Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:56 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a LCA with binary latent class indicators
  using automatic starting values with random starts
  with a covariate and a direct effect
  DATA:	FILE IS ex7.12.dat;
  VARIABLE:	NAMES ARE u1-u4 x;
  	CLASSES = c (2);
  	CATEGORICAL = u1-u4;
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:	
  	%OVERALL%
  	c ON x;
  	u4 ON x;
  OUTPUT:	TECH1 TECH8;




INPUT READING TERMINATED NORMALLY



this is an example of a LCA with binary latent class indicators
using automatic starting values with random starts
with a covariate and a direct effect

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

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

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

Observed independent variables
   X

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)
  ex7.12.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.490      245.000
      Category 2    0.510      255.000
    U2
      Category 1    0.476      238.000
      Category 2    0.524      262.000
    U3
      Category 1    0.514      257.000
      Category 2    0.486      243.000
    U4
      Category 1    0.536      268.000
      Category 2    0.464      232.000


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:

           -1255.396  253358           2
           -1255.396  68985            17
           -1255.396  650371           14
           -1255.396  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                       11

Loglikelihood

          H0 Value                       -1255.396
          H0 Scaling Correction Factor      0.9995
            for MLR

Information Criteria

          Akaike (AIC)                    2532.793
          Bayesian (BIC)                  2579.153
          Sample-Size Adjusted BIC        2544.239
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        250.72304          0.50145
       2        249.27696          0.49855


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

    Latent
   Classes

       1        250.72303          0.50145
       2        249.27697          0.49855


CLASSIFICATION QUALITY

     Entropy                         0.586


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              252          0.50400
       2              248          0.49600


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

           1        2

    1   0.878    0.122
    2   0.118    0.882


MODEL RESULTS

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

Latent Class 1

 U4         ON
    X                  0.579      0.128      4.510      0.000

 Thresholds
    U1$1              -1.452      0.291     -4.985      0.000
    U2$1              -1.172      0.217     -5.389      0.000
    U3$1               1.083      0.201      5.399      0.000
    U4$1               0.958      0.202      4.752      0.000

Latent Class 2

 U4         ON
    X                  0.579      0.128      4.510      0.000

 Thresholds
    U1$1               1.337      0.245      5.447      0.000
    U2$1               0.929      0.197      4.705      0.000
    U3$1              -0.946      0.205     -4.621      0.000
    U4$1              -0.663      0.212     -3.129      0.002

Categorical Latent Variables

 C#1        ON
    X                 -1.025      0.151     -6.787      0.000

 Intercepts
    C#1               -0.067      0.239     -0.279      0.780


LOGISTIC REGRESSION ODDS RATIO RESULTS

Latent Class 1

 U4         ON
    X                  1.784

Latent Class 2

 U4         ON
    X                  1.784

Categorical Latent Variables

 C#1      ON
    X                  0.359


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X                  1.025      0.151      6.787      0.000

 Intercepts
    C#2                0.067      0.239      0.279      0.780


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.762E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           LAMBDA(U)
              C#1           C#2
              ________      ________
 U1                 1             2
 U2                 3             4
 U3                 5             6
 U4                 7             8


           KAPPA(U) FOR LATENT CLASS 1
              X
              ________
 U1                 0
 U2                 0
 U3                 0
 U4                 9


           KAPPA(U) FOR LATENT CLASS 2
              X
              ________
 U1                 0
 U2                 0
 U3                 0
 U4                 9


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 10             0


           GAMMA(C)
              X
              ________
 C#1               11
 C#2                0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.508


     STARTING VALUES FOR LATENT CLASS 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.508


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           LAMBDA(U)
              C#1           C#2
              ________      ________
 U1             1.040        -0.960
 U2             1.096        -0.904
 U3             0.944        -1.056
 U4             0.856        -1.144


           KAPPA(U) FOR LATENT CLASS 1
              X
              ________
 U1             0.000
 U2             0.000
 U3             0.000
 U4             0.000


           KAPPA(U) FOR LATENT CLASS 2
              X
              ________
 U1             0.000
 U2             0.000
 U3             0.000
 U4             0.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              X
              ________
 C#1            0.000
 C#2            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 -0.14760069D+04    0.0000000    0.0000000    251.365   248.635    EM
     2 -0.13584965D+04  117.5104070    0.0796137    251.386   248.614    EM
     3 -0.13484955D+04   10.0009940    0.0073618    251.515   248.485    EM
     4 -0.13394010D+04    9.0945362    0.0067442    251.431   248.569    EM
     5 -0.13219119D+04   17.4891169    0.0130574    251.160   248.840    EM
     6 -0.12931851D+04   28.7268123    0.0217313    250.890   249.110    EM
     7 -0.12680070D+04   25.1781079    0.0194698    250.790   249.210    EM
     8 -0.12579493D+04   10.0576272    0.0079318    250.752   249.248    EM
     9 -0.12558278D+04    2.1215692    0.0016865    250.720   249.280    EM
    10 -0.12554827D+04    0.3450390    0.0002748    250.704   249.296    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16899513D+04    0.0000000    0.0000000    330.192   169.808    EM
     2 -0.14283207D+04  261.6306821    0.1548155    359.425   140.575    EM
     3 -0.13099051D+04  118.4155787    0.0829055    354.921   145.079    EM
     4 -0.12981255D+04   11.7796084    0.0089927    349.771   150.229    EM
     5 -0.12869226D+04   11.2028539    0.0086300    342.388   157.612    EM
     6 -0.12764270D+04   10.4955747    0.0081556    332.880   167.120    EM
     7 -0.12680295D+04    8.3975741    0.0065790    322.981   177.019    EM
     8 -0.12629478D+04    5.0816396    0.0040075    314.275   185.725    EM
     9 -0.12603667D+04    2.5811377    0.0020437    306.968   193.032    EM
    10 -0.12590084D+04    1.3582849    0.0010777    300.737   199.263    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26778137D+04    0.0000000    0.0000000    274.483   225.517    EM
     2 -0.12569082D+04 1420.9054722    0.5306215    269.600   230.400    EM
     3 -0.12559636D+04    0.9446035    0.0007515    267.615   232.385    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23839341D+04    0.0000000    0.0000000    336.046   163.954    EM
     2 -0.13036741D+04 1080.2600515    0.4531417    324.871   175.129    EM
     3 -0.12779619D+04   25.7121736    0.0197229    317.082   182.918    EM
     4 -0.12666371D+04   11.3247706    0.0088616    310.156   189.844    EM
     5 -0.12618547D+04    4.7823992    0.0037757    303.936   196.064    EM
     6 -0.12594977D+04    2.3570784    0.0018679    298.321   201.679    EM
     7 -0.12582376D+04    1.2600550    0.0010004    293.284   206.716    EM
     8 -0.12575010D+04    0.7365797    0.0005854    288.778   211.222    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21758986D+04    0.0000000    0.0000000    445.493    54.507    EM
     2 -0.13347921D+04  841.1064246    0.3865559    439.594    60.406    EM
     3 -0.13182726D+04   16.5195289    0.0123761    427.631    72.369    EM
     4 -0.13044706D+04   13.8020386    0.0104698    412.999    87.001    EM
     5 -0.12931925D+04   11.2780111    0.0086457    397.356   102.644    EM
     6 -0.12834879D+04    9.7046436    0.0075044    381.686   118.314    EM
     7 -0.12758981D+04    7.5898067    0.0059134    367.399   132.601    EM
     8 -0.12708242D+04    5.0738526    0.0039767    355.045   144.955    EM
     9 -0.12674814D+04    3.3428422    0.0026305    344.263   155.737    EM
    10 -0.12650642D+04    2.4171560    0.0019071    334.648   165.352    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18628104D+04    0.0000000    0.0000000    110.315   389.685    EM
     2 -0.13611453D+04  501.6650407    0.2693055     57.682   442.318    EM
     3 -0.13464859D+04   14.6594388    0.0107699     57.230   442.770    EM
     4 -0.13428529D+04    3.6329436    0.0026981     58.999   441.001    EM
     5 -0.13365124D+04    6.3405536    0.0047217     64.456   435.544    EM
     6 -0.13249358D+04   11.5766268    0.0086618     75.061   424.939    EM
     7 -0.13088976D+04   16.0381858    0.0121049     89.942   410.058    EM
     8 -0.12936586D+04   15.2390112    0.0116426    106.212   393.788    EM
     9 -0.12822552D+04   11.4033755    0.0088148    121.893   378.107    EM
    10 -0.12746239D+04    7.6312561    0.0059514    135.766   364.234    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28412652D+04    0.0000000    0.0000000    433.856    66.144    EM
     2 -0.13641712D+04 1477.0939968    0.5198719    449.627    50.373    EM
     3 -0.13544758D+04    9.6954486    0.0071072    455.124    44.876    EM
     4 -0.13504224D+04    4.0533957    0.0029926    458.147    41.853    EM
     5 -0.13484897D+04    1.9326962    0.0014312    459.788    40.212    EM
     6 -0.13474170D+04    1.0726244    0.0007954    460.586    39.414    EM
     7 -0.13465468D+04    0.8702485    0.0006459    460.658    39.342    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20392539D+04    0.0000000    0.0000000    176.070   323.930    EM
     2 -0.12666811D+04  772.5727652    0.3788507    176.339   323.661    EM
     3 -0.12633214D+04    3.3597332    0.0026524    180.239   319.761    EM
     4 -0.12620526D+04    1.2687541    0.0010043    184.469   315.531    EM
     5 -0.12610149D+04    1.0377417    0.0008223    188.898   311.102    EM
     6 -0.12600822D+04    0.9326435    0.0007396    193.407   306.593    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20566136D+04    0.0000000    0.0000000    125.320   374.680    EM
     2 -0.13336345D+04  722.9791578    0.3515386    126.975   373.025    EM
     3 -0.13000355D+04   33.5989683    0.0251935    136.044   363.956    EM
     4 -0.12831087D+04   16.9267563    0.0130202    143.036   356.964    EM
     5 -0.12775181D+04    5.5905992    0.0043571    147.094   352.906    EM
     6 -0.12752735D+04    2.2446654    0.0017571    150.702   349.298    EM
     7 -0.12728072D+04    2.4662812    0.0019339    155.681   344.319    EM
     8 -0.12696700D+04    3.1371490    0.0024647    162.313   337.687    EM
     9 -0.12664248D+04    3.2452798    0.0025560    169.881   330.119    EM
    10 -0.12636805D+04    2.7442945    0.0021670    177.553   322.447    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23517241D+04    0.0000000    0.0000000     39.464   460.536    EM
     2 -0.13211183D+04 1030.6058071    0.4382341     55.213   444.787    EM
     3 -0.12968944D+04   24.2239147    0.0183359     78.901   421.099    EM
     4 -0.12867424D+04   10.1520413    0.0078280     91.428   408.572    EM
     5 -0.12834632D+04    3.2791875    0.0025484     99.267   400.733    EM
     6 -0.12813700D+04    2.0931749    0.0016309    105.924   394.076    EM
     7 -0.12790233D+04    2.3466686    0.0018314    113.076   386.924    EM
     8 -0.12761987D+04    2.8246778    0.0022085    121.279   378.721    EM
     9 -0.12731596D+04    3.0390341    0.0023813    130.266   369.734    EM
    10 -0.12702967D+04    2.8629081    0.0022487    139.452   360.548    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30390340D+04    0.0000000    0.0000000    374.671   125.329    EM
     2 -0.13310512D+04 1707.9827973    0.5620150    372.481   127.519    EM
     3 -0.12986706D+04   32.3805984    0.0243271    361.167   138.833    EM
     4 -0.12804719D+04   18.1986824    0.0140133    350.562   149.438    EM
     5 -0.12721274D+04    8.3445605    0.0065168    341.218   158.782    EM
     6 -0.12672951D+04    4.8322711    0.0037986    332.203   167.797    EM
     7 -0.12639552D+04    3.3398929    0.0026355    323.725   176.275    EM
     8 -0.12617354D+04    2.2197603    0.0017562    316.027   183.973    EM
     9 -0.12602514D+04    1.4840253    0.0011762    309.116   190.884    EM
    10 -0.12591963D+04    1.0551393    0.0008372    302.925   197.075    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17509453D+04    0.0000000    0.0000000    181.109   318.891    EM
     2 -0.13716698D+04  379.2754322    0.2166118    175.170   324.830    EM
     3 -0.13507144D+04   20.9554513    0.0152773    175.010   324.990    EM
     4 -0.13419874D+04    8.7270330    0.0064610    177.185   322.815    EM
     5 -0.13296339D+04   12.3534224    0.0092053    182.671   317.329    EM
     6 -0.13077866D+04   21.8473471    0.0164311    191.704   308.296    EM
     7 -0.12819234D+04   25.8632122    0.0197763    201.080   298.920    EM
     8 -0.12654300D+04   16.4934121    0.0128661    208.177   291.823    EM
     9 -0.12591789D+04    6.2510518    0.0049399    213.332   286.668    EM
    10 -0.12572989D+04    1.8800445    0.0014931    217.405   282.595    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16738751D+04    0.0000000    0.0000000    229.024   270.976    EM
     2 -0.13425885D+04  331.2866479    0.1979160    206.633   293.367    EM
     3 -0.13075028D+04   35.0856578    0.0261328    211.276   288.724    EM
     4 -0.12811997D+04   26.3031249    0.0201171    215.989   284.011    EM
     5 -0.12666856D+04   14.5141574    0.0113286    220.249   279.751    EM
     6 -0.12602559D+04    6.4296418    0.0050760    224.132   275.868    EM
     7 -0.12575511D+04    2.7048299    0.0021463    227.429   272.571    EM
     8 -0.12564586D+04    1.0924665    0.0008687    230.173   269.827    EM
     9 -0.12560074D+04    0.4512023    0.0003591    232.484   267.516    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18876945D+04    0.0000000    0.0000000    167.826   332.174    EM
     2 -0.12724349D+04  615.2595977    0.3259318    170.588   329.412    EM
     3 -0.12635886D+04    8.8463356    0.0069523    177.868   322.132    EM
     4 -0.12612027D+04    2.3858771    0.0018882    184.483   315.517    EM
     5 -0.12599294D+04    1.2733668    0.0010096    190.556   309.444    EM
     6 -0.12590663D+04    0.8630870    0.0006850    196.110   303.890    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30554903D+04    0.0000000    0.0000000    242.689   257.311    EM
     2 -0.13122103D+04 1743.2799872    0.5705402    241.870   258.130    EM
     3 -0.12693338D+04   42.8765030    0.0326750    242.537   257.463    EM
     4 -0.12586986D+04   10.6351886    0.0083786    243.403   256.597    EM
     5 -0.12562176D+04    2.4810428    0.0019711    244.187   255.813    EM
     6 -0.12556436D+04    0.5739792    0.0004569    244.881   255.119    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19361400D+04    0.0000000    0.0000000    264.572   235.428    EM
     2 -0.15997054D+04  336.4346287    0.1737656    297.002   202.998    EM
     3 -0.12692153D+04  330.4901207    0.2065944    296.080   203.920    EM
     4 -0.12625110D+04    6.7042815    0.0052822    290.702   209.298    EM
     5 -0.12594567D+04    3.0542752    0.0024192    285.898   214.102    EM
     6 -0.12577661D+04    1.6906678    0.0013424    281.725   218.275    EM
     7 -0.12568677D+04    0.8983337    0.0007142    278.141   221.859    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17899324D+04    0.0000000    0.0000000    220.161   279.839    EM
     2 -0.13550714D+04  434.8610563    0.2429483    227.631   272.369    EM
     3 -0.13398817D+04   15.1896621    0.0112095    229.310   270.690    EM
     4 -0.13271978D+04   12.6839256    0.0094665    230.834   269.166    EM
     5 -0.13120653D+04   15.1324811    0.0114018    231.762   268.238    EM
     6 -0.12944161D+04   17.6491543    0.0134514    232.450   267.550    EM
     7 -0.12774293D+04   16.9868689    0.0131232    233.617   266.383    EM
     8 -0.12650537D+04   12.3755472    0.0096879    235.353   264.647    EM
     9 -0.12587506D+04    6.3030837    0.0049825    237.157   262.843    EM
    10 -0.12564893D+04    2.2613711    0.0017965    238.723   261.277    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.35687975D+04    0.0000000    0.0000000    226.391   273.609    EM
     2 -0.13252714D+04 2243.5261533    0.6286504    229.917   270.083    EM
     3 -0.13045443D+04   20.7271244    0.0156399    229.966   270.034    EM
     4 -0.12912838D+04   13.2604794    0.0101648    229.598   270.402    EM
     5 -0.12789552D+04   12.3286208    0.0095476    229.558   270.442    EM
     6 -0.12678168D+04   11.1383804    0.0087090    230.317   269.683    EM
     7 -0.12607277D+04    7.0890563    0.0055915    231.547   268.453    EM
     8 -0.12574907D+04    3.2370536    0.0025676    232.939   267.061    EM
     9 -0.12562843D+04    1.2064151    0.0009594    234.362   265.638    EM
    10 -0.12558483D+04    0.4359420    0.0003470    235.747   264.253    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30584163D+04    0.0000000    0.0000000     51.483   448.517    EM
     2 -0.13224402D+04 1735.9761010    0.5676062     66.263   433.737    EM
     3 -0.12958038D+04   26.6364048    0.0201419     89.603   410.397    EM
     4 -0.12816570D+04   14.1467541    0.0109174    105.010   394.990    EM
     5 -0.12769608D+04    4.6962310    0.0036642    114.856   385.144    EM
     6 -0.12747030D+04    2.2578275    0.0017681    122.615   377.385    EM
     7 -0.12727505D+04    1.9524744    0.0015317    129.888   370.112    EM
     8 -0.12707887D+04    1.9617731    0.0015414    137.184   362.816    EM
     9 -0.12688626D+04    1.9261152    0.0015157    144.548   355.452    EM
    10 -0.12670676D+04    1.7950133    0.0014147    151.866   348.134    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28308308D+04    0.0000000    0.0000000    167.385   332.615    EM
     2 -0.13369627D+04 1493.8680723    0.5277137    170.313   329.687    EM
     3 -0.12945307D+04   42.4320584    0.0317377    175.414   324.586    EM
     4 -0.12807369D+04   13.7938346    0.0106555    179.119   320.881    EM
     5 -0.12738260D+04    6.9108330    0.0053960    183.452   316.548    EM
     6 -0.12681265D+04    5.6995382    0.0044743    188.822   311.178    EM
     7 -0.12636940D+04    4.4324515    0.0034953    194.540   305.460    EM
     8 -0.12607364D+04    2.9576362    0.0023405    200.077   299.923    EM
     9 -0.12589519D+04    1.7845128    0.0014155    205.186   294.814    EM
    10 -0.12579000D+04    1.0519022    0.0008355    209.806   290.194    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19779413D+04    0.0000000    0.0000000    334.766   165.234    EM
     2 -0.13488396D+04  629.1017485    0.3180589    333.370   166.630    EM
     3 -0.13023983D+04   46.4412457    0.0344305    326.591   173.409    EM
     4 -0.12808858D+04   21.5124856    0.0165176    318.718   181.282    EM
     5 -0.12701371D+04   10.7487369    0.0083916    311.034   188.966    EM
     6 -0.12640735D+04    6.0635517    0.0047739    304.135   195.865    EM
     7 -0.12606391D+04    3.4344895    0.0027170    298.147   201.853    EM
     8 -0.12587524D+04    1.8866391    0.0014966    292.953   207.047    EM
     9 -0.12577070D+04    1.0454638    0.0008306    288.410   211.590    EM
    10 -0.12570886D+04    0.6183810    0.0004917    284.399   215.601    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


    10 -0.12554827D+04    0.3450390    0.0002748    250.704   249.296    EM
    11 -0.12554182D+04    0.0645112    0.0000514    250.701   249.299    EM
    12 -0.12554027D+04    0.0155500    0.0000124    250.703   249.297    EM
    13 -0.12553983D+04    0.0043822    0.0000035    250.708   249.292    EM
    14 -0.12553970D+04    0.0013353    0.0000011    250.712   249.288    EM
    15 -0.12553965D+04    0.0004285    0.0000003    250.715   249.285    EM
    16 -0.12553964D+04    0.0001440    0.0000001    250.718   249.282    EM
    17 -0.12553963D+04    0.0000506    0.0000000    250.719   249.281    EM
    18 -0.12553963D+04    0.0000185    0.0000000    250.721   249.279    EM
    19 -0.12553963D+04    0.0000070    0.0000000    250.722   249.278    EM
    20 -0.12553963D+04    0.0000027    0.0000000    250.722   249.278    EM
    21 -0.12553963D+04    0.0000011    0.0000000    250.723   249.277    EM
    22 -0.12553963D+04    0.0000004    0.0000000    250.723   249.277    EM
    23 -0.12553963D+04    0.0000002    0.0000000    250.723   249.277    EM
    24 -0.12553963D+04    0.0000001    0.0000000    250.723   249.277    EM
    25 -0.12553963D+04    0.0000000    0.0000000    250.723   249.277    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


     6 -0.12556436D+04    0.5739792    0.0004569    244.881   255.119    EM
     7 -0.12554909D+04    0.1526752    0.0001216    245.499   254.501    EM
     8 -0.12554430D+04    0.0479292    0.0000382    246.049   253.951    EM
     9 -0.12554249D+04    0.0180342    0.0000144    246.539   253.461    EM
    10 -0.12554165D+04    0.0084175    0.0000067    246.974   253.026    EM
    11 -0.12554116D+04    0.0048690    0.0000039    247.363   252.637    EM
    12 -0.12554083D+04    0.0032993    0.0000026    247.710   252.290    EM
    13 -0.12554059D+04    0.0024478    0.0000019    248.020   251.980    EM
    14 -0.12554040D+04    0.0018994    0.0000015    248.297   251.703    EM
    15 -0.12554025D+04    0.0015051    0.0000012    248.546   251.454    EM
    16 -0.12554013D+04    0.0012042    0.0000010    248.769   251.231    EM
    17 -0.12554003D+04    0.0009677    0.0000008    248.969   251.031    EM
    18 -0.12553995D+04    0.0007793    0.0000006    249.148   250.852    EM
    19 -0.12553989D+04    0.0006282    0.0000005    249.309   250.691    EM
    20 -0.12553984D+04    0.0005066    0.0000004    249.453   250.547    EM
    21 -0.12553980D+04    0.0004086    0.0000003    249.583   250.417    EM
    22 -0.12553977D+04    0.0003295    0.0000003    249.699   250.301    EM
    23 -0.12553974D+04    0.0002658    0.0000002    249.804   250.196    EM
    24 -0.12553972D+04    0.0002143    0.0000002    249.898   250.102    EM
    25 -0.12553970D+04    0.0001729    0.0000001    249.982   250.018    EM
    26 -0.12553969D+04    0.0001394    0.0000001    250.058   249.942    EM
    27 -0.12553968D+04    0.0001124    0.0000001    250.126   249.874    EM
    28 -0.12553967D+04    0.0000906    0.0000001    250.187   249.813    EM
    29 -0.12553966D+04    0.0000731    0.0000001    250.242   249.758    EM
    30 -0.12553965D+04    0.0000589    0.0000000    250.291   249.709    EM
    31 -0.12553965D+04    0.0000475    0.0000000    250.335   249.665    EM
    32 -0.12553965D+04    0.0000383    0.0000000    250.375   249.625    EM
    33 -0.12553964D+04    0.0000309    0.0000000    250.410   249.590    EM
    34 -0.12553964D+04    0.0000249    0.0000000    250.442   249.558    EM
    35 -0.12553964D+04    0.0000201    0.0000000    250.471   249.529    EM
    36 -0.12553964D+04    0.0000162    0.0000000    250.497   249.503    EM
    37 -0.12553964D+04    0.0000130    0.0000000    250.520   249.480    EM
    38 -0.12553963D+04    0.0000105    0.0000000    250.541   249.459    EM
    39 -0.12553963D+04    0.0000085    0.0000000    250.559   249.441    EM
    40 -0.12553963D+04    0.0000068    0.0000000    250.576   249.424    EM
    41 -0.12553963D+04    0.0000055    0.0000000    250.591   249.409    EM
    42 -0.12553963D+04    0.0000222    0.0000000    250.708   249.292    FS
    43 -0.12553963D+04    0.0000006    0.0000000    250.719   249.281    FS
    44 -0.12553963D+04    0.0000000    0.0000000    250.722   249.278    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


    10 -0.12558483D+04    0.4359420    0.0003470    235.747   264.253    EM
    11 -0.12556727D+04    0.1755823    0.0001398    237.055   262.945    EM
    12 -0.12555881D+04    0.0845912    0.0000674    238.264   261.736    EM
    13 -0.12555393D+04    0.0488497    0.0000389    239.371   260.629    EM
    14 -0.12555069D+04    0.0323976    0.0000258    240.375   259.625    EM
    15 -0.12554834D+04    0.0234451    0.0000187    241.282   258.718    EM
    16 -0.12554656D+04    0.0178204    0.0000142    242.100   257.900    EM
    17 -0.12554517D+04    0.0139046    0.0000111    242.836   257.164    EM
    18 -0.12554407D+04    0.0109993    0.0000088    243.498   256.502    EM
    19 -0.12554320D+04    0.0087642    0.0000070    244.092   255.908    EM
    20 -0.12554249D+04    0.0070103    0.0000056    244.625   255.375    EM
    21 -0.12554193D+04    0.0056194    0.0000045    245.103   254.897    EM
    22 -0.12554148D+04    0.0045101    0.0000036    245.532   254.468    EM
    23 -0.12554112D+04    0.0036225    0.0000029    245.917   254.083    EM
    24 -0.12554083D+04    0.0029112    0.0000023    246.262   253.738    EM
    25 -0.12554059D+04    0.0023404    0.0000019    246.572   253.428    EM
    26 -0.12554041D+04    0.0018820    0.0000015    246.849   253.151    EM
    27 -0.12554025D+04    0.0015138    0.0000012    247.099   252.901    EM
    28 -0.12554013D+04    0.0012179    0.0000010    247.322   252.678    EM
    29 -0.12554003D+04    0.0009800    0.0000008    247.523   252.477    EM
    30 -0.12553996D+04    0.0007887    0.0000006    247.702   252.298    EM
    31 -0.12553989D+04    0.0006349    0.0000005    247.864   252.136    EM
    32 -0.12553984D+04    0.0005111    0.0000004    248.009   251.991    EM
    33 -0.12553980D+04    0.0004115    0.0000003    248.139   251.861    EM
    34 -0.12553977D+04    0.0003313    0.0000003    248.255   251.745    EM
    35 -0.12553974D+04    0.0002668    0.0000002    248.360   251.640    EM
    36 -0.12553972D+04    0.0002148    0.0000002    248.454   251.546    EM
    37 -0.12553970D+04    0.0001730    0.0000001    248.538   251.462    EM
    38 -0.12553969D+04    0.0001394    0.0000001    248.614   251.386    EM
    39 -0.12553968D+04    0.0001123    0.0000001    248.682   251.318    EM
    40 -0.12553963D+04    0.0004522    0.0000004    249.210   250.790    FS
    41 -0.12553963D+04    0.0000126    0.0000000    249.261   250.739    FS
    42 -0.12553963D+04    0.0000005    0.0000000    249.274   250.726    FS
    43 -0.12553963D+04    0.0000000    0.0000000    249.276   250.724    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


     3 -0.12559636D+04    0.9446035    0.0007515    267.615   232.385    EM
     4 -0.12557534D+04    0.2101394    0.0001673    265.840   234.160    EM
     5 -0.12556556D+04    0.0978109    0.0000779    264.251   235.749    EM
     6 -0.12555961D+04    0.0595311    0.0000474    262.832   237.168    EM
     7 -0.12555539D+04    0.0421856    0.0000336    261.564   238.436    EM
     8 -0.12555218D+04    0.0320710    0.0000255    260.432   239.568    EM
     9 -0.12554967D+04    0.0251220    0.0000200    259.421   240.579    EM
    10 -0.12554768D+04    0.0199313    0.0000159    258.518   241.482    EM
    11 -0.12554609D+04    0.0159037    0.0000127    257.709   242.291    EM
    12 -0.12554482D+04    0.0127254    0.0000101    256.986   243.014    EM
    13 -0.12554380D+04    0.0101976    0.0000081    256.338   243.662    EM
    14 -0.12554298D+04    0.0081796    0.0000065    255.759   244.241    EM
    15 -0.12554232D+04    0.0065652    0.0000052    255.239   244.761    EM
    16 -0.12554179D+04    0.0052720    0.0000042    254.774   245.226    EM
    17 -0.12554137D+04    0.0042353    0.0000034    254.357   245.643    EM
    18 -0.12554103D+04    0.0034035    0.0000027    253.983   246.017    EM
    19 -0.12554076D+04    0.0027360    0.0000022    253.648   246.352    EM
    20 -0.12554054D+04    0.0021999    0.0000018    253.347   246.653    EM
    21 -0.12554036D+04    0.0017693    0.0000014    253.078   246.922    EM
    22 -0.12554022D+04    0.0014233    0.0000011    252.836   247.164    EM
    23 -0.12554010D+04    0.0011451    0.0000009    252.619   247.381    EM
    24 -0.12554001D+04    0.0009215    0.0000007    252.425   247.575    EM
    25 -0.12553994D+04    0.0007416    0.0000006    252.250   247.750    EM
    26 -0.12553988D+04    0.0005970    0.0000005    252.093   247.907    EM
    27 -0.12553983D+04    0.0004806    0.0000004    251.953   248.047    EM
    28 -0.12553979D+04    0.0003869    0.0000003    251.827   248.173    EM
    29 -0.12553976D+04    0.0003116    0.0000002    251.714   248.286    EM
    30 -0.12553973D+04    0.0002509    0.0000002    251.612   248.388    EM
    31 -0.12553971D+04    0.0002021    0.0000002    251.521   248.479    EM
    32 -0.12553970D+04    0.0001627    0.0000001    251.439   248.561    EM
    33 -0.12553968D+04    0.0001311    0.0000001    251.366   248.634    EM
    34 -0.12553967D+04    0.0001056    0.0000001    251.300   248.700    EM
    35 -0.12553967D+04    0.0000851    0.0000001    251.241   248.759    EM
    36 -0.12553966D+04    0.0000685    0.0000001    251.188   248.812    EM
    37 -0.12553963D+04    0.0002761    0.0000002    250.775   249.225    FS
    38 -0.12553963D+04    0.0000077    0.0000000    250.736   249.264    FS
    39 -0.12553963D+04    0.0000003    0.0000000    250.725   249.275    FS
    40 -0.12553963D+04    0.0000000    0.0000000    250.723   249.277    FS


     Beginning Time:  22:56:59
        Ending Time:  22:57:00
       Elapsed Time:  00:00:01



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