Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:57 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of SEM mixture modeling
  DATA:	FILE IS ex7.20.dat;
  VARIABLE:	NAMES ARE y1-y6 c;
  	USEVARIABLES ARE y1-y6;
  	CLASSES = c (2);
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:
  	%OVERALL%
  	f1 BY y1-y3;
  	f2 BY y4-y6;
  	f2 ON f1;
  	%c#1%
  	[f1*1 f2];
  	f2 ON f1;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of SEM mixture modeling

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of dependent variables                                    6
Number of independent variables                                  0
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4          Y5          Y6

Continuous latent variables
   F1          F2

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-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

Input data file(s)
  ex7.20.dat
Input data format  FREE


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

6 perturbed starting value run(s) did not converge in the initial stage
optimizations.

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

           -7076.192  127215           9
           -7076.192  415931           10
           -7076.192  107446           12
           -7076.192  unperturbed      0



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                       23

Loglikelihood

          H0 Value                       -7076.192
          H0 Scaling Correction Factor      0.9874
            for MLR

Information Criteria

          Akaike (AIC)                   14198.384
          Bayesian (BIC)                 14311.263
          Sample-Size Adjusted BIC       14238.213
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        483.44270          0.48344
       2        516.55730          0.51656


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

    Latent
   Classes

       1        483.44270          0.48344
       2        516.55730          0.51656


CLASSIFICATION QUALITY

     Entropy                         0.587


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              507          0.50700
       2              493          0.49300


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

           1        2

    1   0.856    0.144
    2   0.101    0.899


MODEL RESULTS

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

Latent Class 1

 F1       BY
    Y1                 1.000      0.000    999.000    999.000
    Y2                 0.719      0.020     36.374      0.000
    Y3                 0.729      0.021     35.319      0.000

 F2       BY
    Y4                 1.000      0.000    999.000    999.000
    Y5                 0.866      0.014     60.526      0.000
    Y6                 0.865      0.013     67.109      0.000

 F2         ON
    F1                 0.394      0.054      7.233      0.000

 Means
    F1                -0.944      0.116     -8.105      0.000

 Intercepts
    Y1                 0.903      0.082     11.059      0.000
    Y2                 0.640      0.060     10.746      0.000
    Y3                 0.657      0.062     10.670      0.000
    Y4                -2.434      0.094    -25.798      0.000
    Y5                -2.060      0.082    -25.068      0.000
    Y6                -2.091      0.082    -25.646      0.000
    F2                 2.714      0.122     22.243      0.000

 Variances
    F1                 1.092      0.071     15.398      0.000

 Residual Variances
    Y1                 0.238      0.023     10.468      0.000
    Y2                 0.251      0.016     16.195      0.000
    Y3                 0.271      0.018     15.255      0.000
    Y4                 0.243      0.019     13.059      0.000
    Y5                 0.242      0.016     15.248      0.000
    Y6                 0.236      0.015     15.268      0.000
    F2                 0.959      0.065     14.789      0.000

Latent Class 2

 F1       BY
    Y1                 1.000      0.000    999.000    999.000
    Y2                 0.719      0.020     36.374      0.000
    Y3                 0.729      0.021     35.319      0.000

 F2       BY
    Y4                 1.000      0.000    999.000    999.000
    Y5                 0.866      0.014     60.526      0.000
    Y6                 0.865      0.013     67.109      0.000

 F2         ON
    F1                -0.484      0.067     -7.206      0.000

 Means
    F1                 0.000      0.000    999.000    999.000

 Intercepts
    Y1                 0.903      0.082     11.059      0.000
    Y2                 0.640      0.060     10.746      0.000
    Y3                 0.657      0.062     10.670      0.000
    Y4                -2.434      0.094    -25.798      0.000
    Y5                -2.060      0.082    -25.068      0.000
    Y6                -2.091      0.082    -25.646      0.000
    F2                 0.000      0.000    999.000    999.000

 Variances
    F1                 1.092      0.071     15.398      0.000

 Residual Variances
    Y1                 0.238      0.023     10.468      0.000
    Y2                 0.251      0.016     16.195      0.000
    Y3                 0.271      0.018     15.255      0.000
    Y4                 0.243      0.019     13.059      0.000
    Y5                 0.242      0.016     15.248      0.000
    Y6                 0.236      0.015     15.268      0.000
    F2                 0.959      0.065     14.789      0.000

Categorical Latent Variables

 Means
    C#1               -0.066      0.124     -0.536      0.592


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.980E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           NU
              Y6
              ________
 1                  6


           LAMBDA
              F1            F2
              ________      ________
 Y1                 0             0
 Y2                 7             0
 Y3                 8             0
 Y4                 0             0
 Y5                 0             9
 Y6                 0            10


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                11
 Y2                 0            12
 Y3                 0             0            13
 Y4                 0             0             0            14
 Y5                 0             0             0             0            15
 Y6                 0             0             0             0             0


           THETA
              Y6
              ________
 Y6                16


           ALPHA
              F1            F2
              ________      ________
 1                 17            18


           BETA
              F1            F2
              ________      ________
 F1                 0             0
 F2                19             0


           PSI
              F1            F2
              ________      ________
 F1                20
 F2                 0            21


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           NU
              Y6
              ________
 1                  6


           LAMBDA
              F1            F2
              ________      ________
 Y1                 0             0
 Y2                 7             0
 Y3                 8             0
 Y4                 0             0
 Y5                 0             9
 Y6                 0            10


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                11
 Y2                 0            12
 Y3                 0             0            13
 Y4                 0             0             0            14
 Y5                 0             0             0             0            15
 Y6                 0             0             0             0             0


           THETA
              Y6
              ________
 Y6                16


           ALPHA
              F1            F2
              ________      ________
 1                  0             0


           BETA
              F1            F2
              ________      ________
 F1                 0             0
 F2                22             0


           PSI
              F1            F2
              ________      ________
 F1                20
 F2                 0            21


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 23             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.447         0.312         0.324        -1.302        -1.080


           NU
              Y6
              ________
 1             -1.111


           LAMBDA
              F1            F2
              ________      ________
 Y1             1.000         0.000
 Y2             1.000         0.000
 Y3             1.000         0.000
 Y4             0.000         1.000
 Y5             0.000         1.000
 Y6             0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.777
 Y2             0.000         0.466
 Y3             0.000         0.000         0.485
 Y4             0.000         0.000         0.000         1.394
 Y5             0.000         0.000         0.000         0.000         1.075
 Y6             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6
              ________
 Y6             1.071


           ALPHA
              F1            F2
              ________      ________
 1              1.000         0.000


           BETA
              F1            F2
              ________      ________
 F1             0.000         0.000
 F2             0.000         0.000


           PSI
              F1            F2
              ________      ________
 F1             0.050
 F2             0.000         0.050


     STARTING VALUES FOR LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.447         0.312         0.324        -1.302        -1.080


           NU
              Y6
              ________
 1             -1.111


           LAMBDA
              F1            F2
              ________      ________
 Y1             1.000         0.000
 Y2             1.000         0.000
 Y3             1.000         0.000
 Y4             0.000         1.000
 Y5             0.000         1.000
 Y6             0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.777
 Y2             0.000         0.466
 Y3             0.000         0.000         0.485
 Y4             0.000         0.000         0.000         1.394
 Y5             0.000         0.000         0.000         0.000         1.075
 Y6             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6
              ________
 Y6             1.071


           ALPHA
              F1            F2
              ________      ________
 1              0.000         0.000


           BETA
              F1            F2
              ________      ________
 F1             0.000         0.000
 F2             0.000         0.000


           PSI
              F1            F2
              ________      ________
 F1             0.050
 F2             0.000         0.050


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1              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 -0.99733232D+04    0.0000000    0.0000000    316.189   683.811    EM
     2 -0.71611987D+04 2812.1245421    0.2819646    323.914   676.086    EM
     3 -0.71515885D+04    9.6101692    0.0013420    329.960   670.040    EM
     4 -0.71471853D+04    4.4032745    0.0006157    334.855   665.145    EM
     5 -0.71439311D+04    3.2541194    0.0004553    338.850   661.150    EM
     6 -0.71407740D+04    3.1571227    0.0004419    342.127   657.873    EM
     7 -0.71371955D+04    3.5785215    0.0005011    344.925   655.075    EM
     8 -0.71328772D+04    4.3182488    0.0006050    347.669   652.331    EM
     9 -0.71277113D+04    5.1659828    0.0007242    351.018   648.982    EM
    10 -0.71218711D+04    5.8401592    0.0008194    355.721   644.279    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17235955D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.12950558D+05 4285.3972952    0.2486313      0.000  1000.000    EM
     3 -0.14997137D+05 ************   -0.1580302      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52721830D+05    0.0000000    0.0000000    328.859   671.141    EM
     2 -0.87113016D+04 ************    0.8347686    337.999   662.001    EM
     3 -0.86759416D+04   35.3599595    0.0040591    347.044   652.956    EM
     4 -0.86565988D+04   19.3428082    0.0022295    353.902   646.098    EM
     5 -0.86532684D+04    3.3304102    0.0003847    359.626   640.374    EM
     6 -0.86519334D+04    1.3350145    0.0001543    365.266   634.734    EM
     7 -0.86507263D+04    1.2070619    0.0001395    370.432   629.568    EM
     8 -0.86500823D+04    0.6440125    0.0000744    375.257   624.743    EM
     9 -0.86495921D+04    0.4901876    0.0000567    379.817   620.183    EM
    10 -0.86492067D+04    0.3854698    0.0000446    384.103   615.897    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.42748597D+05    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26939136D+05    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.39936569D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 ************    0.8209372      0.000  1000.000    EM
     3 -0.71511529D+04    0.0000003    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.46839221D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.13421256D+05 ************    0.7134612      0.000  1000.000    EM
     3 -0.18437553D+05 ************   -0.3737576      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.40500557D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.11483893D+05 ************    0.7164510      0.000  1000.000    EM
     3 -0.85975854D+04 2886.3076582    0.2513353      0.000  1000.000    EM
     4 -0.83831506D+04  214.4348407    0.0249413      0.000  1000.000    EM
     5 -0.82141939D+04  168.9566132    0.0201543      0.000  1000.000    EM
     6 -0.80634753D+04  150.7186486    0.0183486      0.000  1000.000    EM
     7 -0.80548391D+04    8.6361876    0.0010710      0.000  1000.000    EM
     8 -0.80547624D+04    0.0767512    0.0000095      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14221865D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 7070.7119013    0.4971719      0.000  1000.000    EM
     3 -0.71511529D+04    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29485984D+05    0.0000000    0.0000000      5.812   994.188    EM
     2 -0.71510746D+04 ************    0.7574755      5.890   994.110    EM
     3 -0.71508673D+04    0.2072935    0.0000290      6.171   993.829    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14120203D+05    0.0000000    0.0000000     25.767   974.233    EM
     2 -0.71416642D+04 6978.5387925    0.4942237     30.451   969.549    EM
     3 -0.71400216D+04    1.6425706    0.0002300     35.808   964.192    EM
     4 -0.71386196D+04    1.4019997    0.0001964     41.771   958.229    EM
     5 -0.71371691D+04    1.4504894    0.0002032     48.346   951.654    EM
     6 -0.71356468D+04    1.5223287    0.0002133     55.555   944.445    EM
     7 -0.71340447D+04    1.6020752    0.0002245     63.425   936.575    EM
     8 -0.71323552D+04    1.6895283    0.0002368     71.986   928.014    EM
     9 -0.71305693D+04    1.7858649    0.0002504     81.275   918.725    EM
    10 -0.71286773D+04    1.8920584    0.0002653     91.326   908.674    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.36824072D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 ************    0.8058022      0.000  1000.000    EM
     3 -0.71511529D+04    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15571023D+05    0.0000000    0.0000000    624.981   375.019    EM
     2 -0.70968942D+04 8474.1291061    0.5442243    610.319   389.681    EM
     3 -0.70881696D+04    8.7246451    0.0012294    596.660   403.340    EM
     4 -0.70849643D+04    3.2052538    0.0004522    584.283   415.717    EM
     5 -0.70829470D+04    2.0172959    0.0002847    573.094   426.906    EM
     6 -0.70814590D+04    1.4880466    0.0002101    563.014   436.986    EM
     7 -0.70803047D+04    1.1543231    0.0001630    553.975   446.025    EM
     8 -0.70793986D+04    0.9060567    0.0001280    545.906   454.094    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33839561D+05    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48026883D+05    0.0000000    0.0000000      1.447   998.553    EM
     2 -0.71515823D+04 ************    0.8510921      1.036   998.964    EM
     3 -0.71511607D+04    0.4215551    0.0000589      1.029   998.971    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18855690D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 ************    0.6207430      0.000  1000.000    EM
     3 -0.71511529D+04    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.41914405D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 ************    0.8293868      0.000  1000.000    EM
     3 -0.71511529D+04    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.41625073D+05    0.0000000    0.0000000     11.039   988.961    EM
     2 -0.87671805D+04 ************    0.7893774      9.211   990.789    EM
     3 -0.87560781D+04   11.1023998    0.0012664      8.516   991.484    EM
     4 -0.87547202D+04    1.3579680    0.0001551      8.270   991.730    EM
     5 -0.87542256D+04    0.4945304    0.0000565      8.263   991.737    EM
     6 -0.87540165D+04    0.2091343    0.0000239      8.388   991.612    EM
     7 -0.87538800D+04    0.1365472    0.0000156      8.623   991.377    EM
     8 -0.87537751D+04    0.1048258    0.0000120      8.952   991.048    EM
     9 -0.87536752D+04    0.0999217    0.0000114      9.379   990.621    EM
    10 -0.87535611D+04    0.1140624    0.0000130      9.919   990.081    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27729350D+05    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29333914D+05    0.0000000    0.0000000    377.035   622.965    EM
     2 -0.88454331D+04 ************    0.6984571    382.963   617.037    EM
     3 -0.86761301D+04  169.3030382    0.0191402    389.952   610.048    EM
     4 -0.86581548D+04   17.9753168    0.0020718    396.283   603.717    EM
     5 -0.86564430D+04    1.7117545    0.0001977    401.472   598.528    EM
     6 -0.86553488D+04    1.0942439    0.0001264    407.084   592.916    EM
     7 -0.86544400D+04    0.9087869    0.0001050    412.413   587.587    EM
     8 -0.86537813D+04    0.6586763    0.0000761    418.196   581.804    EM
     9 -0.86533594D+04    0.4219476    0.0000488    423.495   576.505    EM
    10 -0.86526887D+04    0.6706265    0.0000775    428.837   571.163    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.35319678D+05    0.0000000    0.0000000    584.946   415.054    EM
     2 -0.77027270D+04 ************    0.7819140    584.243   415.757    EM
     3 -0.76800923D+04   22.6346576    0.0029385    583.298   416.702    EM
     4 -0.76769309D+04    3.1613504    0.0004116    581.641   418.359    EM
     5 -0.76751763D+04    1.7546313    0.0002286    580.461   419.539    EM
     6 -0.76739261D+04    1.2502289    0.0001629    579.265   420.735    EM
     7 -0.76729967D+04    0.9294309    0.0001211    577.954   422.046    EM
     8 -0.76722230D+04    0.7736841    0.0001008    576.480   423.520    EM
     9 -0.76716208D+04    0.6022171    0.0000785    574.860   425.140    EM
    10 -0.76711651D+04    0.4556597    0.0000594    573.305   426.695    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


     8 -0.70793986D+04    0.9060567    0.0001280    545.906   454.094    EM
     9 -0.70786880D+04    0.7105771    0.0001004    538.730   461.270    EM
    10 -0.70781330D+04    0.5550506    0.0000784    532.366   467.634    EM
    11 -0.70777011D+04    0.4319394    0.0000610    526.735   473.265    EM
    12 -0.70773658D+04    0.3352857    0.0000474    521.759   478.241    EM
    13 -0.70771058D+04    0.2599465    0.0000367    517.366   482.634    EM
    14 -0.70769043D+04    0.2015112    0.0000285    513.487   486.513    EM
    15 -0.70767480D+04    0.1563150    0.0000221    510.063   489.937    EM
    16 -0.70766266D+04    0.1213943    0.0000172    507.039   492.961    EM
    17 -0.70765322D+04    0.0944132    0.0000133    504.368   495.632    EM
    18 -0.70764586D+04    0.0735441    0.0000104    502.007   497.993    EM
    19 -0.70764013D+04    0.0573793    0.0000081    499.919   500.081    EM
    20 -0.70763564D+04    0.0448377    0.0000063    498.071   501.929    EM
    21 -0.70763213D+04    0.0350888    0.0000050    496.434   503.566    EM
    22 -0.70762938D+04    0.0274979    0.0000039    494.984   505.016    EM
    23 -0.70762723D+04    0.0215762    0.0000030    493.699   506.301    EM
    24 -0.70762553D+04    0.0169495    0.0000024    492.559   507.441    EM
    25 -0.70762420D+04    0.0133290    0.0000019    491.548   508.452    EM
    26 -0.70762315D+04    0.0104916    0.0000015    490.650   509.350    EM
    27 -0.70762232D+04    0.0082655    0.0000012    489.853   510.147    EM
    28 -0.70762167D+04    0.0065165    0.0000009    489.145   510.855    EM
    29 -0.70762116D+04    0.0051413    0.0000007    488.516   511.484    EM
    30 -0.70762075D+04    0.0040588    0.0000006    487.957   512.043    EM
    31 -0.70762043D+04    0.0032059    0.0000005    487.460   512.540    EM
    32 -0.70762018D+04    0.0025335    0.0000004    487.018   512.982    EM
    33 -0.70761998D+04    0.0020030    0.0000003    486.625   513.375    EM
    34 -0.70761982D+04    0.0015842    0.0000002    486.275   513.725    EM
    35 -0.70761969D+04    0.0012534    0.0000002    485.964   514.036    EM
    36 -0.70761925D+04    0.0044632    0.0000006    483.125   516.875    FS
    37 -0.70761922D+04    0.0002644    0.0000000    483.606   516.394    FS
    38 -0.70761922D+04    0.0000381    0.0000000    483.388   516.612    FS
    39 -0.70761922D+04    0.0000065    0.0000000    483.467   516.533    FS
    40 -0.70761922D+04    0.0000012    0.0000000    483.433   516.567    FS
    41 -0.70761922D+04    0.0000002    0.0000000    483.447   516.553    FS
    42 -0.70761922D+04    0.0000000    0.0000000    483.441   516.559    FS
    43 -0.70761922D+04    0.0000000    0.0000000    483.443   516.557    FS
    44 -0.70761922D+04    0.0000000    0.0000000    483.442   516.558    FS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


    10 -0.71218711D+04    5.8401592    0.0008194    355.721   644.279    EM
    11 -0.71157370D+04    6.1340684    0.0008613    362.293   637.707    EM
    12 -0.71096607D+04    6.0763281    0.0008539    370.777   629.223    EM
    13 -0.71038415D+04    5.8191922    0.0008185    380.806   619.194    EM
    14 -0.70984063D+04    5.4352113    0.0007651    391.819   608.181    EM
    15 -0.70935024D+04    4.9038561    0.0006908    403.240   596.760    EM
    16 -0.70892910D+04    4.2114793    0.0005937    414.570   585.430    EM
    17 -0.70858779D+04    3.4130562    0.0004814    425.424   574.576    EM
    18 -0.70832621D+04    2.6158360    0.0003692    435.545   564.455    EM
    19 -0.70813423D+04    1.9197584    0.0002710    444.790   555.210    EM
    20 -0.70799681D+04    1.3741704    0.0001941    453.109   546.891    EM
    21 -0.70789910D+04    0.9771594    0.0001380    460.519   539.481    EM
    22 -0.70782913D+04    0.6996704    0.0000988    467.077   532.923    EM
    23 -0.70777833D+04    0.5079994    0.0000718    472.858   527.142    EM
    24 -0.70774087D+04    0.3746132    0.0000529    477.946   522.054    EM
    25 -0.70771286D+04    0.2801537    0.0000396    482.420   517.580    EM
    26 -0.70769166D+04    0.2119243    0.0000299    486.356   513.644    EM
    27 -0.70767549D+04    0.1617392    0.0000229    489.821   510.179    EM
    28 -0.70766306D+04    0.1242744    0.0000176    492.874   507.126    EM
    29 -0.70765346D+04    0.0959808    0.0000136    495.565   504.435    EM
    30 -0.70764602D+04    0.0744270    0.0000105    497.941   502.059    EM
    31 -0.70764023D+04    0.0578975    0.0000082    500.040   499.960    EM
    32 -0.70763572D+04    0.0451552    0.0000064    501.896   498.104    EM
    33 -0.70763219D+04    0.0352930    0.0000050    503.538   496.462    EM
    34 -0.70762942D+04    0.0276346    0.0000039    504.993   495.007    EM
    35 -0.70762726D+04    0.0216717    0.0000031    506.282   493.718    EM
    36 -0.70761970D+04    0.0755573    0.0000107    517.719   482.281    FS
    37 -0.70761929D+04    0.0041353    0.0000006    515.921   484.079    FS
    38 -0.70761923D+04    0.0005848    0.0000001    516.772   483.228    FS
    39 -0.70761922D+04    0.0000976    0.0000000    516.464   483.536    FS
    40 -0.70761922D+04    0.0000175    0.0000000    516.595   483.405    FS
    41 -0.70761922D+04    0.0000032    0.0000000    516.541   483.459    FS
    42 -0.70761922D+04    0.0000006    0.0000000    516.564   483.436    FS
    43 -0.70761922D+04    0.0000001    0.0000000    516.554   483.446    FS
    44 -0.70761922D+04    0.0000000    0.0000000    516.559   483.441    FS
    45 -0.70761922D+04    0.0000000    0.0000000    516.557   483.443    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


    10 -0.71286773D+04    1.8920584    0.0002653     91.326   908.674    EM
    11 -0.71266687D+04    2.0085713    0.0002818    102.178   897.822    EM
    12 -0.71245336D+04    2.1351285    0.0002996    113.864   886.136    EM
    13 -0.71222633D+04    2.2702727    0.0003187    126.410   873.590    EM
    14 -0.71198523D+04    2.4110326    0.0003385    139.830   860.170    EM
    15 -0.71173000D+04    2.5522601    0.0003585    154.115   845.885    EM
    16 -0.71146136D+04    2.6863902    0.0003774    169.226   830.774    EM
    17 -0.71118103D+04    2.8033460    0.0003940    185.088   814.912    EM
    18 -0.71089192D+04    2.8911128    0.0004065    201.578   798.422    EM
    19 -0.71059818D+04    2.9373616    0.0004132    218.526   781.474    EM
    20 -0.71030500D+04    2.9318086    0.0004126    235.721   764.279    EM
    21 -0.71001810D+04    2.8689575    0.0004039    252.926   747.074    EM
    22 -0.70974311D+04    2.7499578    0.0003873    269.894   730.106    EM
    23 -0.70948481D+04    2.5829514    0.0003639    286.399   713.601    EM
    24 -0.70924668D+04    2.3812825    0.0003356    302.245   697.755    EM
    25 -0.70903064D+04    2.1604349    0.0003046    317.290   682.710    EM
    26 -0.70883715D+04    1.9348692    0.0002729    331.440   668.560    EM
    27 -0.70866557D+04    1.7158192    0.0002421    344.650   655.350    EM
    28 -0.70851452D+04    1.5105245    0.0002132    356.915   643.085    EM
    29 -0.70838226D+04    1.3226134    0.0001867    368.256   631.744    EM
    30 -0.70826695D+04    1.1530845    0.0001628    378.713   621.287    EM
    31 -0.70816681D+04    1.0013590    0.0001414    388.334   611.666    EM
    32 -0.70808020D+04    0.8661323    0.0001223    397.173   602.827    EM
    33 -0.70800561D+04    0.7459095    0.0001053    405.280   594.720    EM
    34 -0.70794168D+04    0.6392962    0.0000903    412.708   587.292    EM
    35 -0.70776289D+04    1.7879009    0.0002525    505.205   494.795    FS
    36 -0.70762615D+04    1.3674376    0.0001932    481.777   518.223    FS
    37 -0.70761987D+04    0.0627403    0.0000089    484.792   515.208    FS
    38 -0.70761931D+04    0.0055647    0.0000008    482.976   517.024    FS
    39 -0.70761923D+04    0.0008088    0.0000001    483.653   516.347    FS
    40 -0.70761922D+04    0.0001470    0.0000000    483.355   516.645    FS
    41 -0.70761922D+04    0.0000268    0.0000000    483.480   516.520    FS
    42 -0.70761922D+04    0.0000050    0.0000000    483.427   516.573    FS
    43 -0.70761922D+04    0.0000009    0.0000000    483.450   516.550    FS
    44 -0.70761922D+04    0.0000002    0.0000000    483.440   516.560    FS
    45 -0.70761922D+04    0.0000000    0.0000000    483.444   516.556    FS
    46 -0.70761922D+04    0.0000000    0.0000000    483.442   516.558    FS
    47 -0.70761922D+04    0.0000000    0.0000000    483.443   516.557    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


     3 -0.71508673D+04    0.2072935    0.0000290      6.171   993.829    EM
     4 -0.71506217D+04    0.2456567    0.0000344      6.693   993.307    EM
     5 -0.71502390D+04    0.3826245    0.0000535      7.577   992.423    EM
     6 -0.71496257D+04    0.6132995    0.0000858      8.992   991.008    EM
     7 -0.71486970D+04    0.9287415    0.0001299     11.092   988.908    EM
     8 -0.71474538D+04    1.2432331    0.0001739     13.941   986.059    EM
     9 -0.71459981D+04    1.4556777    0.0002037     17.551   982.449    EM
    10 -0.71444205D+04    1.5775530    0.0002208     21.922   978.078    EM
    11 -0.71427704D+04    1.6501097    0.0002310     27.027   972.973    EM
    12 -0.71410932D+04    1.6772208    0.0002348     32.795   967.205    EM
    13 -0.71394265D+04    1.6667086    0.0002334     39.156   960.844    EM
    14 -0.71377773D+04    1.6492303    0.0002310     46.069   953.931    EM
    15 -0.71361257D+04    1.6515245    0.0002314     53.540   946.460    EM
    16 -0.71344441D+04    1.6816388    0.0002357     61.597   938.403    EM
    17 -0.71327071D+04    1.7369827    0.0002435     70.283   929.717    EM
    18 -0.71308941D+04    1.8129931    0.0002542     79.645   920.355    EM
    19 -0.71289880D+04    1.9061655    0.0002673     89.731   910.269    EM
    20 -0.71269739D+04    2.0140988    0.0002825    100.587   899.413    EM
    21 -0.71248390D+04    2.1348228    0.0002995    112.255   887.745    EM
    22 -0.71225731D+04    2.2659842    0.0003180    124.766   875.234    EM
    23 -0.71201689D+04    2.4041248    0.0003375    138.138   861.862    EM
    24 -0.71176249D+04    2.5440080    0.0003573    152.369   847.631    EM
    25 -0.71149468D+04    2.6780909    0.0003763    167.424   832.576    EM
    26 -0.71121504D+04    2.7964176    0.0003930    183.234   816.766    EM
    27 -0.71092634D+04    2.8870509    0.0004059    199.681   800.319    EM
    28 -0.71063258D+04    2.9375880    0.0004132    216.601   783.399    EM
    29 -0.71033883D+04    2.9374464    0.0004134    233.789   766.211    EM
    30 -0.71005079D+04    2.8804487    0.0004055    251.009   748.991    EM
    31 -0.70977409D+04    2.7669861    0.0003897    268.018   731.982    EM
    32 -0.70951364D+04    2.6044729    0.0003669    284.583   715.417    EM
    33 -0.70927306D+04    2.4057706    0.0003391    300.509   699.491    EM
    34 -0.70905444D+04    2.1862586    0.0003082    315.645   684.355    EM
    35 -0.70885838D+04    1.9606000    0.0002765    329.895   670.105    EM
    36 -0.70868434D+04    1.7404085    0.0002455    343.208   656.792    EM
    37 -0.70853100D+04    1.5333515    0.0002164    355.576   644.424    EM
    38 -0.70839666D+04    1.3434042    0.0001896    367.017   632.983    EM
    39 -0.70827948D+04    1.1718017    0.0001654    377.569   622.431    EM
    40 -0.70817767D+04    1.0180969    0.0001437    387.280   612.720    EM
    41 -0.70808957D+04    0.8810412    0.0001244    396.203   603.797    EM
    42 -0.70801365D+04    0.7591513    0.0001072    404.391   595.609    EM
    43 -0.70794855D+04    0.6510134    0.0000919    411.893   588.107    EM
    44 -0.70789301D+04    0.5553987    0.0000785    418.758   581.242    EM
    45 -0.70784589D+04    0.4712467    0.0000666    425.031   574.969    EM
    46 -0.70780613D+04    0.3976196    0.0000562    430.755   569.245    EM
    47 -0.70777276D+04    0.3336436    0.0000471    435.969   564.031    EM
    48 -0.70774491D+04    0.2784682    0.0000393    440.710   559.290    EM
    49 -0.70772179D+04    0.2312453    0.0000327    445.016   554.984    EM
    50 -0.70770268D+04    0.1911320    0.0000270    448.919   551.081    EM
    51 -0.70768695D+04    0.1573001    0.0000222    452.452   547.548    EM
    52 -0.70767405D+04    0.1289536    0.0000182    455.644   544.356    EM
    53 -0.70766352D+04    0.1053454    0.0000149    458.526   541.474    EM
    54 -0.70765494D+04    0.0857897    0.0000121    461.123   538.877    EM
    55 -0.70761922D+04    0.3572199    0.0000505    483.443   516.557    QN
    56 -0.70761922D+04    0.0000000    0.0000000    483.443   516.557    EM


     Beginning Time:  22:57:18
        Ending Time:  22:57:19
       Elapsed Time:  00:00:01



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