Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  11:12 PM

INPUT INSTRUCTIONS

  TITLE:      this is an example of a LCGA for a binary
              outcome
  DATA:       FILE IS ex8.9.dat;
  VARIABLE:   NAMES ARE u1-u4;
              CLASSES = c (2);
              CATEGORICAL = u1-u4;
  ANALYSIS:   TYPE = MIXTURE;
  MODEL:
              %OVERALL%
              i s | u1@0 u2@1 u3@2 u4@3;
  OUTPUT:     TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a LCGA for a binary
outcome

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of dependent variables                                    4
Number of independent variables                                  0
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

Continuous latent variables
   I           S

Categorical latent variables
   C


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-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
Link                                                         LOGIT

Input data file(s)
  ex8.9.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.602      301.000
      Category 2    0.398      199.000
    U2
      Category 1    0.482      241.000
      Category 2    0.518      259.000
    U3
      Category 1    0.430      215.000
      Category 2    0.570      285.000
    U4
      Category 1    0.410      205.000
      Category 2    0.590      295.000


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

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

           -1272.307  415931           10
           -1272.307  399671           13
           -1272.307  76974            16
           -1272.307  608496           4



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                        5

Loglikelihood

          H0 Value                       -1272.307
          H0 Scaling Correction Factor      1.0263
            for MLR

Information Criteria

          Akaike (AIC)                    2554.614
          Bayesian (BIC)                  2575.687
          Sample-Size Adjusted BIC        2559.817
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                              6.013
          Degrees of Freedom                    10
          P-Value                           0.8142

          Likelihood Ratio Chi-Square

          Value                              6.044
          Degrees of Freedom                    10
          P-Value                           0.8116



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

    Latent
   Classes

       1        230.84734          0.46169
       2        269.15266          0.53831


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

    Latent
   Classes

       1        230.84734          0.46169
       2        269.15266          0.53831


CLASSIFICATION QUALITY

     Entropy                         0.648


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              234          0.46800
       2              266          0.53200


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

           1        2

    1   0.889    0.111
    2   0.086    0.914


MODEL RESULTS

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

Latent Class 1

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

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

 Means
    I                  0.799      0.200      3.991      0.000
    S                  1.097      0.200      5.478      0.000

 Thresholds
    U1$1               0.776      0.124      6.274      0.000
    U2$1               0.776      0.124      6.274      0.000
    U3$1               0.776      0.124      6.274      0.000
    U4$1               0.776      0.124      6.274      0.000

Latent Class 2

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

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

 Means
    I                  0.000      0.000    999.000    999.000
    S                 -0.068      0.086     -0.793      0.428

 Thresholds
    U1$1               0.776      0.124      6.274      0.000
    U2$1               0.776      0.124      6.274      0.000
    U3$1               0.776      0.124      6.274      0.000
    U4$1               0.776      0.124      6.274      0.000

Categorical Latent Variables

 Means
    C#1               -0.154      0.199     -0.773      0.439


RESULTS IN PROBABILITY SCALE

Latent Class 1

 U1
    Category 1         0.494      0.035     14.261      0.000
    Category 2         0.506      0.035     14.596      0.000
 U2
    Category 1         0.246      0.038      6.476      0.000
    Category 2         0.754      0.038     19.849      0.000
 U3
    Category 1         0.098      0.034      2.914      0.004
    Category 2         0.902      0.034     26.746      0.000
 U4
    Category 1         0.035      0.019      1.810      0.070
    Category 2         0.965      0.019     49.747      0.000

Latent Class 2

 U1
    Category 1         0.685      0.027     25.649      0.000
    Category 2         0.315      0.027     11.804      0.000
 U2
    Category 1         0.699      0.024     29.290      0.000
    Category 2         0.301      0.024     12.591      0.000
 U3
    Category 1         0.714      0.033     21.947      0.000
    Category 2         0.286      0.033      8.812      0.000
 U4
    Category 1         0.727      0.045     16.002      0.000
    Category 2         0.273      0.045      6.002      0.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class 1 Compared to Latent Class 2

 U1
    Category > 1       2.224      0.445      4.993      0.000
 U2
    Category > 1       7.130      1.179      6.048      0.000
 U3
    Category > 1      22.859      6.553      3.488      0.000
 U4
    Category > 1      73.284     33.152      2.211      0.027


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.247E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                  1             1             1             1


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                  1             1             1             1


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                  5             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR GROWTH MODEL PART


           LAMBDA(F) FOR LATENT CLASS 1
              I             S
              ________      ________
 U1                 0             0
 U2                 0             0
 U3                 0             0
 U4                 0             0


           ALPHA(F) FOR LATENT CLASS 1
              I             S
              ________      ________
 1                  2             3


           LAMBDA(F) FOR LATENT CLASS 2
              I             S
              ________      ________
 U1                 0             0
 U2                 0             0
 U3                 0             0
 U4                 0             0


           ALPHA(F) FOR LATENT CLASS 2
              I             S
              ________      ________
 1                  0             4


     STARTING VALUES FOR LATENT CLASS 1


     STARTING VALUES FOR LATENT CLASS 2


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1             -0.076        -0.076        -0.076        -0.076


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1             -0.076        -0.076        -0.076        -0.076


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


     STARTING VALUES FOR LATENT CLASS INDICATOR GROWTH MODEL PART


           LAMBDA(F) FOR CLASS LATENT CLASS 1
              I             S
              ________      ________
 U1             1.000         0.000
 U2             1.000         1.000
 U3             1.000         2.000
 U4             1.000         3.000


           ALPHA(F) FOR LATENT CLASS 1
              I             S
              ________      ________
 1              0.000         0.000


           LAMBDA(F) FOR CLASS LATENT CLASS 2
              I             S
              ________      ________
 U1             1.000         0.000
 U2             1.000         1.000
 U3             1.000         2.000
 U4             1.000         3.000


           ALPHA(F) FOR LATENT CLASS 2
              I             S
              ________      ________
 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 -0.13848500D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.13649970D+04   19.8530186    0.0143359    250.000   250.000    EM
     3 -0.13649941D+04    0.0028742    0.0000021    250.000   250.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15671768D+04    0.0000000    0.0000000    291.549   208.451    EM
     2 -0.13140242D+04  253.1525910    0.1615342    279.512   220.488    EM
     3 -0.12863778D+04   27.6463402    0.0210394    276.749   223.251    EM
     4 -0.12766936D+04    9.6842503    0.0075283    274.241   225.759    EM
     5 -0.12745859D+04    2.1076903    0.0016509    271.402   228.598    EM
     6 -0.12740464D+04    0.5394682    0.0004232    268.457   231.543    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16308427D+04    0.0000000    0.0000000     23.724   476.276    EM
     2 -0.13654386D+04  265.4041047    0.1627405     36.412   463.588    EM
     3 -0.13302878D+04   35.1508009    0.0257432     56.751   443.249    EM
     4 -0.13146924D+04   15.5954212    0.0117233     75.509   424.491    EM
     5 -0.13057091D+04    8.9832904    0.0068330     88.511   411.489    EM
     6 -0.13015765D+04    4.1325824    0.0031650     97.450   402.550    EM
     7 -0.12989866D+04    2.5898926    0.0019898    104.879   395.121    EM
     8 -0.12967189D+04    2.2677590    0.0017458    112.047   387.953    EM
     9 -0.12945681D+04    2.1507937    0.0016586    119.286   380.714    EM
    10 -0.12925264D+04    2.0417198    0.0015771    126.619   373.381    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22312986D+04    0.0000000    0.0000000    178.923   321.077    EM
     2 -0.12854372D+04  945.8614153    0.4239062    181.295   318.705    EM
     3 -0.12799910D+04    5.4461499    0.0042368    187.605   312.395    EM
     4 -0.12787273D+04    1.2637208    0.0009873    193.327   306.673    EM
     5 -0.12778387D+04    0.8885669    0.0006949    198.803   301.197    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14412424D+04    0.0000000    0.0000000    299.009   200.991    EM
     2 -0.12970603D+04  144.1821181    0.1000402    283.517   216.483    EM
     3 -0.12740776D+04   22.9826817    0.0177191    278.831   221.169    EM
     4 -0.12725877D+04    1.4899115    0.0011694    276.815   223.185    EM
     5 -0.12723878D+04    0.1998845    0.0001571    275.772   224.228    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14184495D+04    0.0000000    0.0000000    175.466   324.534    EM
     2 -0.12817060D+04  136.7435306    0.0964035    176.853   323.147    EM
     3 -0.12762815D+04    5.4244949    0.0042322    180.396   319.604    EM
     4 -0.12753731D+04    0.9083314    0.0007117    183.921   316.079    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14253573D+04    0.0000000    0.0000000    482.524    17.476    EM
     2 -0.13489634D+04   76.3938890    0.0535963    471.046    28.954    EM
     3 -0.13379725D+04   10.9908360    0.0081476    456.828    43.172    EM
     4 -0.13301033D+04    7.8692609    0.0058815    444.366    55.634    EM
     5 -0.13241780D+04    5.9252423    0.0044547    433.431    66.569    EM
     6 -0.13163578D+04    7.8202080    0.0059057    419.484    80.516    EM
     7 -0.13051061D+04   11.2517012    0.0085476    401.483    98.517    EM
     8 -0.12945810D+04   10.5251394    0.0080646    384.892   115.108    EM
     9 -0.12884560D+04    6.1249760    0.0047312    373.718   126.282    EM
    10 -0.12861567D+04    2.2992662    0.0017845    367.666   132.334    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28296694D+04    0.0000000    0.0000000      1.699   498.301    EM
     2 -0.13624540D+04 1467.2153525    0.5185112      4.133   495.867    EM
     3 -0.13587479D+04    3.7060769    0.0027201      9.742   490.258    EM
     4 -0.13511563D+04    7.5916160    0.0055872     20.426   479.574    EM
     5 -0.13398679D+04   11.2883926    0.0083546     34.780   465.220    EM
     6 -0.13298900D+04    9.9779824    0.0074470     46.950   453.050    EM
     7 -0.13250986D+04    4.7913261    0.0036028     54.054   445.946    EM
     8 -0.13227252D+04    2.3734278    0.0017911     58.857   441.143    EM
     9 -0.13182241D+04    4.5010798    0.0034029     66.282   433.718    EM
    10 -0.13114605D+04    6.7636594    0.0051309     76.320   423.680    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13647413D+04    0.0000000    0.0000000    405.547    94.453    EM
     2 -0.13013943D+04   63.3470287    0.0464169    383.328   116.672    EM
     3 -0.12895747D+04   11.8196263    0.0090823    365.190   134.810    EM
     4 -0.12831156D+04    6.4590506    0.0050087    352.879   147.121    EM
     5 -0.12803739D+04    2.7417076    0.0021368    344.849   155.151    EM
     6 -0.12790521D+04    1.3217881    0.0010323    338.937   161.063    EM
     7 -0.12780979D+04    0.9542729    0.0007461    333.890   166.110    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29948097D+04    0.0000000    0.0000000     30.597   469.403    EM
     2 -0.13672307D+04 1627.5790159    0.5434666     28.489   471.511    EM
     3 -0.13655991D+04    1.6316137    0.0011934     27.886   472.114    EM
     4 -0.13635009D+04    2.0982048    0.0015365     29.167   470.833    EM
     5 -0.13595382D+04    3.9626396    0.0029062     33.908   466.092    EM
     6 -0.13519170D+04    7.6212311    0.0056057     44.712   455.288    EM
     7 -0.13389461D+04   12.9709109    0.0095945     63.582   436.418    EM
     8 -0.13209724D+04   17.9737402    0.0134238     88.524   411.476    EM
     9 -0.13028606D+04   18.1117590    0.0137109    113.043   386.957    EM
    10 -0.12901401D+04   12.7205134    0.0097635    131.919   368.081    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23152939D+04    0.0000000    0.0000000    259.272   240.728    EM
     2 -0.12764475D+04 1038.8464179    0.4486888    254.013   245.987    EM
     3 -0.12730560D+04    3.3914758    0.0026570    251.359   248.641    EM
     4 -0.12727598D+04    0.2961907    0.0002327    249.437   250.563    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28506358D+04    0.0000000    0.0000000    352.099   147.901    EM
     2 -0.12838085D+04 1566.8272991    0.5496413    352.631   147.369    EM
     3 -0.12819638D+04    1.8447646    0.0014369    350.074   149.926    EM
     4 -0.12808431D+04    1.1206339    0.0008742    346.269   153.731    EM
     5 -0.12797932D+04    1.0499680    0.0008197    341.894   158.106    EM
     6 -0.12788118D+04    0.9813225    0.0007668    337.313   162.687    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19867998D+04    0.0000000    0.0000000    378.078   121.922    EM
     2 -0.12963237D+04  690.4760613    0.3475318    378.057   121.943    EM
     3 -0.12922059D+04    4.1178254    0.0031765    371.220   128.780    EM
     4 -0.12902092D+04    1.9966765    0.0015452    364.153   135.847    EM
     5 -0.12884103D+04    1.7988991    0.0013943    356.919   143.081    EM
     6 -0.12867405D+04    1.6698156    0.0012960    349.681   150.319    EM
     7 -0.12851897D+04    1.5507428    0.0012052    342.533   157.467    EM
     8 -0.12837561D+04    1.4336465    0.0011155    335.539   164.461    EM
     9 -0.12824385D+04    1.3176200    0.0010264    328.748   171.252    EM
    10 -0.12812352D+04    1.2032497    0.0009383    322.199   177.801    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28316158D+04    0.0000000    0.0000000    274.400   225.600    EM
     2 -0.12805908D+04 1551.0249762    0.5477526    269.862   230.138    EM
     3 -0.12744609D+04    6.1298498    0.0047867    266.189   233.811    EM
     4 -0.12736506D+04    0.8103527    0.0006358    263.168   236.832    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29273212D+04    0.0000000    0.0000000    453.534    46.466    EM
     2 -0.13589305D+04 1568.3907458    0.5357768    455.303    44.697    EM
     3 -0.13375788D+04   21.3516787    0.0157121    439.976    60.024    EM
     4 -0.13177956D+04   19.7831588    0.0147903    420.641    79.359    EM
     5 -0.13047553D+04   13.0403702    0.0098956    406.215    93.785    EM
     6 -0.12996663D+04    5.0889566    0.0039003    396.865   103.135    EM
     7 -0.12971210D+04    2.5453088    0.0019584    389.309   110.691    EM
     8 -0.12949431D+04    2.1778951    0.0016790    382.024   117.976    EM
     9 -0.12928825D+04    2.0605615    0.0015912    374.697   125.303    EM
    10 -0.12909350D+04    1.9475759    0.0015064    367.320   132.680    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19595343D+04    0.0000000    0.0000000    121.824   378.176    EM
     2 -0.12985579D+04  660.9764539    0.3373130    132.645   367.355    EM
     3 -0.12898268D+04    8.7310916    0.0067237    140.830   359.170    EM
     4 -0.12873816D+04    2.4451368    0.0018957    148.040   351.960    EM
     5 -0.12857197D+04    1.6619344    0.0012909    155.133   344.867    EM
     6 -0.12842353D+04    1.4844489    0.0011546    162.135   337.865    EM
     7 -0.12828757D+04    1.3595658    0.0010587    168.977   331.023    EM
     8 -0.12816330D+04    1.2427147    0.0009687    175.604   324.396    EM
     9 -0.12805035D+04    1.1295115    0.0008813    181.973   318.027    EM
    10 -0.12794833D+04    1.0201346    0.0007967    188.056   311.944    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28433182D+04    0.0000000    0.0000000    348.465   151.535    EM
     2 -0.13003389D+04 1542.9793120    0.5426685    339.373   160.627    EM
     3 -0.12860009D+04   14.3380013    0.0110264    326.838   173.162    EM
     4 -0.12784825D+04    7.5183799    0.0058463    317.224   182.776    EM
     5 -0.12753490D+04    3.1335036    0.0024510    310.764   189.236    EM
     6 -0.12742640D+04    1.0849695    0.0008507    306.315   193.685    EM
     7 -0.12738272D+04    0.4368198    0.0003428    302.911   197.089    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63426853D+04    0.0000000    0.0000000    487.545    12.455    EM
     2 -0.13539309D+04 4988.7543726    0.7865366    478.615    21.385    EM
     3 -0.13431496D+04   10.7813508    0.0079630    464.546    35.454    EM
     4 -0.13311711D+04   11.9784441    0.0089182    449.844    50.156    EM
     5 -0.13231098D+04    8.0613905    0.0060559    438.682    61.318    EM
     6 -0.13175126D+04    5.5971124    0.0042303    428.767    71.233    EM
     7 -0.13105917D+04    6.9209065    0.0052530    417.060    82.940    EM
     8 -0.13039978D+04    6.5939195    0.0050313    405.691    94.309    EM
     9 -0.12996118D+04    4.3860143    0.0033635    396.248   103.752    EM
    10 -0.12967546D+04    2.8572461    0.0021985    388.120   111.880    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19088628D+04    0.0000000    0.0000000    488.821    11.179    EM
     2 -0.15031674D+04  405.6954844    0.2125325    468.447    31.553    EM
     3 -0.13436663D+04  159.5010387    0.1061100    453.333    46.667    EM
     4 -0.13244133D+04   19.2530081    0.0143287    432.730    67.270    EM
     5 -0.13104215D+04   13.9917750    0.0105645    415.113    84.887    EM
     6 -0.13025701D+04    7.8514223    0.0059915    402.368    97.632    EM
     7 -0.12983900D+04    4.1801418    0.0032091    392.809   107.191    EM
     8 -0.12957010D+04    2.6890192    0.0020710    384.692   115.308    EM
     9 -0.12934993D+04    2.2016155    0.0016992    377.052   122.948    EM
    10 -0.12914933D+04    2.0060049    0.0015508    369.549   130.451    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26717289D+04    0.0000000    0.0000000    209.923   290.077    EM
     2 -0.12773325D+04 1394.3964081    0.5219079    214.469   285.531    EM
     3 -0.12753123D+04    2.0201322    0.0015815    218.863   281.137    EM
     4 -0.12748263D+04    0.4860130    0.0003811    222.771   277.229    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24618375D+04    0.0000000    0.0000000    330.658   169.342    EM
     2 -0.12887372D+04 1173.1002994    0.4765141    329.247   170.753    EM
     3 -0.12821342D+04    6.6029770    0.0051236    322.905   177.095    EM
     4 -0.12804524D+04    1.6818232    0.0013117    316.810   183.190    EM
     5 -0.12793408D+04    1.1115126    0.0008681    310.855   189.145    EM
     6 -0.12784201D+04    0.9207890    0.0007197    305.153   194.847    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


     5 -0.12723878D+04    0.1998845    0.0001571    275.772   224.228    EM
     6 -0.12723549D+04    0.0328544    0.0000258    275.087   224.913    EM
     7 -0.12723445D+04    0.0104594    0.0000082    274.552   225.448    EM
     8 -0.12723382D+04    0.0063055    0.0000050    274.095   225.905    EM
     9 -0.12723333D+04    0.0049096    0.0000039    273.688   226.312    EM
    10 -0.12723292D+04    0.0040748    0.0000032    273.319   226.681    EM
    11 -0.12723258D+04    0.0034296    0.0000027    272.983   227.017    EM
    12 -0.12723229D+04    0.0028954    0.0000023    272.674   227.326    EM
    13 -0.12723204D+04    0.0024461    0.0000019    272.390   227.610    EM
    14 -0.12723183D+04    0.0020669    0.0000016    272.129   227.871    EM
    15 -0.12723166D+04    0.0017466    0.0000014    271.890   228.110    EM
    16 -0.12723151D+04    0.0014760    0.0000012    271.669   228.331    EM
    17 -0.12723139D+04    0.0012474    0.0000010    271.467   228.533    EM
    18 -0.12723128D+04    0.0010542    0.0000008    271.280   228.720    EM
    19 -0.12723119D+04    0.0008909    0.0000007    271.109   228.891    EM
    20 -0.12723112D+04    0.0007530    0.0000006    270.952   229.048    EM
    21 -0.12723105D+04    0.0006364    0.0000005    270.807   229.193    EM
    22 -0.12723100D+04    0.0005379    0.0000004    270.674   229.326    EM
    23 -0.12723096D+04    0.0004547    0.0000004    270.551   229.449    EM
    24 -0.12723092D+04    0.0003843    0.0000003    270.439   229.561    EM
    25 -0.12723088D+04    0.0003249    0.0000003    270.335   229.665    EM
    26 -0.12723086D+04    0.0002746    0.0000002    270.240   229.760    EM
    27 -0.12723083D+04    0.0002321    0.0000002    270.153   229.847    EM
    28 -0.12723081D+04    0.0001962    0.0000002    270.072   229.928    EM
    29 -0.12723080D+04    0.0001659    0.0000001    269.998   230.002    EM
    30 -0.12723078D+04    0.0001402    0.0000001    269.930   230.070    EM
    31 -0.12723077D+04    0.0001185    0.0000001    269.867   230.133    EM
    32 -0.12723076D+04    0.0001002    0.0000001    269.810   230.190    EM
    33 -0.12723075D+04    0.0000847    0.0000001    269.757   230.243    EM
    34 -0.12723075D+04    0.0000716    0.0000001    269.708   230.292    EM
    35 -0.12723074D+04    0.0000605    0.0000000    269.664   230.336    EM
    36 -0.12723073D+04    0.0000512    0.0000000    269.622   230.378    EM
    37 -0.12723073D+04    0.0000433    0.0000000    269.585   230.415    EM
    38 -0.12723073D+04    0.0000366    0.0000000    269.550   230.450    EM
    39 -0.12723071D+04    0.0001973    0.0000002    269.199   230.801    FS
    40 -0.12723071D+04    0.0000028    0.0000000    269.158   230.842    FS
    41 -0.12723071D+04    0.0000000    0.0000000    269.153   230.847    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


     4 -0.12727598D+04    0.2961907    0.0002327    249.437   250.563    EM
     5 -0.12726657D+04    0.0941575    0.0000740    247.840   252.160    EM
     6 -0.12726070D+04    0.0586154    0.0000461    246.434   253.566    EM
     7 -0.12725607D+04    0.0463304    0.0000364    245.166   254.834    EM
     8 -0.12725220D+04    0.0387531    0.0000305    244.011   255.989    EM
     9 -0.12724892D+04    0.0327953    0.0000258    242.951   257.049    EM
    10 -0.12724614D+04    0.0278119    0.0000219    241.979   258.021    EM
    11 -0.12724378D+04    0.0235891    0.0000185    241.084   258.916    EM
    12 -0.12724178D+04    0.0200029    0.0000157    240.262   259.738    EM
    13 -0.12724008D+04    0.0169571    0.0000133    239.505   260.495    EM
    14 -0.12723864D+04    0.0143714    0.0000113    238.810   261.190    EM
    15 -0.12723743D+04    0.0121771    0.0000096    238.170   261.830    EM
    16 -0.12723639D+04    0.0103157    0.0000081    237.581   262.419    EM
    17 -0.12723552D+04    0.0087371    0.0000069    237.039   262.961    EM
    18 -0.12723478D+04    0.0073989    0.0000058    236.542   263.458    EM
    19 -0.12723415D+04    0.0062647    0.0000049    236.084   263.916    EM
    20 -0.12723362D+04    0.0053037    0.0000042    235.662   264.338    EM
    21 -0.12723317D+04    0.0044895    0.0000035    235.275   264.725    EM
    22 -0.12723279D+04    0.0037999    0.0000030    234.919   265.081    EM
    23 -0.12723247D+04    0.0032159    0.0000025    234.591   265.409    EM
    24 -0.12723220D+04    0.0027215    0.0000021    234.290   265.710    EM
    25 -0.12723197D+04    0.0023028    0.0000018    234.013   265.987    EM
    26 -0.12723178D+04    0.0019485    0.0000015    233.758   266.242    EM
    27 -0.12723161D+04    0.0016485    0.0000013    233.524   266.476    EM
    28 -0.12723147D+04    0.0013946    0.0000011    233.309   266.691    EM
    29 -0.12723135D+04    0.0011798    0.0000009    233.111   266.889    EM
    30 -0.12723125D+04    0.0009980    0.0000008    232.928   267.072    EM
    31 -0.12723117D+04    0.0008442    0.0000007    232.761   267.239    EM
    32 -0.12723110D+04    0.0007141    0.0000006    232.607   267.393    EM
    33 -0.12723104D+04    0.0006040    0.0000005    232.465   267.535    EM
    34 -0.12723099D+04    0.0005109    0.0000004    232.335   267.665    EM
    35 -0.12723094D+04    0.0004321    0.0000003    232.215   267.785    EM
    36 -0.12723091D+04    0.0003654    0.0000003    232.105   267.895    EM
    37 -0.12723071D+04    0.0019724    0.0000016    230.993   269.007    FS
    38 -0.12723071D+04    0.0000293    0.0000000    230.866   269.134    FS
    39 -0.12723071D+04    0.0000004    0.0000000    230.850   269.150    FS
    40 -0.12723071D+04    0.0000000    0.0000000    230.848   269.152    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


     4 -0.12736506D+04    0.8103527    0.0006358    263.168   236.832    EM
     5 -0.12733784D+04    0.2722032    0.0002137    260.505   239.495    EM
     6 -0.12732071D+04    0.1712547    0.0001345    258.105   241.895    EM
     7 -0.12730707D+04    0.1363848    0.0001071    255.918   244.082    EM
     8 -0.12729560D+04    0.1147639    0.0000901    253.913   246.087    EM
     9 -0.12728584D+04    0.0976052    0.0000767    252.070   247.930    EM
    10 -0.12727752D+04    0.0831300    0.0000653    250.374   249.626    EM
    11 -0.12727045D+04    0.0707740    0.0000556    248.813   251.187    EM
    12 -0.12726443D+04    0.0602137    0.0000473    247.375   252.625    EM
    13 -0.12725931D+04    0.0511950    0.0000402    246.052   253.948    EM
    14 -0.12725496D+04    0.0435010    0.0000342    244.834   255.166    EM
    15 -0.12725126D+04    0.0369437    0.0000290    243.712   256.288    EM
    16 -0.12724813D+04    0.0313601    0.0000246    242.680   257.320    EM
    17 -0.12724546D+04    0.0266093    0.0000209    241.731   258.269    EM
    18 -0.12724321D+04    0.0225700    0.0000177    240.857   259.143    EM
    19 -0.12724129D+04    0.0191376    0.0000150    240.053   259.947    EM
    20 -0.12723967D+04    0.0162225    0.0000127    239.313   260.687    EM
    21 -0.12723830D+04    0.0137479    0.0000108    238.633   261.367    EM
    22 -0.12723713D+04    0.0116481    0.0000092    238.007   261.993    EM
    23 -0.12723615D+04    0.0098670    0.0000078    237.431   262.569    EM
    24 -0.12723531D+04    0.0083567    0.0000066    236.902   263.098    EM
    25 -0.12723460D+04    0.0070765    0.0000056    236.415   263.585    EM
    26 -0.12723400D+04    0.0059915    0.0000047    235.967   264.033    EM
    27 -0.12723350D+04    0.0050722    0.0000040    235.555   264.445    EM
    28 -0.12723307D+04    0.0042934    0.0000034    235.177   264.823    EM
    29 -0.12723270D+04    0.0036338    0.0000029    234.828   265.172    EM
    30 -0.12723240D+04    0.0030753    0.0000024    234.508   265.492    EM
    31 -0.12723214D+04    0.0026024    0.0000020    234.214   265.786    EM
    32 -0.12723192D+04    0.0022020    0.0000017    233.943   266.057    EM
    33 -0.12723173D+04    0.0018631    0.0000015    233.694   266.306    EM
    34 -0.12723157D+04    0.0015763    0.0000012    233.465   266.535    EM
    35 -0.12723144D+04    0.0013335    0.0000010    233.254   266.746    EM
    36 -0.12723133D+04    0.0011281    0.0000009    233.060   266.940    EM
    37 -0.12723072D+04    0.0060916    0.0000048    231.102   268.898    FS
    38 -0.12723071D+04    0.0000938    0.0000001    230.879   269.121    FS
    39 -0.12723071D+04    0.0000014    0.0000000    230.851   269.149    FS
    40 -0.12723071D+04    0.0000000    0.0000000    230.848   269.152    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


     7 -0.12738272D+04    0.4368198    0.0003428    302.911   197.089    EM
     8 -0.12735665D+04    0.2607215    0.0002047    300.055   199.945    EM
     9 -0.12733669D+04    0.1995858    0.0001567    297.533   202.467    EM
    10 -0.12732018D+04    0.1650575    0.0001296    295.250   204.750    EM
    11 -0.12730629D+04    0.1389362    0.0001091    293.162   206.838    EM
    12 -0.12729455D+04    0.1173560    0.0000922    291.244   208.756    EM
    13 -0.12728464D+04    0.0991735    0.0000779    289.478   210.522    EM
    14 -0.12727626D+04    0.0837979    0.0000658    287.852   212.148    EM
    15 -0.12726918D+04    0.0707926    0.0000556    286.355   213.645    EM
    16 -0.12726320D+04    0.0597960    0.0000470    284.977   215.023    EM
    17 -0.12725815D+04    0.0505016    0.0000397    283.708   216.292    EM
    18 -0.12725388D+04    0.0426486    0.0000335    282.541   217.459    EM
    19 -0.12725028D+04    0.0360151    0.0000283    281.466   218.534    EM
    20 -0.12724724D+04    0.0304127    0.0000239    280.477   219.523    EM
    21 -0.12724467D+04    0.0256819    0.0000202    279.567   220.433    EM
    22 -0.12724250D+04    0.0216873    0.0000170    278.730   221.270    EM
    23 -0.12724067D+04    0.0183146    0.0000144    277.960   222.040    EM
    24 -0.12723912D+04    0.0154670    0.0000122    277.252   222.748    EM
    25 -0.12723782D+04    0.0130627    0.0000103    276.600   223.400    EM
    26 -0.12723671D+04    0.0110327    0.0000087    276.001   223.999    EM
    27 -0.12723578D+04    0.0093186    0.0000073    275.450   224.550    EM
    28 -0.12723500D+04    0.0078712    0.0000062    274.944   225.056    EM
    29 -0.12723433D+04    0.0066490    0.0000052    274.478   225.522    EM
    30 -0.12723377D+04    0.0056169    0.0000044    274.049   225.951    EM
    31 -0.12723329D+04    0.0047452    0.0000037    273.655   226.345    EM
    32 -0.12723289D+04    0.0040090    0.0000032    273.293   226.707    EM
    33 -0.12723255D+04    0.0033872    0.0000027    272.960   227.040    EM
    34 -0.12723227D+04    0.0028620    0.0000022    272.653   227.347    EM
    35 -0.12723203D+04    0.0024183    0.0000019    272.371   227.629    EM
    36 -0.12723182D+04    0.0020435    0.0000016    272.112   227.888    EM
    37 -0.12723165D+04    0.0017268    0.0000014    271.874   228.126    EM
    38 -0.12723072D+04    0.0092892    0.0000073    269.473   230.527    FS
    39 -0.12723071D+04    0.0001366    0.0000001    269.191   230.809    FS
    40 -0.12723071D+04    0.0000019    0.0000000    269.157   230.843    FS
    41 -0.12723071D+04    0.0000000    0.0000000    269.153   230.847    FS


     Beginning Time:  23:12:40
        Ending Time:  23:12:41
       Elapsed Time:  00:00:01



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