Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017   4:43 AM

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



UNIVARIATE SAMPLE STATISTICS


     UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS

         Variable/         Mean/     Skewness/   Minimum/ % with                Percentiles
        Sample Size      Variance    Kurtosis    Maximum  Min/Max      20%/60%    40%/80%    Median

     Y1                    0.447      -0.042      -3.505    0.10%      -0.660      0.130      0.497
            1000.000       1.552      -0.237       4.258    0.10%       0.782      1.515
     Y2                    0.312       0.089      -2.249    0.10%      -0.479      0.039      0.278
            1000.000       0.931      -0.088       4.050    0.10%       0.531      1.151
     Y3                    0.324      -0.048      -2.900    0.10%      -0.512      0.076      0.322
            1000.000       0.969      -0.173       3.421    0.10%       0.601      1.163
     Y4                   -1.302      -0.057      -5.814    0.10%      -2.816     -1.690     -1.274
            1000.000       2.785      -0.574       3.716    0.10%      -0.840      0.236
     Y5                   -1.080      -0.067      -5.534    0.10%      -2.332     -1.476     -1.087
            1000.000       2.147      -0.416       3.256    0.10%      -0.693      0.268
     Y6                   -1.111      -0.080      -4.916    0.10%      -2.378     -1.484     -1.099
            1000.000       2.140      -0.478       2.993    0.10%      -0.704      0.188

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 CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1        483.44270          0.48344
       2        516.55730          0.51656


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              507          0.50700
       2              493          0.49300


CLASSIFICATION QUALITY

     Entropy                         0.587


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


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

           1        2

    1   0.897    0.103
    2   0.142    0.858


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

              1        2

    1      2.167    0.000
    2     -1.801    0.000


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             2             3             4             5


           NU
              Y6
              ________
                    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
              ________      ________
                   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             2             3             4             5


           NU
              Y6
              ________
                    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
              ________      ________
                    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
              ________      ________
                   23             0


     STARTING VALUES FOR LATENT CLASS 1


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


           NU
              Y6
              ________
               -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             0.776
 Y2             0.000         0.466
 Y3             0.000         0.000         0.485
 Y4             0.000         0.000         0.000         1.393
 Y5             0.000         0.000         0.000         0.000         1.074
 Y6             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6
              ________
 Y6             1.070


           ALPHA
              F1            F2
              ________      ________
                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
              ________      ________      ________      ________      ________
                0.447         0.312         0.324        -1.302        -1.080


           NU
              Y6
              ________
               -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             0.776
 Y2             0.000         0.466
 Y3             0.000         0.000         0.485
 Y4             0.000         0.000         0.000         1.393
 Y5             0.000         0.000         0.000         0.000         1.074
 Y6             0.000         0.000         0.000         0.000         0.000


           THETA
              Y6
              ________
 Y6             1.070


           ALPHA
              F1            F2
              ________      ________
                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
              ________      ________
                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 -0.99744015D+04    0.0000000    0.0000000    316.167   683.833    EM
     2 -0.71612203D+04 2813.1812670    0.2820401    323.896   676.104    EM
     3 -0.71515976D+04    9.6226588    0.0013437    329.944   670.056    EM
     4 -0.71471908D+04    4.4068012    0.0006162    334.840   665.160    EM
     5 -0.71439356D+04    3.2551549    0.0004554    338.837   661.163    EM
     6 -0.71407785D+04    3.1571092    0.0004419    342.115   657.885    EM
     7 -0.71372006D+04    3.5779043    0.0005011    344.913   655.087    EM
     8 -0.71328833D+04    4.3172847    0.0006049    347.658   652.342    EM
     9 -0.71277184D+04    5.1649890    0.0007241    351.006   648.994    EM
    10 -0.71218789D+04    5.8394850    0.0008193    355.707   644.293    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15308469D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.12862732D+05 2445.7368445    0.1597636      0.000  1000.000    EM
     3 -0.14163415D+05 ************   -0.1011202      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.37837109D+05    0.0000000    0.0000000    158.926   841.074    EM
     2 -0.81415704D+04 ************    0.7848258    169.990   830.010    EM
     3 -0.81199193D+04   21.6511160    0.0026593    181.530   818.470    EM
     4 -0.81130770D+04    6.8422775    0.0008427    193.834   806.166    EM
     5 -0.81089820D+04    4.0950186    0.0005047    206.748   793.252    EM
     6 -0.81059369D+04    3.0451130    0.0003755    220.016   779.984    EM
     7 -0.81032726D+04    2.6643059    0.0003287    233.579   766.421    EM
     8 -0.81006924D+04    2.5801907    0.0003184    247.452   752.548    EM
     9 -0.80981006D+04    2.5918279    0.0003200    261.549   738.451    EM
    10 -0.80954666D+04    2.6339793    0.0003253    275.805   724.195    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.38141652D+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 -0.25195211D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.78205350D+04 ************    0.6896023      0.000  1000.000    EM
     3 -0.78003906D+04   20.1443384    0.0025758      0.000  1000.000    EM
     4 -0.77873138D+04   13.0768347    0.0016764      0.000  1000.000    EM
     5 -0.77837808D+04    3.5330474    0.0004537      0.000  1000.000    EM
     6 -0.77824669D+04    1.3138900    0.0001688      0.000  1000.000    EM
     7 -0.77816885D+04    0.7783109    0.0001000      0.000  1000.000    EM
     8 -0.77808738D+04    0.8146995    0.0001047      0.000  1000.000    EM
     9 -0.77803029D+04    0.5709479    0.0000734      0.000  1000.000    EM
    10 -0.77801168D+04    0.1860850    0.0000239      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24733062D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 ************    0.7108667      0.000  1000.000    EM
     3 -0.71511529D+04    0.0000002    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 -0.36001863D+05    0.0000000    0.0000000      0.016   999.984    EM
     2 -0.77878703D+04 ************    0.7836815      0.000  1000.000    EM
     3 -0.14724269D+05 ************   -0.8906669      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30878247D+05    0.0000000    0.0000000      0.000  1000.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13567162D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 6416.0092834    0.4729072      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 -0.24381736D+05    0.0000000    0.0000000      6.173   993.827    EM
     2 -0.71510809D+04 ************    0.7067034      6.245   993.755    EM
     3 -0.71508705D+04    0.2103982    0.0000294      6.523   993.477    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13279194D+05    0.0000000    0.0000000     44.488   955.512    EM
     2 -0.71375466D+04 6141.6472742    0.4625015     50.753   949.247    EM
     3 -0.71354644D+04    2.0821307    0.0002917     57.741   942.259    EM
     4 -0.71337836D+04    1.6808071    0.0002356     65.447   934.553    EM
     5 -0.71320650D+04    1.7186758    0.0002409     73.904   926.096    EM
     6 -0.71302626D+04    1.8023843    0.0002527     83.136   916.864    EM
     7 -0.71283582D+04    1.9043706    0.0002671     93.170   906.830    EM
     8 -0.71263384D+04    2.0198552    0.0002834    104.034   895.966    EM
     9 -0.71241916D+04    2.1467200    0.0003012    115.755   884.245    EM
    10 -0.71219090D+04    2.2826402    0.0003204    128.354   871.646    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31927793D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 ************    0.7760211      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 -0.15202174D+05    0.0000000    0.0000000    597.484   402.516    EM
     2 -0.70931470D+04 8109.0265828    0.5334123    586.189   413.811    EM
     3 -0.70848017D+04    8.3452944    0.0011765    575.063   424.937    EM
     4 -0.70821558D+04    2.6458972    0.0003735    564.948   435.052    EM
     5 -0.70806578D+04    1.4980080    0.0002115    555.831   444.169    EM
     6 -0.70796233D+04    1.0345342    0.0001461    547.652   452.348    EM
     7 -0.70788511D+04    0.7722164    0.0001091    540.347   459.653    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27548300D+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 -0.37072935D+05    0.0000000    0.0000000      0.622   999.378    EM
     2 -0.71513162D+04 ************    0.8071014      0.462   999.538    EM
     3 -0.71511533D+04    0.1629350    0.0000228      0.462   999.538    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15374143D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 8222.9896316    0.5348584      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 -0.31511978D+05    0.0000000    0.0000000      0.000  1000.000    EM
     2 -0.71511529D+04 ************    0.7730656      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 -0.33440641D+05    0.0000000    0.0000000    157.139   842.861    EM
     2 -0.87844962D+04 ************    0.7373108    163.606   836.394    EM
     3 -0.87660578D+04   18.4383611    0.0020990    167.246   832.754    EM
     4 -0.87611403D+04    4.9175063    0.0005610    170.196   829.804    EM
     5 -0.87585293D+04    2.6110219    0.0002980    172.671   827.329    EM
     6 -0.87568029D+04    1.7264089    0.0001971    174.823   825.177    EM
     7 -0.87555525D+04    1.2503329    0.0001428    176.997   823.003    EM
     8 -0.87545504D+04    1.0020918    0.0001145    179.118   820.882    EM
     9 -0.87537132D+04    0.8372400    0.0000956    181.292   818.708    EM
    10 -0.87529630D+04    0.7501988    0.0000857    183.606   816.394    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26393367D+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 -0.25710577D+05    0.0000000    0.0000000     93.544   906.456    EM
     2 -0.86896004D+04 ************    0.6620224     92.624   907.376    EM
     3 -0.86695822D+04   20.0181684    0.0023037     91.833   908.167    EM
     4 -0.86659753D+04    3.6069048    0.0004160     91.275   908.725    EM
     5 -0.86639481D+04    2.0271640    0.0002339     90.655   909.345    EM
     6 -0.86628905D+04    1.0576023    0.0001221     90.380   909.620    EM
     7 -0.86617448D+04    1.1457475    0.0001323     90.054   909.946    EM
     8 -0.86612765D+04    0.4683103    0.0000541     89.817   910.183    EM
     9 -0.86606105D+04    0.6659773    0.0000769     89.540   910.460    EM
    10 -0.86602275D+04    0.3830066    0.0000442     89.306   910.694    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31816683D+05    0.0000000    0.0000000    261.321   738.679    EM
     2 -0.77106656D+04 ************    0.7576534    264.676   735.324    EM
     3 -0.76916365D+04   19.0291439    0.0024679    267.580   732.420    EM
     4 -0.76875914D+04    4.0450744    0.0005259    270.426   729.574    EM
     5 -0.76854237D+04    2.1676780    0.0002820    273.622   726.378    EM
     6 -0.76840173D+04    1.4064389    0.0001830    276.636   723.364    EM
     7 -0.76831096D+04    0.9076645    0.0001181    279.944   720.056    EM
     8 -0.76824134D+04    0.6962100    0.0000906    283.013   716.987    EM
     9 -0.76818757D+04    0.5376682    0.0000700    286.145   713.855    EM
    10 -0.76814903D+04    0.3854086    0.0000502    289.403   710.597    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


     7 -0.70788511D+04    0.7722164    0.0001091    540.347   459.653    EM
     8 -0.70782583D+04    0.5927380    0.0000837    533.846   466.154    EM
     9 -0.70777993D+04    0.4590166    0.0000648    528.076   471.924    EM
    10 -0.70774431D+04    0.3562212    0.0000503    522.966   477.034    EM
    11 -0.70771666D+04    0.2765033    0.0000391    518.445   481.555    EM
    12 -0.70769519D+04    0.2146303    0.0000303    514.450   485.550    EM
    13 -0.70767853D+04    0.1666673    0.0000236    510.920   489.080    EM
    14 -0.70766557D+04    0.1295297    0.0000183    507.800   492.200    EM
    15 -0.70765550D+04    0.1007783    0.0000142    505.043   494.957    EM
    16 -0.70764765D+04    0.0785148    0.0000111    502.606   497.394    EM
    17 -0.70764152D+04    0.0612565    0.0000087    500.450   499.550    EM
    18 -0.70763673D+04    0.0478612    0.0000068    498.541   501.459    EM
    19 -0.70763299D+04    0.0374481    0.0000053    496.851   503.149    EM
    20 -0.70763005D+04    0.0293399    0.0000041    495.354   504.646    EM
    21 -0.70762775D+04    0.0230163    0.0000033    494.027   505.973    EM
    22 -0.70762595D+04    0.0180765    0.0000026    492.850   507.150    EM
    23 -0.70762452D+04    0.0142119    0.0000020    491.806   508.194    EM
    24 -0.70762341D+04    0.0111843    0.0000016    490.880   509.120    EM
    25 -0.70762253D+04    0.0088093    0.0000012    490.057   509.943    EM
    26 -0.70762183D+04    0.0069441    0.0000010    489.326   510.674    EM
    27 -0.70762128D+04    0.0054777    0.0000008    488.677   511.323    EM
    28 -0.70762085D+04    0.0043237    0.0000006    488.100   511.900    EM
    29 -0.70762051D+04    0.0034147    0.0000005    487.587   512.413    EM
    30 -0.70762024D+04    0.0026982    0.0000004    487.131   512.869    EM
    31 -0.70762003D+04    0.0021330    0.0000003    486.726   513.274    EM
    32 -0.70761986D+04    0.0016868    0.0000002    486.365   513.635    EM
    33 -0.70761972D+04    0.0013345    0.0000002    486.044   513.956    EM
    34 -0.70761962D+04    0.0010561    0.0000001    485.759   514.241    EM
    35 -0.70761953D+04    0.0008360    0.0000001    485.505   514.495    EM
    36 -0.70761924D+04    0.0029805    0.0000004    483.181   516.819    FS
    37 -0.70761922D+04    0.0001775    0.0000000    483.577   516.423    FS
    38 -0.70761922D+04    0.0000255    0.0000000    483.397   516.603    FS
    39 -0.70761922D+04    0.0000044    0.0000000    483.462   516.538    FS
    40 -0.70761922D+04    0.0000008    0.0000000    483.435   516.565    FS
    41 -0.70761922D+04    0.0000001    0.0000000    483.446   516.554    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 -0.71218789D+04    5.8394850    0.0008193    355.707   644.293    EM
    11 -0.71157450D+04    6.1338535    0.0008613    362.277   637.723    EM
    12 -0.71096686D+04    6.0764308    0.0008539    370.760   629.240    EM
    13 -0.71038491D+04    5.8195092    0.0008185    380.787   619.213    EM
    14 -0.70984134D+04    5.4356930    0.0007652    391.800   608.200    EM
    15 -0.70935088D+04    4.9045997    0.0006909    403.221   596.779    EM
    16 -0.70892963D+04    4.2124359    0.0005938    414.551   585.449    EM
    17 -0.70858822D+04    3.4141188    0.0004816    425.407   574.593    EM
    18 -0.70832654D+04    2.6168388    0.0003693    435.529   564.471    EM
    19 -0.70813448D+04    1.9206181    0.0002711    444.776   555.224    EM
    20 -0.70799699D+04    1.3748384    0.0001941    453.096   546.904    EM
    21 -0.70789923D+04    0.9776489    0.0001381    460.508   539.492    EM
    22 -0.70782923D+04    0.7000142    0.0000989    467.067   532.933    EM
    23 -0.70777840D+04    0.5082486    0.0000718    472.849   527.151    EM
    24 -0.70774092D+04    0.3747864    0.0000530    477.938   522.062    EM
    25 -0.70771290D+04    0.2802824    0.0000396    482.413   517.587    EM
    26 -0.70769169D+04    0.2120191    0.0000300    486.350   513.650    EM
    27 -0.70767551D+04    0.1618100    0.0000229    489.816   510.184    EM
    28 -0.70766308D+04    0.1243278    0.0000176    492.869   507.131    EM
    29 -0.70765348D+04    0.0960225    0.0000136    495.561   504.439    EM
    30 -0.70764603D+04    0.0744590    0.0000105    497.937   502.063    EM
    31 -0.70764024D+04    0.0579215    0.0000082    500.037   499.963    EM
    32 -0.70763572D+04    0.0451739    0.0000064    501.893   498.107    EM
    33 -0.70763219D+04    0.0353074    0.0000050    503.536   496.464    EM
    34 -0.70762943D+04    0.0276460    0.0000039    504.991   495.009    EM
    35 -0.70762726D+04    0.0216804    0.0000031    506.280   493.720    EM
    36 -0.70761970D+04    0.0755875    0.0000107    517.719   482.281    FS
    37 -0.70761929D+04    0.0041368    0.0000006    515.921   484.079    FS
    38 -0.70761923D+04    0.0005850    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 -0.71219090D+04    2.2826402    0.0003204    128.354   871.646    EM
    11 -0.71194850D+04    2.4239782    0.0003404    141.837   858.163    EM
    12 -0.71169198D+04    2.5651963    0.0003603    156.192   843.808    EM
    13 -0.71142215D+04    2.6982881    0.0003791    171.374   828.626    EM
    14 -0.71114087D+04    2.8127941    0.0003954    187.300   812.700    EM
    15 -0.71085122D+04    2.8964960    0.0004073    203.841   796.159    EM
    16 -0.71055751D+04    2.9371238    0.0004132    220.820   779.180    EM
    17 -0.71026503D+04    2.9248361    0.0004116    238.022   761.978    EM
    18 -0.70997954D+04    2.8548297    0.0004019    255.205   744.795    EM
    19 -0.70970662D+04    2.7292281    0.0003844    272.124   727.876    EM
    20 -0.70945092D+04    2.5569821    0.0003603    288.552   711.448    EM
    21 -0.70921573D+04    2.3519529    0.0003315    304.302   695.698    EM
    22 -0.70900276D+04    2.1297137    0.0003003    319.235   680.765    EM
    23 -0.70881231D+04    1.9044250    0.0002686    333.265   666.735    EM
    24 -0.70864363D+04    1.6868363    0.0002380    346.352   653.648    EM
    25 -0.70849526D+04    1.4836968    0.0002094    358.495   641.505    EM
    26 -0.70836544D+04    1.2982284    0.0001832    369.717   630.283    EM
    27 -0.70825232D+04    1.1311579    0.0001597    380.061   619.939    EM
    28 -0.70815415D+04    0.9817651    0.0001386    389.575   610.425    EM
    29 -0.70806928D+04    0.8486859    0.0001198    398.314   601.686    EM
    30 -0.70799624D+04    0.7304245    0.0001032    406.328   593.672    EM
    31 -0.70793368D+04    0.6255988    0.0000884    413.668   586.332    EM
    32 -0.70788037D+04    0.5330128    0.0000753    420.382   579.618    EM
    33 -0.70783521D+04    0.4516392    0.0000638    426.515   573.485    EM
    34 -0.70779715D+04    0.3805595    0.0000538    432.108   567.892    EM
    35 -0.70766200D+04    1.3515850    0.0001910    497.553   502.447    FS
    36 -0.70762217D+04    0.3982791    0.0000563    480.891   519.109    FS
    37 -0.70761965D+04    0.0251544    0.0000036    484.701   515.299    FS
    38 -0.70761929D+04    0.0036314    0.0000005    482.973   517.027    FS
    39 -0.70761923D+04    0.0005990    0.0000001    483.646   516.354    FS
    40 -0.70761922D+04    0.0001113    0.0000000    483.358   516.642    FS
    41 -0.70761922D+04    0.0000204    0.0000000    483.479   516.521    FS
    42 -0.70761922D+04    0.0000038    0.0000000    483.427   516.573    FS
    43 -0.70761922D+04    0.0000007    0.0000000    483.449   516.551    FS
    44 -0.70761922D+04    0.0000001    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 -0.71508705D+04    0.2103982    0.0000294      6.523   993.477    EM
     4 -0.71506027D+04    0.2678226    0.0000375      7.063   992.937    EM
     5 -0.71501658D+04    0.4368536    0.0000611      8.013   991.987    EM
     6 -0.71494539D+04    0.7119033    0.0000996      9.572   990.428    EM
     7 -0.71483973D+04    1.0565574    0.0001478     11.881   988.119    EM
     8 -0.71470479D+04    1.3493974    0.0001888     14.969   985.031    EM
     9 -0.71455319D+04    1.5160868    0.0002121     18.820   981.180    EM
    10 -0.71439223D+04    1.6095645    0.0002253     23.425   976.575    EM
    11 -0.71422573D+04    1.6649793    0.0002331     28.743   971.257    EM
    12 -0.71405792D+04    1.6780676    0.0002349     34.702   965.298    EM
    13 -0.71389174D+04    1.6618311    0.0002327     41.236   958.764    EM
    14 -0.71372691D+04    1.6483620    0.0002309     48.322   951.678    EM
    15 -0.71356102D+04    1.6588386    0.0002324     55.972   944.028    EM
    16 -0.71339132D+04    1.6969684    0.0002378     64.220   935.780    EM
    17 -0.71321543D+04    1.7589760    0.0002466     73.111   926.889    EM
    18 -0.71303138D+04    1.8404888    0.0002581     82.694   917.306    EM
    19 -0.71283754D+04    1.9383736    0.0002718     93.015   906.985    EM
    20 -0.71263250D+04    2.0504357    0.0002876    104.119   895.881    EM
    21 -0.71241503D+04    2.1746531    0.0003052    116.046   883.954    EM
    22 -0.71218419D+04    2.3083984    0.0003240    128.824   871.176    EM
    23 -0.71193942D+04    2.4477233    0.0003437    142.465   857.535    EM
    24 -0.71168075D+04    2.5867189    0.0003633    156.957   843.043    EM
    25 -0.71140904D+04    2.7170773    0.0003818    172.256   827.744    EM
    26 -0.71112623D+04    2.8281298    0.0003975    188.278   811.722    EM
    27 -0.71083547D+04    2.9076182    0.0004089    204.892   795.108    EM
    28 -0.71054113D+04    2.9433963    0.0004141    221.919   778.081    EM
    29 -0.71024853D+04    2.9259677    0.0004118    239.143   760.857    EM
    30 -0.70996342D+04    2.8510614    0.0004014    256.324   743.676    EM
    31 -0.70969130D+04    2.7212682    0.0003833    273.218   726.782    EM
    32 -0.70943670D+04    2.5459590    0.0003587    289.604   710.396    EM
    33 -0.70920279D+04    2.3391261    0.0003297    305.298   694.702    EM
    34 -0.70899116D+04    2.1162424    0.0002984    320.167   679.833    EM
    35 -0.70880204D+04    1.8912175    0.0002667    334.130   665.870    EM
    36 -0.70863459D+04    1.6744717    0.0002362    347.149   652.851    EM
    37 -0.70848735D+04    1.4724499    0.0002078    359.225   640.775    EM
    38 -0.70835853D+04    1.2881640    0.0001818    370.386   629.614    EM
    39 -0.70824631D+04    1.1222186    0.0001584    380.671   619.329    EM
    40 -0.70814893D+04    0.9738359    0.0001375    390.132   609.868    EM
    41 -0.70806476D+04    0.8416466    0.0001189    398.821   601.179    EM
    42 -0.70799235D+04    0.7241687    0.0001023    406.791   593.209    EM
    43 -0.70793034D+04    0.6200432    0.0000876    414.090   585.910    EM
    44 -0.70787753D+04    0.5280930    0.0000746    420.767   579.233    EM
    45 -0.70783280D+04    0.4473048    0.0000632    426.865   573.135    EM
    46 -0.70779513D+04    0.3767652    0.0000532    432.426   567.574    EM
    47 -0.70776356D+04    0.3156122    0.0000446    437.489   562.511    EM
    48 -0.70773726D+04    0.2629963    0.0000372    442.092   557.908    EM
    49 -0.70771546D+04    0.2180706    0.0000308    446.269   553.731    EM
    50 -0.70769746D+04    0.1799947    0.0000254    450.054   549.946    EM
    51 -0.70768266D+04    0.1479488    0.0000209    453.478   546.522    EM
    52 -0.70767055D+04    0.1211507    0.0000171    456.571   543.429    EM
    53 -0.70766066D+04    0.0988711    0.0000140    459.362   540.638    EM
    54 -0.70765262D+04    0.0804443    0.0000114    461.876   538.124    EM
    55 -0.70761922D+04    0.3340104    0.0000472    483.443   516.557    QN
    56 -0.70761922D+04    0.0000000    0.0000000    483.443   516.557    EM


     Beginning Time:  04:43:28
        Ending Time:  04:43:28
       Elapsed Time:  00:00:00



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