Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:49 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  107446           12
           -7076.192  415931           10
           -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                  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             0.776
 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              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             0.776
 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              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 -0.99744015D+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 -0.77839350D+04 7524.5342253    0.4915275      0.000  1000.000    EM
     3 -0.13355009D+05 ************   -0.7157143      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 -0.81385434D+04 ************    0.7849058    170.518   829.482    EM
     3 -0.81203325D+04   18.2109509    0.0022376    181.931   818.069    EM
     4 -0.81132200D+04    7.1124253    0.0008759    194.302   805.698    EM
     5 -0.81089753D+04    4.2447448    0.0005232    207.297   792.703    EM
     6 -0.81058566D+04    3.1186806    0.0003846    220.680   779.320    EM
     7 -0.81031531D+04    2.7034942    0.0003335    234.303   765.697    EM
     8 -0.81005605D+04    2.5926227    0.0003200    248.189   751.811    EM
     9 -0.80979642D+04    2.5962563    0.0003205    262.300   737.700    EM
    10 -0.80953247D+04    2.6395684    0.0003260    276.569   723.431    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 -0.78066119D+04 ************    0.6901549      0.000  1000.000    EM
     3 -0.77975853D+04    9.0265603    0.0011563      0.000  1000.000    EM
     4 -0.77899880D+04    7.5973447    0.0009743      0.000  1000.000    EM
     5 -0.77849809D+04    5.0071175    0.0006428      0.000  1000.000    EM
     6 -0.77816592D+04    3.3216875    0.0004267      0.000  1000.000    EM
     7 -0.77805737D+04    1.0854977    0.0001395      0.000  1000.000    EM
     8 -0.77792309D+04    1.3428135    0.0001726      0.000  1000.000    EM
     9 -0.77787681D+04    0.4628061    0.0000595      0.000  1000.000    EM
    10 -0.77785942D+04    0.1738597    0.0000224      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 -0.77836152D+04 ************    0.7837997      0.000  1000.000    EM
     3 -0.14759037D+05 ************   -0.8961674      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    0.2103999    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 -0.87834596D+04 ************    0.7373418    163.322   836.678    EM
     3 -0.87661453D+04   17.3143318    0.0019712    166.505   833.495    EM
     4 -0.87613416D+04    4.8036758    0.0005480    169.275   830.725    EM
     5 -0.87588126D+04    2.5290153    0.0002887    171.567   828.433    EM
     6 -0.87570954D+04    1.7171847    0.0001961    173.672   826.328    EM
     7 -0.87558149D+04    1.2805218    0.0001462    175.729   824.271    EM
     8 -0.87548152D+04    0.9997262    0.0001142    177.711   822.289    EM
     9 -0.87539883D+04    0.8268815    0.0000944    179.780   820.220    EM
    10 -0.87532626D+04    0.7256954    0.0000829    181.914   818.086    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 -0.86896036D+04 ************    0.6620222     92.674   907.326    EM
     3 -0.86688371D+04   20.7665409    0.0023898     91.788   908.212    EM
     4 -0.86657286D+04    3.1084641    0.0003586     91.608   908.392    EM
     5 -0.86640483D+04    1.6803531    0.0001939     90.776   909.224    EM
     6 -0.86626088D+04    1.4394930    0.0001661     90.167   909.833    EM
     7 -0.86617328D+04    0.8759831    0.0001011     89.688   910.312    EM
     8 -0.86611685D+04    0.5643189    0.0000652     89.337   910.663    EM
     9 -0.86607537D+04    0.4147940    0.0000479     89.124   910.876    EM
    10 -0.86603211D+04    0.4325980    0.0000499     88.887   911.113    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 -0.76916298D+04   19.0358152    0.0024688    267.608   732.392    EM
     4 -0.76873182D+04    4.3115969    0.0005606    270.526   729.474    EM
     5 -0.76852897D+04    2.0285207    0.0002639    273.805   726.195    EM
     6 -0.76840743D+04    1.2153770    0.0001581    277.023   722.977    EM
     7 -0.76833103D+04    0.7640508    0.0000994    280.369   719.631    EM
     8 -0.76825564D+04    0.7538994    0.0000981    283.749   716.251    EM
     9 -0.76819560D+04    0.6003940    0.0000782    287.023   712.977    EM
    10 -0.76815012D+04    0.4547464    0.0000592    290.328   709.672    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    0.0478611    0.0000068    498.541   501.459    EM
    19 -0.70763299D+04    0.0374481    0.0000053    496.851   503.149    EM
    20 -0.70763005D+04    0.0293400    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    0.0142118    0.0000020    491.806   508.194    EM
    24 -0.70762341D+04    0.0111843    0.0000016    490.880   509.120    EM
    25 -0.70762253D+04    0.0088094    0.0000012    490.057   509.943    EM
    26 -0.70762183D+04    0.0069441    0.0000010    489.326   510.674    EM
    27 -0.70762128D+04    0.0054776    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    0.0026986    0.0000004    487.131   512.869    EM
    31 -0.70762003D+04    0.0021332    0.0000003    486.726   513.274    EM
    32 -0.70761986D+04    0.0016870    0.0000002    486.365   513.635    EM
    33 -0.70761972D+04    0.0013346    0.0000002    486.044   513.956    EM
    34 -0.70761962D+04    0.0010561    0.0000001    485.758   514.242    EM
    35 -0.70761953D+04    0.0008360    0.0000001    485.504   514.496    EM
    36 -0.70761924D+04    0.0029798    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    1.3515849    0.0001910    497.553   502.447    FS
    36 -0.70762217D+04    0.3982793    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    0.2103999    0.0000294      6.523   993.477    EM
     4 -0.71506026D+04    0.2678357    0.0000375      7.063   992.937    EM
     5 -0.71501657D+04    0.4368765    0.0000611      8.014   991.986    EM
     6 -0.71494538D+04    0.7119346    0.0000996      9.572   990.428    EM
     7 -0.71483972D+04    1.0565930    0.0001478     11.882   988.118    EM
     8 -0.71470478D+04    1.3494207    0.0001888     14.969   985.031    EM
     9 -0.71455317D+04    1.5160990    0.0002121     18.820   981.180    EM
    10 -0.71439221D+04    1.6095720    0.0002253     23.425   976.575    EM
    11 -0.71422571D+04    1.6649843    0.0002331     28.744   971.256    EM
    12 -0.71405791D+04    1.6780658    0.0002349     34.703   965.297    EM
    13 -0.71389172D+04    1.6618289    0.0002327     41.237   958.763    EM
    14 -0.71372689D+04    1.6483623    0.0002309     48.323   951.677    EM
    15 -0.71356100D+04    1.6588404    0.0002324     55.972   944.028    EM
    16 -0.71339131D+04    1.6969743    0.0002378     64.221   935.779    EM
    17 -0.71321541D+04    1.7589822    0.0002466     73.112   926.888    EM
    18 -0.71303136D+04    1.8404988    0.0002581     82.695   917.305    EM
    19 -0.71283752D+04    1.9383808    0.0002719     93.016   906.984    EM
    20 -0.71263248D+04    2.0504491    0.0002876    104.121   895.879    EM
    21 -0.71241501D+04    2.1746641    0.0003052    116.048   883.952    EM
    22 -0.71218417D+04    2.3084097    0.0003240    128.825   871.175    EM
    23 -0.71193939D+04    2.4477424    0.0003437    142.466   857.534    EM
    24 -0.71168072D+04    2.5867322    0.0003633    156.958   843.042    EM
    25 -0.71140901D+04    2.7170907    0.0003818    172.258   827.742    EM
    26 -0.71112620D+04    2.8281365    0.0003975    188.280   811.720    EM
    27 -0.71083544D+04    2.9076238    0.0004089    204.894   795.106    EM
    28 -0.71054110D+04    2.9433910    0.0004141    221.921   778.079    EM
    29 -0.71024850D+04    2.9259680    0.0004118    239.145   760.855    EM
    30 -0.70996340D+04    2.8510438    0.0004014    256.326   743.674    EM
    31 -0.70969127D+04    2.7212495    0.0003833    273.220   726.780    EM
    32 -0.70943668D+04    2.5459369    0.0003587    289.605   710.395    EM
    33 -0.70920277D+04    2.3391051    0.0003297    305.300   694.700    EM
    34 -0.70899114D+04    2.1162203    0.0002984    320.169   679.831    EM
    35 -0.70880203D+04    1.8911893    0.0002667    334.131   665.869    EM
    36 -0.70863458D+04    1.6744510    0.0002362    347.150   652.850    EM
    37 -0.70848734D+04    1.4724321    0.0002078    359.226   640.774    EM
    38 -0.70835852D+04    1.2881488    0.0001818    370.387   629.613    EM
    39 -0.70824630D+04    1.1222035    0.0001584    380.672   619.328    EM
    40 -0.70814892D+04    0.9738233    0.0001375    390.133   609.867    EM
    41 -0.70806476D+04    0.8416357    0.0001189    398.822   601.178    EM
    42 -0.70799234D+04    0.7241604    0.0001023    406.791   593.209    EM
    43 -0.70793034D+04    0.6200353    0.0000876    414.091   585.909    EM
    44 -0.70787753D+04    0.5280854    0.0000746    420.767   579.233    EM
    45 -0.70783280D+04    0.4472979    0.0000632    426.865   573.135    EM
    46 -0.70779512D+04    0.3767599    0.0000532    432.427   567.573    EM
    47 -0.70776356D+04    0.3156070    0.0000446    437.490   562.510    EM
    48 -0.70773726D+04    0.2629918    0.0000372    442.093   557.907    EM
    49 -0.70771546D+04    0.2180668    0.0000308    446.270   553.730    EM
    50 -0.70769746D+04    0.1799915    0.0000254    450.054   549.946    EM
    51 -0.70768266D+04    0.1479458    0.0000209    453.478   546.522    EM
    52 -0.70767055D+04    0.1211481    0.0000171    456.571   543.429    EM
    53 -0.70766066D+04    0.0988691    0.0000140    459.362   540.638    EM
    54 -0.70765262D+04    0.0804429    0.0000114    461.876   538.124    EM
    55 -0.70761922D+04    0.3340050    0.0000472    483.443   516.557    QN
    56 -0.70761922D+04    0.0000000    0.0000000    483.443   516.557    EM


     Beginning Time:  17:49:35
        Ending Time:  17:49:35
       Elapsed Time:  00:00:00



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