40 -0.34647469D+04    0.0523959    0.0000151    544.360   455.640    EM
    41 -0.34646977D+04    0.0491565    0.0000142    543.292   456.708    EM
    42 -0.34646516D+04    0.0460991    0.0000133    542.240   457.760    EM
    43 -0.34646084D+04    0.0432176    0.0000125    541.204   458.796    EM
    44 -0.34645679D+04    0.0405055    0.0000117    540.183   459.817    EM
    45 -0.34645299D+04    0.0379566    0.0000110    539.177   460.823    EM
    46 -0.34644944D+04    0.0355645    0.0000103    538.188   461.812    EM
    47 -0.34644611D+04    0.0333226    0.0000096    537.214   462.786    EM
    48 -0.34640855D+04    0.3755214    0.0001084    483.566   516.434    FS
    49 -0.34638951D+04    0.1904353    0.0000550    498.882   501.118    FS
    50 -0.34638917D+04    0.0033984    0.0000010    496.931   503.069    FS
    51 -0.34638921D+04   -0.0003774   -0.0000001    496.945   503.055    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56959181D+04    0.0000000    0.0000000    551.616   448.384    EM
     2 -0.51000881D+04  595.8299307    0.1046065    517.797   482.203    FS
     3 -0.46181957D+04  481.8924155    0.0944871    420.281   579.719    FS
     4 -0.42028226D+04  415.3730607    0.0899427    304.767   695.233    FS
     5 -0.38113075D+04  391.5151016    0.0931553     19.598   980.402    FS
     6 -0.36105645D+04  200.7430722    0.0526704     19.388   980.612    EM
     7 -0.35249343D+04   85.6302038    0.0237166     38.866   961.134    FS
     8 -0.34875536D+04   37.3806743    0.0106046     26.134   973.866    FS
     9 -0.34784926D+04    9.0609640    0.0025981     22.630   977.370    FS
    10 -0.34757673D+04    2.7253535    0.0007835     23.079   976.921    FS
    11 -0.34749251D+04    0.8421311    0.0002423     22.000   978.000    FS
    12 -0.34747987D+04    0.1264658    0.0000364     22.000   978.000    EM
    13 -0.34747843D+04    0.0143770    0.0000041     22.000   978.000    EM
    14 -0.34747788D+04    0.0055000    0.0000016     22.000   978.000    EM
    15 -0.34747759D+04    0.0029494    0.0000008     22.000   978.000    EM
    16 -0.34747741D+04    0.0017184    0.0000005     22.000   978.000    EM
    17 -0.34747731D+04    0.0010406    0.0000003     22.000   978.000    EM
    18 -0.34747725D+04    0.0006452    0.0000002     22.000   978.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44554073D+04    0.0000000    0.0000000    880.749   119.251    EM
     2 -0.40363846D+04  419.0226324    0.0940481    579.048   420.952    FS
     3 -0.38774356D+04  158.9490160    0.0393791    866.473   133.527    FS
     4 -0.37102250D+04  167.2106163    0.0431240    747.789   252.211    FS
     5 -0.36448405D+04   65.3844609    0.0176228    854.722   145.278    FS
     6 -0.35279278D+04  116.9127340    0.0320762    784.025   215.975    FS
     7 -0.34846094D+04   43.3183572    0.0122787    805.182   194.818    FS
     8 -0.34808925D+04    3.7169713    0.0010667    642.065   357.935    FS
     9 -0.34775848D+04    3.3076676    0.0009502    642.719   357.281    EM
    10 -0.34767747D+04    0.8100667    0.0002329    643.655   356.345    EM
    11 -0.34764652D+04    0.3095626    0.0000890    644.502   355.498    EM
    12 -0.34763122D+04    0.1529590    0.0000440    645.240   354.760    EM
    13 -0.34762207D+04    0.0914899    0.0000263    645.891   354.109    EM
    14 -0.34761592D+04    0.0614922    0.0000177    646.471   353.529    EM
    15 -0.34761151D+04    0.0441506    0.0000127    646.997   353.003    EM
    16 -0.34760821D+04    0.0329908    0.0000095    647.478   352.522    EM
    17 -0.34760567D+04    0.0253398    0.0000073    647.922   352.078    EM
    18 -0.34760369D+04    0.0198848    0.0000057    648.337   351.663    EM
    19 -0.34760210D+04    0.0158896    0.0000046    648.727   351.273    EM
    20 -0.34760081D+04    0.0129037    0.0000037    649.097   350.903    EM
    21 -0.34759974D+04    0.0106351    0.0000031    649.449   350.551    EM
    22 -0.34759885D+04    0.0088876    0.0000026    649.788   350.212    EM
    23 -0.34759810D+04    0.0075254    0.0000022    650.114   349.886    EM
    24 -0.34759746D+04    0.0064523    0.0000019    650.429   349.571    EM
    25 -0.34759690D+04    0.0055991    0.0000016    650.736   349.264    EM
    26 -0.34759641D+04    0.0049148    0.0000014    651.035   348.965    EM
    27 -0.34759597D+04    0.0043616    0.0000013    651.327   348.673    EM
    28 -0.34759558D+04    0.0039113    0.0000011    651.613   348.387    EM
    29 -0.34759522D+04    0.0035420    0.0000010    651.894   348.106    EM
    30 -0.34759490D+04    0.0032370    0.0000009    652.171   347.829    EM
    31 -0.34759460D+04    0.0029836    0.0000009    652.443   347.557    EM
    32 -0.34759432D+04    0.0027714    0.0000008    652.712   347.288    EM
    33 -0.34759407D+04    0.0025927    0.0000007    652.977   347.023    EM
    34 -0.34759382D+04    0.0024410    0.0000007    653.240   346.760    EM
    35 -0.34759359D+04    0.0023114    0.0000007    653.500   346.500    EM
    36 -0.34759337D+04    0.0021998    0.0000006    653.757   346.243    EM
    37 -0.34759316D+04    0.0021031    0.0000006    654.012   345.988    EM
    38 -0.34759296D+04    0.0020185    0.0000006    654.265   345.735    EM
    39 -0.34759276D+04    0.0019441    0.0000006    654.516   345.484    EM
    40 -0.34759258D+04    0.0018780    0.0000005    654.765   345.235    EM
    41 -0.34759239D+04    0.0018189    0.0000005    655.013   344.987    EM
    42 -0.34759222D+04    0.0017658    0.0000005    655.259   344.741    EM
    43 -0.34759205D+04    0.0017175    0.0000005    655.503   344.497    EM
    44 -0.34759188D+04    0.0016734    0.0000005    655.746   344.254    EM
    45 -0.34759172D+04    0.0016328    0.0000005    655.988   344.012    EM
    46 -0.34759156D+04    0.0015952    0.0000005    656.229   343.771    EM
    47 -0.34759140D+04    0.0015602    0.0000004    656.468   343.532    EM
    48 -0.34759125D+04    0.0015275    0.0000004    656.706   343.294    EM
    49 -0.34759110D+04    0.0014967    0.0000004    656.943   343.057    EM
    50 -0.34759095D+04    0.0014675    0.0000004    657.179   342.821    EM
    51 -0.34759081D+04    0.0014399    0.0000004    657.414   342.586    EM
    52 -0.34759067D+04    0.0014135    0.0000004    657.649   342.351    EM
    53 -0.34759053D+04    0.0013883    0.0000004    657.882   342.118    EM
    54 -0.34759039D+04    0.0013642    0.0000004    658.114   341.886    EM
    55 -0.34759026D+04    0.0013410    0.0000004    658.346   341.654    EM
    56 -0.34759012D+04    0.0013186    0.0000004    658.577   341.423    EM
    57 -0.34758999D+04    0.0012971    0.0000004    658.807   341.193    EM
    58 -0.34758987D+04    0.0012762    0.0000004    659.036   340.964    EM
    59 -0.34758974D+04    0.0012560    0.0000004    659.264   340.736    EM
    60 -0.34758962D+04    0.0012365    0.0000004    659.492   340.508    EM
    61 -0.34758950D+04    0.0012175    0.0000004    659.719   340.281    EM
    62 -0.34758938D+04    0.0011991    0.0000003    659.946   340.054    EM
    63 -0.34758926D+04    0.0011812    0.0000003    660.172   339.828    EM
    64 -0.34758914D+04    0.0011637    0.0000003    660.397   339.603    EM
    65 -0.34758903D+04    0.0011468    0.0000003    660.621   339.379    EM
    66 -0.34758891D+04    0.0011302    0.0000003    660.846   339.154    EM
    67 -0.34758880D+04    0.0011141    0.0000003    661.069   338.931    EM
    68 -0.34758869D+04    0.0010984    0.0000003    661.292   338.708    EM
    69 -0.34758858D+04    0.0010831    0.0000003    661.514   338.486    EM
    70 -0.34758163D+04    0.0695652    0.0000200    694.535   305.465    QN
    71 -0.34758080D+04    0.0083112    0.0000024    694.754   305.246    EM
    72 -0.34758047D+04    0.0032513    0.0000009    694.989   305.011    EM
    73 -0.34758028D+04    0.0019278    0.0000006    695.223   304.777    EM
    74 -0.34758014D+04    0.0013368    0.0000004    695.455   304.545    EM
    75 -0.34758004D+04    0.0010449    0.0000003    695.684   304.316    EM
    76 -0.34757995D+04    0.0008881    0.0000003    695.910   304.090    EM


     Beginning Time:  23:08:02
        Ending Time:  23:10:27
       Elapsed Time:  00:02:25



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