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

INPUT INSTRUCTIONS

  TITLE:	this is an example of a LCA with binary latent class indicators and
          parameter constraints
  DATA:	FILE IS ex7.13.dat;
  VARIABLE:	NAMES ARE u1-u4;
  	CLASSES = c (2);
  	CATEGORICAL = u1-u4;
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:
  	%OVERALL%
  	%c#1%
  	[u1$1*-1];
  	[u2$1-u3$1*-1] (1);
  	[u4$1*-1] (p1);
  	%c#2%
  	[u1$1@-15];
  	[u2$1-u3$1*1] (2);
  	[u4$1*1] (p2);
  MODEL CONSTRAINT:
  	p2 = - p1;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a LCA with binary latent class indicators and
parameter constraints

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

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

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

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)
  ex7.13.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.093       93.000
      Category 2    0.907      907.000
    U2
      Category 1    0.598      598.000
      Category 2    0.402      402.000
    U3
      Category 1    0.608      608.000
      Category 2    0.392      392.000
    U4
      Category 1    0.632      632.000
      Category 2    0.368      368.000


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:

           -2208.165  285380           1
           -2208.165  127215           9
           -2208.165  939021           8
           -2208.165  195873           6



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                       -2208.165
          H0 Scaling Correction Factor      1.0287
            for MLR

Information Criteria

          Akaike (AIC)                    4426.329
          Bayesian (BIC)                  4450.868
          Sample-Size Adjusted BIC        4434.988
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                             18.173
          Degrees of Freedom                    10
          P-Value                           0.0521

          Likelihood Ratio Chi-Square

          Value                             18.994
          Degrees of Freedom                    10
          P-Value                           0.0403



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

    Latent
   Classes

       1        247.83522          0.24784
       2        752.16478          0.75216


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

    Latent
   Classes

       1        247.83450          0.24783
       2        752.16550          0.75217


CLASSIFICATION QUALITY

     Entropy                         0.636


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              176          0.17600
       2              824          0.82400


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

           1        2

    1   0.912    0.088
    2   0.106    0.894


MODEL RESULTS

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

Latent Class 1

 Thresholds
    U1$1              -0.510      0.175     -2.914      0.004
    U2$1              -1.124      0.157     -7.147      0.000
    U3$1              -1.124      0.157     -7.147      0.000
    U4$1              -1.063      0.099    -10.760      0.000

Latent Class 2

 Thresholds
    U1$1             -15.000      0.000    999.000    999.000
    U2$1               0.949      0.078     12.213      0.000
    U3$1               0.949      0.078     12.213      0.000
    U4$1               1.063      0.099     10.760      0.000

Categorical Latent Variables

 Means
    C#1               -1.110      0.123     -8.996      0.000


RESULTS IN PROBABILITY SCALE

Latent Class 1

 U1
    Category 1         0.375      0.041      9.148      0.000
    Category 2         0.625      0.041     15.231      0.000
 U2
    Category 1         0.245      0.029      8.429      0.000
    Category 2         0.755      0.029     25.927      0.000
 U3
    Category 1         0.245      0.029      8.429      0.000
    Category 2         0.755      0.029     25.927      0.000
 U4
    Category 1         0.257      0.019     13.614      0.000
    Category 2         0.743      0.019     39.424      0.000

Latent Class 2

 U1
    Category 1         0.000      0.000      0.000      1.000
    Category 2         1.000      0.000      0.000      1.000
 U2
    Category 1         0.721      0.016     46.119      0.000
    Category 2         0.279      0.016     17.860      0.000
 U3
    Category 1         0.721      0.016     46.119      0.000
    Category 2         0.279      0.016     17.860      0.000
 U4
    Category 1         0.743      0.019     39.424      0.000
    Category 2         0.257      0.019     13.614      0.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class 1 Compared to Latent Class 2

 U1
    Category > 1       0.000      0.000      5.715      0.000
 U2
    Category > 1       7.943      1.413      5.621      0.000
 U3
    Category > 1       7.943      1.413      5.621      0.000
 U4
    Category > 1       8.386      1.657      5.060      0.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.377E-02
       (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             2             2             3


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                  0             4             4             5


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                  6             0


     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             -1.000        -1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1            -15.000         1.000         1.000         1.000


     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 -0.22700876D+04    0.0000000    0.0000000    375.232   624.768    EM
     2 -0.22237762D+04   46.3114487    0.0204007    346.545   653.455    EM
     3 -0.22176710D+04    6.1051444    0.0027454    323.438   676.562    EM
     4 -0.22138377D+04    3.8333460    0.0017285    305.774   694.226    EM
     5 -0.22115488D+04    2.2889103    0.0010339    292.430   707.570    EM
     6 -0.22102061D+04    1.3426358    0.0006071    282.360   717.640    EM
     7 -0.22094127D+04    0.7934447    0.0003590    274.718   725.282    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.25915952D+04    0.0000000    0.0000000    346.396   653.604    EM
     2 -0.23010009D+04  290.5943627    0.1121295    332.809   667.191    EM
     3 -0.22553886D+04   45.6122189    0.0198228    312.679   687.321    EM
     4 -0.22259916D+04   29.3970242    0.0130341    296.565   703.435    EM
     5 -0.22138395D+04   12.1520665    0.0054592    285.216   714.784    EM
     6 -0.22102783D+04    3.5612121    0.0016086    276.995   723.005    EM
     7 -0.22092239D+04    1.0543988    0.0004770    270.784   729.216    EM
     8 -0.22087852D+04    0.4386864    0.0001986    265.974   734.026    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29371911D+04    0.0000000    0.0000000    147.654   852.346    EM
     2 -0.23410530D+04  596.1381380    0.2029620    129.483   870.517    EM
     3 -0.22275067D+04  113.5462753    0.0485022    139.343   860.657    EM
     4 -0.22232749D+04    4.2317641    0.0018998    150.600   849.400    EM
     5 -0.22202348D+04    3.0401298    0.0013674    162.546   837.454    EM
     6 -0.22173591D+04    2.8757360    0.0012952    174.617   825.383    EM
     7 -0.22148371D+04    2.5219885    0.0011374    186.182   813.818    EM
     8 -0.22128097D+04    2.0274362    0.0009154    196.735   803.265    EM
     9 -0.22112972D+04    1.5124828    0.0006835    205.991   794.009    EM
    10 -0.22102308D+04    1.0663331    0.0004822    213.870   786.130    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24012901D+04    0.0000000    0.0000000    150.421   849.579    EM
     2 -0.22248566D+04  176.4335119    0.0734745    157.356   842.644    EM
     3 -0.22186886D+04    6.1680262    0.0027723    169.118   830.882    EM
     4 -0.22159553D+04    2.7332468    0.0012319    180.966   819.034    EM
     5 -0.22136825D+04    2.2728764    0.0010257    192.028   807.972    EM
     6 -0.22119339D+04    1.7485289    0.0007899    201.901   798.099    EM
     7 -0.22106729D+04    1.2610821    0.0005701    210.414   789.586    EM
     8 -0.22098044D+04    0.8684162    0.0003928    217.571   782.429    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24934514D+04    0.0000000    0.0000000    200.642   799.358    EM
     2 -0.22348715D+04  258.5798908    0.1037036    204.045   795.955    EM
     3 -0.22129755D+04   21.8960300    0.0097974    209.217   790.783    EM
     4 -0.22102808D+04    2.6946682    0.0012177    215.931   784.069    EM
     5 -0.22094014D+04    0.8794067    0.0003979    221.993   778.007    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31408122D+04    0.0000000    0.0000000    681.592   318.408    EM
     2 -0.23955886D+04  745.2235577    0.2372710    713.187   286.813    EM
     3 -0.23575541D+04   38.0345232    0.0158769    737.942   262.058    EM
     4 -0.23422758D+04   15.2783082    0.0064806    759.217   240.783    EM
     5 -0.23336468D+04    8.6289478    0.0036840    778.274   221.726    EM
     6 -0.23282978D+04    5.3490166    0.0022921    795.471   204.529    EM
     7 -0.23247511D+04    3.5467345    0.0015233    810.960   189.040    EM
     8 -0.23222166D+04    2.5344786    0.0010902    824.861   175.139    EM
     9 -0.23202544D+04    1.9622149    0.0008450    837.301   162.699    EM
    10 -0.23186221D+04    1.6323073    0.0007035    848.409   151.591    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.37539087D+04    0.0000000    0.0000000    385.930   614.070    EM
     2 -0.23256333D+04 1428.2754398    0.3804769    248.023   751.977    EM
     3 -0.22172404D+04  108.3928927    0.0466079    253.657   746.343    EM
     4 -0.22089214D+04    8.3190008    0.0037520    251.963   748.037    EM
     5 -0.22083590D+04    0.5623666    0.0002546    250.501   749.499    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30850730D+04    0.0000000    0.0000000    235.594   764.406    EM
     2 -0.22412305D+04  843.8424396    0.2735243    203.430   796.570    EM
     3 -0.22119328D+04   29.2977345    0.0130722    213.845   786.155    EM
     4 -0.22098479D+04    2.0848726    0.0009426    220.000   780.000    EM
     5 -0.22091433D+04    0.7046425    0.0003189    225.259   774.741    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24949585D+04    0.0000000    0.0000000    233.707   766.293    EM
     2 -0.23127690D+04  182.1895043    0.0730231    235.570   764.430    EM
     3 -0.22086442D+04  104.1247936    0.0450217    246.177   753.823    EM
     4 -0.22082353D+04    0.4088493    0.0001851    246.178   753.822    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.35532418D+04    0.0000000    0.0000000    451.874   548.126    EM
     2 -0.24804227D+04 1072.8191053    0.3019269    221.872   778.128    EM
     3 -0.22905250D+04  189.8976386    0.0765586    271.886   728.114    EM
     4 -0.22101226D+04   80.4024449    0.0351022    268.727   731.273    EM
     5 -0.22087671D+04    1.3554524    0.0006133    263.739   736.261    EM
     6 -0.22084513D+04    0.3158522    0.0001430    260.053   739.947    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27374675D+04    0.0000000    0.0000000    201.163   798.837    EM
     2 -0.22861237D+04  451.3437650    0.1648764    204.279   795.721    EM
     3 -0.22388013D+04   47.3224298    0.0206999    203.205   796.795    EM
     4 -0.22190934D+04   19.7079087    0.0088029    208.501   791.499    EM
     5 -0.22121476D+04    6.9457615    0.0031300    215.467   784.533    EM
     6 -0.22098551D+04    2.2925277    0.0010363    221.855   778.145    EM
     7 -0.22090306D+04    0.8244532    0.0003731    227.142   772.858    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24431783D+04    0.0000000    0.0000000    667.347   332.653    EM
     2 -0.23050780D+04  138.1002794    0.0565248    625.228   374.772    EM
     3 -0.22926374D+04   12.4406899    0.0053971    591.828   408.172    EM
     4 -0.22852111D+04    7.4262249    0.0032392    561.946   438.054    EM
     5 -0.22784964D+04    6.7147046    0.0029383    532.223   467.777    EM
     6 -0.22710683D+04    7.4280794    0.0032601    500.955   499.045    EM
     7 -0.22622759D+04    8.7924890    0.0038715    467.656   532.344    EM
     8 -0.22521285D+04   10.1473233    0.0044854    433.118   566.882    EM
     9 -0.22413718D+04   10.7567552    0.0047763    399.181   600.819    EM
    10 -0.22312788D+04   10.0929664    0.0045030    368.026   631.974    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28689710D+04    0.0000000    0.0000000    525.884   474.116    EM
     2 -0.23894649D+04  479.5061036    0.1671352    512.939   487.061    EM
     3 -0.23533645D+04   36.1003469    0.0151081    511.074   488.926    EM
     4 -0.23401685D+04   13.1960140    0.0056073    498.096   501.904    EM
     5 -0.23216079D+04   18.5606441    0.0079313    473.497   526.503    EM
     6 -0.22953709D+04   26.2369816    0.0113012    439.212   560.788    EM
     7 -0.22649362D+04   30.4346528    0.0132591    401.472   598.528    EM
     8 -0.22396779D+04   25.2583910    0.0111519    367.230   632.770    EM
     9 -0.22246076D+04   15.0702233    0.0067287    339.489   660.511    EM
    10 -0.22170357D+04    7.5719184    0.0034037    318.066   681.934    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51268408D+04    0.0000000    0.0000000    698.668   301.332    EM
     2 -0.23450057D+04 2781.8351350    0.5426022    730.571   269.429    EM
     3 -0.23238630D+04   21.1426913    0.0090161    746.259   253.741    EM
     4 -0.23173724D+04    6.4906215    0.0027930    754.302   245.698    EM
     5 -0.23140290D+04    3.3433450    0.0014427    757.326   242.674    EM
     6 -0.23116578D+04    2.3712525    0.0010247    756.975   243.025    EM
     7 -0.23097141D+04    1.9436907    0.0008408    754.288   245.712    EM
     8 -0.23080471D+04    1.6670174    0.0007217    749.937   250.063    EM
     9 -0.23065979D+04    1.4491345    0.0006279    744.375   255.625    EM
    10 -0.23053297D+04    1.2682386    0.0005498    737.931   262.069    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33670183D+04    0.0000000    0.0000000     94.295   905.705    EM
     2 -0.22373733D+04 1129.6449339    0.3355031    100.159   899.841    EM
     3 -0.22355227D+04    1.8506635    0.0008272    102.602   897.398    EM
     4 -0.22347149D+04    0.8077121    0.0003613    105.874   894.126    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24379128D+04    0.0000000    0.0000000    384.252   615.748    EM
     2 -0.22679669D+04  169.9458991    0.0697096    377.046   622.954    EM
     3 -0.22528726D+04   15.0942690    0.0066554    364.581   635.419    EM
     4 -0.22428563D+04   10.0163375    0.0044460    351.729   648.271    EM
     5 -0.22346826D+04    8.1737138    0.0036443    338.646   661.354    EM
     6 -0.22276742D+04    7.0083858    0.0031362    325.691   674.309    EM
     7 -0.22217821D+04    5.8921331    0.0026450    313.378   686.622    EM
     8 -0.22171377D+04    4.6443415    0.0020904    302.178   697.822    EM
     9 -0.22137828D+04    3.3549200    0.0015132    292.372   707.628    EM
    10 -0.22115610D+04    2.2217858    0.0010036    284.027   715.973    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30363715D+04    0.0000000    0.0000000    540.153   459.847    EM
     2 -0.23264064D+04  709.9651044    0.2338202    490.463   509.537    EM
     3 -0.22696332D+04   56.7731776    0.0244038    460.990   539.010    EM
     4 -0.22536696D+04   15.9635914    0.0070336    428.146   571.854    EM
     5 -0.22409256D+04   12.7440368    0.0056548    395.096   604.904    EM
     6 -0.22304047D+04   10.5209371    0.0046949    364.609   635.391    EM
     7 -0.22222693D+04    8.1353243    0.0036475    338.521   661.479    EM
     8 -0.22166451D+04    5.6241997    0.0025308    317.486   682.514    EM
     9 -0.22131311D+04    3.5140726    0.0015853    301.193   698.807    EM
    10 -0.22110724D+04    2.0586413    0.0009302    288.835   711.165    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49109467D+04    0.0000000    0.0000000    709.456   290.544    EM
     2 -0.24236271D+04 2487.3196344    0.5064848    683.497   316.503    EM
     3 -0.23677693D+04   55.8577209    0.0230472    684.951   315.049    EM
     4 -0.23534278D+04   14.3415120    0.0060570    698.225   301.775    EM
     5 -0.23454512D+04    7.9766626    0.0033894    717.106   282.894    EM
     6 -0.23394119D+04    6.0392242    0.0025749    738.488   261.512    EM
     7 -0.23343871D+04    5.0248696    0.0021479    760.220   239.780    EM
     8 -0.23302510D+04    4.1360283    0.0017718    780.807   219.193    EM
     9 -0.23269980D+04    3.2530344    0.0013960    799.400   200.600    EM
    10 -0.23245330D+04    2.4650479    0.0010593    815.724   184.276    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.40899497D+04    0.0000000    0.0000000    821.894   178.106    EM
     2 -0.29906288D+04 1099.3209458    0.2687859    759.947   240.053    EM
     3 -0.23384990D+04  652.1298024    0.2180578    769.984   230.016    EM
     4 -0.23313409D+04    7.1580892    0.0030610    789.463   210.537    EM
     5 -0.23266154D+04    4.7254724    0.0020269    807.707   192.293    EM
     6 -0.23234825D+04    3.1329707    0.0013466    823.663   176.337    EM
     7 -0.23213647D+04    2.1177820    0.0009115    837.280   162.720    EM
     8 -0.23198171D+04    1.5475557    0.0006667    848.909   151.091    EM
     9 -0.23185600D+04    1.2571400    0.0005419    858.958   141.042    EM
    10 -0.23174457D+04    1.1142497    0.0004806    867.755   132.245    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29512291D+04    0.0000000    0.0000000    454.318   545.682    EM
     2 -0.22782658D+04  672.9632747    0.2280281    442.354   557.646    EM
     3 -0.22522404D+04   26.0254356    0.0114234    415.815   584.185    EM
     4 -0.22393067D+04   12.9336451    0.0057426    386.272   613.728    EM
     5 -0.22290749D+04   10.2317957    0.0045692    357.952   642.048    EM
     6 -0.22212694D+04    7.8055355    0.0035017    333.414   666.586    EM
     7 -0.22159469D+04    5.3224521    0.0023961    313.549   686.451    EM
     8 -0.22126687D+04    3.2782683    0.0014794    298.147   701.853    EM
     9 -0.22107758D+04    1.8928748    0.0008555    286.471   713.529    EM
    10 -0.22097059D+04    1.0699312    0.0004840    277.674   722.326    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33806708D+04    0.0000000    0.0000000    463.063   536.937    EM
     2 -0.24218812D+04  958.7895644    0.2836093    526.258   473.742    EM
     3 -0.23445251D+04   77.3561437    0.0319405    533.635   466.365    EM
     4 -0.23284832D+04   16.0418297    0.0068423    528.952   471.048    EM
     5 -0.23104986D+04   17.9846279    0.0077238    509.765   490.235    EM
     6 -0.22886953D+04   21.8033432    0.0094366    479.211   520.789    EM
     7 -0.22662524D+04   22.4428350    0.0098060    443.094   556.906    EM
     8 -0.22476198D+04   18.6326123    0.0082218    406.987   593.013    EM
     9 -0.22339966D+04   13.6232526    0.0060612    374.100   625.900    EM
    10 -0.22243973D+04    9.5992729    0.0042969    346.017   653.983    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


     4 -0.22082353D+04    0.4088493    0.0001851    246.178   753.822    EM
     5 -0.22081862D+04    0.0491693    0.0000223    246.339   753.661    EM
     6 -0.22081725D+04    0.0137014    0.0000062    246.556   753.444    EM
     7 -0.22081681D+04    0.0043933    0.0000020    246.773   753.227    EM
     8 -0.22081664D+04    0.0016718    0.0000008    246.968   753.032    EM
     9 -0.22081657D+04    0.0007624    0.0000003    247.134   752.866    EM
    10 -0.22081652D+04    0.0004022    0.0000002    247.271   752.729    EM
    11 -0.22081650D+04    0.0002323    0.0000001    247.383   752.617    EM
    12 -0.22081649D+04    0.0001406    0.0000001    247.474   752.526    EM
    13 -0.22081648D+04    0.0000870    0.0000000    247.547   752.453    EM
    14 -0.22081647D+04    0.0000544    0.0000000    247.605   752.395    EM
    15 -0.22081647D+04    0.0000342    0.0000000    247.652   752.348    EM
    16 -0.22081647D+04    0.0000215    0.0000000    247.689   752.311    EM
    17 -0.22081647D+04    0.0000135    0.0000000    247.718   752.282    EM
    18 -0.22081647D+04    0.0000085    0.0000000    247.742   752.258    EM
    19 -0.22081647D+04    0.0000054    0.0000000    247.760   752.240    EM
    20 -0.22081646D+04    0.0000034    0.0000000    247.775   752.225    EM
    21 -0.22081646D+04    0.0000021    0.0000000    247.787   752.213    EM
    22 -0.22081646D+04    0.0000013    0.0000000    247.796   752.204    EM
    23 -0.22081646D+04    0.0000008    0.0000000    247.803   752.197    EM
    24 -0.22081646D+04    0.0000005    0.0000000    247.809   752.191    EM
    25 -0.22081646D+04    0.0000003    0.0000000    247.814   752.186    EM
    26 -0.22081646D+04    0.0000002    0.0000000    247.818   752.182    EM
    27 -0.22081646D+04    0.0000001    0.0000000    247.820   752.180    EM
    28 -0.22081646D+04    0.0000001    0.0000000    247.823   752.177    EM
    29 -0.22081646D+04    0.0000001    0.0000000    247.825   752.175    EM
    30 -0.22081646D+04    0.0000000    0.0000000    247.826   752.174    EM
    31 -0.22081646D+04    0.0000000    0.0000000    247.827   752.173    EM
    32 -0.22081646D+04    0.0000000    0.0000000    247.828   752.172    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


     5 -0.22083590D+04    0.5623666    0.0002546    250.501   749.499    EM
     6 -0.22082178D+04    0.1412609    0.0000640    249.629   750.371    EM
     7 -0.22081800D+04    0.0377899    0.0000171    249.093   750.907    EM
     8 -0.22081694D+04    0.0105643    0.0000048    248.747   751.253    EM
     9 -0.22081663D+04    0.0031044    0.0000014    248.513   751.487    EM
    10 -0.22081653D+04    0.0009867    0.0000004    248.350   751.650    EM
    11 -0.22081650D+04    0.0003551    0.0000002    248.231   751.769    EM
    12 -0.22081648D+04    0.0001502    0.0000001    248.142   751.858    EM
    13 -0.22081647D+04    0.0000744    0.0000000    248.075   751.925    EM
    14 -0.22081647D+04    0.0000412    0.0000000    248.023   751.977    EM
    15 -0.22081647D+04    0.0000244    0.0000000    247.982   752.018    EM
    16 -0.22081647D+04    0.0000150    0.0000000    247.951   752.049    EM
    17 -0.22081647D+04    0.0000093    0.0000000    247.926   752.074    EM
    18 -0.22081647D+04    0.0000058    0.0000000    247.906   752.094    EM
    19 -0.22081646D+04    0.0000037    0.0000000    247.891   752.109    EM
    20 -0.22081646D+04    0.0000023    0.0000000    247.879   752.121    EM
    21 -0.22081646D+04    0.0000015    0.0000000    247.869   752.131    EM
    22 -0.22081646D+04    0.0000009    0.0000000    247.861   752.139    EM
    23 -0.22081646D+04    0.0000006    0.0000000    247.855   752.145    EM
    24 -0.22081646D+04    0.0000004    0.0000000    247.850   752.150    EM
    25 -0.22081646D+04    0.0000002    0.0000000    247.847   752.153    EM
    26 -0.22081646D+04    0.0000001    0.0000000    247.843   752.157    EM
    27 -0.22081646D+04    0.0000001    0.0000000    247.841   752.159    EM
    28 -0.22081646D+04    0.0000001    0.0000000    247.839   752.161    EM
    29 -0.22081646D+04    0.0000000    0.0000000    247.838   752.162    EM
    30 -0.22081646D+04    0.0000000    0.0000000    247.836   752.164    EM
    31 -0.22081646D+04    0.0000000    0.0000000    247.835   752.165    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


     6 -0.22084513D+04    0.3158522    0.0001430    260.053   739.947    EM
     7 -0.22083255D+04    0.1257686    0.0000569    257.317   742.683    EM
     8 -0.22082611D+04    0.0644053    0.0000292    255.247   744.753    EM
     9 -0.22082241D+04    0.0370544    0.0000168    253.657   746.343    EM
    10 -0.22082017D+04    0.0223977    0.0000101    252.423   747.577    EM
    11 -0.22081878D+04    0.0138341    0.0000063    251.458   748.542    EM
    12 -0.22081792D+04    0.0086288    0.0000039    250.701   749.299    EM
    13 -0.22081738D+04    0.0054066    0.0000024    250.104   749.896    EM
    14 -0.22081704D+04    0.0033950    0.0000015    249.632   750.368    EM
    15 -0.22081683D+04    0.0021342    0.0000010    249.259   750.741    EM
    16 -0.22081669D+04    0.0013424    0.0000006    248.964   751.036    EM
    17 -0.22081661D+04    0.0008447    0.0000004    248.730   751.270    EM
    18 -0.22081655D+04    0.0005317    0.0000002    248.544   751.456    EM
    19 -0.22081652D+04    0.0003347    0.0000002    248.397   751.603    EM
    20 -0.22081650D+04    0.0002107    0.0000001    248.280   751.720    EM
    21 -0.22081649D+04    0.0001327    0.0000001    248.188   751.812    EM
    22 -0.22081648D+04    0.0000836    0.0000000    248.114   751.886    EM
    23 -0.22081647D+04    0.0000526    0.0000000    248.056   751.944    EM
    24 -0.22081647D+04    0.0000331    0.0000000    248.010   751.990    EM
    25 -0.22081647D+04    0.0000209    0.0000000    247.973   752.027    EM
    26 -0.22081647D+04    0.0000131    0.0000000    247.944   752.056    EM
    27 -0.22081647D+04    0.0000083    0.0000000    247.921   752.079    EM
    28 -0.22081647D+04    0.0000052    0.0000000    247.902   752.098    EM
    29 -0.22081646D+04    0.0000033    0.0000000    247.888   752.112    EM
    30 -0.22081646D+04    0.0000021    0.0000000    247.876   752.124    EM
    31 -0.22081646D+04    0.0000013    0.0000000    247.867   752.133    EM
    32 -0.22081646D+04    0.0000008    0.0000000    247.860   752.140    EM
    33 -0.22081646D+04    0.0000005    0.0000000    247.854   752.146    EM
    34 -0.22081646D+04    0.0000003    0.0000000    247.849   752.151    EM
    35 -0.22081646D+04    0.0000002    0.0000000    247.846   752.154    EM
    36 -0.22081646D+04    0.0000001    0.0000000    247.843   752.157    EM
    37 -0.22081646D+04    0.0000001    0.0000000    247.841   752.159    EM
    38 -0.22081646D+04    0.0000001    0.0000000    247.839   752.161    EM
    39 -0.22081646D+04    0.0000000    0.0000000    247.837   752.163    EM
    40 -0.22081646D+04    0.0000000    0.0000000    247.836   752.164    EM
    41 -0.22081646D+04    0.0000000    0.0000000    247.835   752.165    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


     8 -0.22087852D+04    0.4386864    0.0001986    265.974   734.026    EM
     9 -0.22085455D+04    0.2397216    0.0001085    262.201   737.799    EM
    10 -0.22084014D+04    0.1441479    0.0000653    259.222   740.778    EM
    11 -0.22083125D+04    0.0889161    0.0000403    256.864   743.136    EM
    12 -0.22082572D+04    0.0552924    0.0000250    254.995   745.005    EM
    13 -0.22082227D+04    0.0345157    0.0000156    253.514   746.486    EM
    14 -0.22082011D+04    0.0215980    0.0000098    252.339   747.661    EM
    15 -0.22081875D+04    0.0135376    0.0000061    251.407   748.593    EM
    16 -0.22081790D+04    0.0084956    0.0000038    250.668   749.332    EM
    17 -0.22081737D+04    0.0053362    0.0000024    250.082   749.918    EM
    18 -0.22081703D+04    0.0033539    0.0000015    249.617   750.383    EM
    19 -0.22081682D+04    0.0021091    0.0000010    249.249   750.751    EM
    20 -0.22081669D+04    0.0013268    0.0000006    248.956   751.044    EM
    21 -0.22081661D+04    0.0008349    0.0000004    248.724   751.276    EM
    22 -0.22081655D+04    0.0005255    0.0000002    248.540   751.460    EM
    23 -0.22081652D+04    0.0003308    0.0000001    248.394   751.606    EM
    24 -0.22081650D+04    0.0002083    0.0000001    248.278   751.722    EM
    25 -0.22081649D+04    0.0001311    0.0000001    248.186   751.814    EM
    26 -0.22081648D+04    0.0000826    0.0000000    248.113   751.887    EM
    27 -0.22081647D+04    0.0000520    0.0000000    248.055   751.945    EM
    28 -0.22081647D+04    0.0000328    0.0000000    248.009   751.991    EM
    29 -0.22081647D+04    0.0000206    0.0000000    247.972   752.028    EM
    30 -0.22081647D+04    0.0000130    0.0000000    247.943   752.057    EM
    31 -0.22081647D+04    0.0000082    0.0000000    247.920   752.080    EM
    32 -0.22081647D+04    0.0000052    0.0000000    247.902   752.098    EM
    33 -0.22081646D+04    0.0000032    0.0000000    247.887   752.113    EM
    34 -0.22081646D+04    0.0000020    0.0000000    247.876   752.124    EM
    35 -0.22081646D+04    0.0000013    0.0000000    247.867   752.133    EM
    36 -0.22081646D+04    0.0000008    0.0000000    247.860   752.140    EM
    37 -0.22081646D+04    0.0000005    0.0000000    247.854   752.146    EM
    38 -0.22081646D+04    0.0000003    0.0000000    247.849   752.151    EM
    39 -0.22081646D+04    0.0000002    0.0000000    247.846   752.154    EM
    40 -0.22081646D+04    0.0000001    0.0000000    247.843   752.157    EM
    41 -0.22081646D+04    0.0000001    0.0000000    247.841   752.159    EM
    42 -0.22081646D+04    0.0000001    0.0000000    247.839   752.161    EM
    43 -0.22081646D+04    0.0000000    0.0000000    247.837   752.163    EM
    44 -0.22081646D+04    0.0000000    0.0000000    247.836   752.164    EM
    45 -0.22081646D+04    0.0000000    0.0000000    247.835   752.165    EM


     Beginning Time:  22:57:00
        Ending Time:  22:57:00
       Elapsed Time:  00:00:00



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