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

INPUT INSTRUCTIONS

  TITLE:  this is an example of a factor (IRT) mixture
       analysis with binary latent class and factor indicators
  DATA:		FILE = ex7.27.dat;
  VARIABLE:	NAMES = u1-u8;
  	CATEGORICAL = u1-u8;
  	CLASSES = c (2);
  ANALYSIS:	TYPE = MIXTURE;
  	ALGORITHM = INTEGRATION;
  	STARTS = 50 5;
  MODEL:	%OVERALL%
  	f BY u1-u8;
  	[f@0];	
  	%c#1%
  	f BY u1@1 u2-u8;
  	f;
  	[u1$1-u8$1];
  	%c#2%
  	f BY u1@1 u2-u8;
  	f;
  	[u1$1-u8$1];
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a factor (IRT) mixture
analysis with binary latent class and factor indicators

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

Number of dependent variables                                    8
Number of independent variables                                  0
Number of continuous latent variables                            1
Number of categorical latent variables                           1

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4          U5          U6
   U7          U8

Continuous latent variables
   F

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-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
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-02
  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-02
  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
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            1
  Adaptive quadrature                                           ON
Random Starts Specifications
  Number of initial stage random starts                         50
  Number of final stage optimizations                            5
  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
Cholesky                                                        ON

Input data file(s)
  ex7.27.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.495      991.000
      Category 2    0.504     1009.000
    U2
      Category 1    0.475      950.000
      Category 2    0.525     1050.000
    U3
      Category 1    0.464      928.000
      Category 2    0.536     1072.000
    U4
      Category 1    0.461      922.000
      Category 2    0.539     1078.000
    U5
      Category 1    0.489      979.000
      Category 2    0.511     1021.000
    U6
      Category 1    0.477      955.000
      Category 2    0.522     1045.000
    U7
      Category 1    0.477      953.000
      Category 2    0.524     1047.000
    U8
      Category 1    0.477      953.000
      Category 2    0.524     1047.000


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:

           -8193.991  939021           8
           -8193.992  246261           38
           -8194.031  127215           9
           -8194.097  120506           45
           -8194.098  153942           31



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                       33

Loglikelihood

          H0 Value                       -8193.991
          H0 Scaling Correction Factor      1.0033
            for MLR

Information Criteria

          Akaike (AIC)                   16453.983
          Bayesian (BIC)                 16638.813
          Sample-Size Adjusted BIC       16533.970
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                            221.713
          Degrees of Freedom                   222
          P-Value                           0.4928

          Likelihood Ratio Chi-Square

          Value                            227.352
          Degrees of Freedom                   222
          P-Value                           0.3884



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

    Latent
   Classes

       1        981.11728          0.49056
       2       1018.88272          0.50944


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

    Latent
   Classes

       1        981.15799          0.49058
       2       1018.84201          0.50942


CLASSIFICATION QUALITY

     Entropy                         0.935


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1             1005          0.50250
       2              995          0.49750


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

           1        2

    1   0.967    0.033
    2   0.009    0.991


MODEL RESULTS

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

Latent Class 1

 F        BY
    U1                 1.000      0.000    999.000    999.000
    U2                 1.212      0.226      5.360      0.000
    U3                 1.287      0.267      4.826      0.000
    U4                 0.930      0.169      5.517      0.000
    U5                 0.716      0.160      4.475      0.000
    U6                 0.593      0.141      4.192      0.000
    U7                 0.595      0.147      4.048      0.000
    U8                 0.727      0.167      4.366      0.000

 Means
    F                  0.000      0.000    999.000    999.000

 Thresholds
    U1$1               1.961      0.152     12.878      0.000
    U2$1               2.353      0.205     11.477      0.000
    U3$1               2.179      0.208     10.479      0.000
    U4$1               1.793      0.141     12.724      0.000
    U5$1              -2.022      0.151    -13.350      0.000
    U6$1              -2.087      0.139    -15.015      0.000
    U7$1              -1.990      0.144    -13.817      0.000
    U8$1              -2.145      0.161    -13.320      0.000

 Variances
    F                  2.213      0.591      3.743      0.000

Latent Class 2

 F        BY
    U1                 1.000      0.000    999.000    999.000
    U2                 0.500      0.141      3.558      0.000
    U3                 0.361      0.121      2.995      0.003
    U4                 0.421      0.128      3.293      0.001
    U5                 0.864      0.208      4.149      0.000
    U6                 0.880      0.228      3.852      0.000
    U7                 0.965      0.209      4.608      0.000
    U8                 0.839      0.197      4.257      0.000

 Means
    F                  0.000      0.000    999.000    999.000

 Thresholds
    U1$1              -2.048      0.218     -9.414      0.000
    U2$1              -2.078      0.134    -15.463      0.000
    U3$1              -1.939      0.115    -16.799      0.000
    U4$1              -1.968      0.124    -15.848      0.000
    U5$1               1.960      0.153     12.848      0.000
    U6$1               1.930      0.156     12.360      0.000
    U7$1               1.910      0.163     11.745      0.000
    U8$1               1.827      0.141     12.933      0.000

 Variances
    F                  2.774      0.996      2.786      0.005

Categorical Latent Variables

 Means
    C#1               -0.038      0.048     -0.794      0.427


IRT PARAMETERIZATION IN TWO-PARAMETER LOGISTIC METRIC
WHERE THE LOGIT IS DISCRIMINATION*(THETA - DIFFICULTY)

Latent Class 1

 Item Discriminations

 F        BY
    U1                 1.488      0.199      7.485      0.000
    U2                 1.803      0.256      7.052      0.000
    U3                 1.915      0.277      6.916      0.000
    U4                 1.384      0.192      7.197      0.000
    U5                 1.065      0.194      5.495      0.000
    U6                 0.882      0.172      5.127      0.000
    U7                 0.885      0.191      4.632      0.000
    U8                 1.082      0.198      5.461      0.000

 Means
    F                  0.000      0.000      0.000      1.000

 Item Difficulties
    U1$1               1.318      0.135      9.783      0.000
    U2$1               1.305      0.123     10.633      0.000
    U3$1               1.138      0.105     10.864      0.000
    U4$1               1.295      0.140      9.258      0.000
    U5$1              -1.899      0.262     -7.246      0.000
    U6$1              -2.366      0.378     -6.254      0.000
    U7$1              -2.248      0.389     -5.786      0.000
    U8$1              -1.983      0.272     -7.293      0.000

 Variances
    F                  1.000      0.000      0.000      1.000

Latent Class 2

 Item Discriminations

 F        BY
    U1                 1.665      0.299      5.571      0.000
    U2                 0.833      0.169      4.943      0.000
    U3                 0.602      0.158      3.799      0.000
    U4                 0.701      0.168      4.168      0.000
    U5                 1.438      0.213      6.760      0.000
    U6                 1.466      0.228      6.439      0.000
    U7                 1.606      0.218      7.376      0.000
    U8                 1.398      0.190      7.365      0.000

 Means
    F                  0.000      0.000      0.000      1.000

 Item Difficulties
    U1$1              -1.230      0.128     -9.582      0.000
    U2$1              -2.494      0.419     -5.946      0.000
    U3$1              -3.222      0.764     -4.216      0.000
    U4$1              -2.806      0.584     -4.809      0.000
    U5$1               1.363      0.151      9.005      0.000
    U6$1               1.317      0.152      8.691      0.000
    U7$1               1.189      0.113     10.532      0.000
    U8$1               1.307      0.136      9.583      0.000

 Variances
    F                  1.000      0.000      0.000      1.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.721E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              F
              ________
 U1                 0
 U2                 1
 U3                 2
 U4                 3
 U5                 4
 U6                 5
 U7                 6
 U8                 7


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F
              ________
 1                  0


           BETA
              F
              ________
 F                  0


           PSI
              F
              ________
 F                  8


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            U7            U8
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              F
              ________
 U1                 0
 U2                 9
 U3                10
 U4                11
 U5                12
 U6                13
 U7                14
 U8                15


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 U7                 0             0             0             0             0
 U8                 0             0             0             0             0


           THETA
              U6            U7            U8
              ________      ________      ________
 U6                 0
 U7                 0             0
 U8                 0             0             0


           ALPHA
              F
              ________
 1                  0


           BETA
              F
              ________
 F                  0


           PSI
              F
              ________
 F                 16


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1                 17            18            19            20            21


           TAU(U) FOR LATENT CLASS 1
              U6$1          U7$1          U8$1
              ________      ________      ________
 1                 22            23            24


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1                 25            26            27            28            29


           TAU(U) FOR LATENT CLASS 2
              U6$1          U7$1          U8$1
              ________      ________      ________
 1                 30            31            32


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 33             0


           GAMMA(C)
              F
              ________
 C#1                0
 C#2                0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              F
              ________
 U1             1.000
 U2             1.000
 U3             1.000
 U4             1.000
 U5             1.000
 U6             1.000
 U7             1.000
 U8             1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             1.000
 U7             0.000         1.000
 U8             0.000         0.000         1.000


           ALPHA
              F
              ________
 1              0.000


           BETA
              F
              ________
 F              0.000


           PSI
              F
              ________
 F              0.050


     STARTING VALUES FOR LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            U7            U8
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              F
              ________
 U1             1.000
 U2             1.000
 U3             1.000
 U4             1.000
 U5             1.000
 U6             1.000
 U7             1.000
 U8             1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 U7             0.000         0.000         0.000         0.000         0.000
 U8             0.000         0.000         0.000         0.000         0.000


           THETA
              U6            U7            U8
              ________      ________      ________
 U6             1.000
 U7             0.000         1.000
 U8             0.000         0.000         1.000


           ALPHA
              F
              ________
 1              0.000


           BETA
              F
              ________
 F              0.000


           PSI
              F
              ________
 F              0.050


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1             -1.018        -1.100        -1.144        -1.156        -1.042


           TAU(U) FOR LATENT CLASS 1
              U6$1          U7$1          U8$1
              ________      ________      ________
 1             -1.090        -1.094        -1.094


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1              0.982         0.900         0.856         0.844         0.958


           TAU(U) FOR LATENT CLASS 2
              U6$1          U7$1          U8$1
              ________      ________      ________
 1              0.910         0.906         0.906


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              F
              ________
 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 -0.11569648D+05    0.0000000    0.0000000    972.319  1027.681    EM
     2 -0.11089471D+05  480.1766230    0.0415031    951.981  1048.019    EM
     3 -0.11062644D+05   26.8270321    0.0024191    940.689  1059.311    EM
     4 -0.11022997D+05   39.6468852    0.0035839    942.868  1057.132    EM
     5 -0.10706789D+05  316.2087306    0.0286863   1021.315   978.685    EM
     6 -0.95209564D+04 1185.8321931    0.1107552   1165.075   834.925    EM
     7 -0.88176967D+04  703.2596838    0.0738644   1249.540   750.460    EM
     8 -0.85956519D+04  222.0448701    0.0251817   1282.208   717.792    EM
     9 -0.84985931D+04   97.0587944    0.0112916   1293.067   706.933    EM
    10 -0.84428338D+04   55.7593182    0.0065610   1291.755   708.245    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16736717D+05    0.0000000    0.0000000   1092.547   907.453    EM
     2 -0.93306415D+04 7406.0756484    0.4425047   1178.429   821.571    EM
     3 -0.87258604D+04  604.7811359    0.0648167   1268.618   731.382    EM
     4 -0.85791666D+04  146.6938275    0.0168114   1305.133   694.867    EM
     5 -0.85104554D+04   68.7111033    0.0080091   1310.751   689.249    EM
     6 -0.84662875D+04   44.1679798    0.0051898   1300.989   699.011    EM
     7 -0.84298849D+04   36.4025718    0.0042997   1284.212   715.788    EM
     8 -0.84023108D+04   27.5740924    0.0032710   1268.352   731.648    EM
     9 -0.83817349D+04   20.5758654    0.0024488   1254.583   745.417    EM
    10 -0.83656203D+04   16.1146672    0.0019226   1243.073   756.927    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16953588D+05    0.0000000    0.0000000    216.201  1783.799    EM
     2 -0.10730433D+05 6223.1551652    0.3670701    346.475  1653.525    EM
     3 -0.97109313D+04 1019.5016395    0.0950103    566.809  1433.191    EM
     4 -0.88445570D+04  866.3743300    0.0892164    611.138  1388.862    EM
     5 -0.86198429D+04  224.7141296    0.0254071    662.910  1337.090    EM
     6 -0.84792670D+04  140.5758222    0.0163084    703.063  1296.937    EM
     7 -0.84224798D+04   56.7871939    0.0066972    726.349  1273.651    EM
     8 -0.83971364D+04   25.3434590    0.0030090    743.029  1256.971    EM
     9 -0.83815232D+04   15.6131495    0.0018593    755.842  1244.158    EM
    10 -0.83692537D+04   12.2695376    0.0014639    767.260  1232.740    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13185631D+05    0.0000000    0.0000000   1292.789   707.211    EM
     2 -0.10301013D+05 2884.6183111    0.2187698   1158.561   841.439    EM
     3 -0.90882788D+04 1212.7342777    0.1177296   1060.147   939.853    EM
     4 -0.86796120D+04  408.6668754    0.0449664    986.925  1013.075    EM
     5 -0.84216595D+04  257.9524943    0.0297194    959.636  1040.364    EM
     6 -0.83548477D+04   66.8117494    0.0079333    956.852  1043.148    EM
     7 -0.83276614D+04   27.1862722    0.0032540    959.894  1040.106    EM
     8 -0.83073418D+04   20.3196579    0.0024400    964.279  1035.721    EM
     9 -0.82932945D+04   14.0473225    0.0016910    968.898  1031.102    EM
    10 -0.82832335D+04   10.0609947    0.0012131    973.596  1026.404    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16103260D+05    0.0000000    0.0000000   1950.886    49.114    EM
     2 -0.10325386D+05 5777.8743726    0.3588015   1955.198    44.802    EM
     3 -0.91397733D+04 1185.6124967    0.1148250   1966.555    33.445    EM
     4 -0.88581869D+04  281.5863916    0.0308089   1968.261    31.739    EM
     5 -0.87877911D+04   70.3957678    0.0079470   1965.377    34.623    EM
     6 -0.87551162D+04   32.6749563    0.0037182   1953.333    46.667    EM
     7 -0.87265962D+04   28.5200089    0.0032575   1929.405    70.595    EM
     8 -0.86947951D+04   31.8011196    0.0036442   1900.416    99.584    EM
     9 -0.86718377D+04   22.9574130    0.0026404   1873.091   126.909    EM
    10 -0.86578672D+04   13.9704939    0.0016110   1853.977   146.023    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15709273D+05    0.0000000    0.0000000    748.276  1251.724    EM
     2 -0.10069670D+05 5639.6030040    0.3589983    768.426  1231.574    EM
     3 -0.88709002D+04 1198.7703048    0.1190476    790.512  1209.488    EM
     4 -0.85459377D+04  324.9624061    0.0366324    807.430  1192.570    EM
     5 -0.84328288D+04  113.1089079    0.0132354    818.472  1181.528    EM
     6 -0.83767574D+04   56.0713892    0.0066492    828.646  1171.354    EM
     7 -0.83427910D+04   33.9664249    0.0040548    839.497  1160.503    EM
     8 -0.83150898D+04   27.7012702    0.0033204    849.512  1150.488    EM
     9 -0.82987506D+04   16.3391762    0.0019650    854.751  1145.249    EM
    10 -0.82850697D+04   13.6808836    0.0016485    862.062  1137.938    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16684245D+05    0.0000000    0.0000000   1384.495   615.505    EM
     2 -0.91469550D+04 7537.2901436    0.4517609   1346.317   653.683    EM
     3 -0.87613127D+04  385.6423578    0.0421607   1227.857   772.143    EM
     4 -0.85759210D+04  185.3916515    0.0211603   1107.151   892.849    EM
     5 -0.84704396D+04  105.4814547    0.0122997   1022.463   977.537    EM
     6 -0.84072645D+04   63.1751123    0.0074583    967.951  1032.049    EM
     7 -0.83696026D+04   37.6618888    0.0044797    934.618  1065.382    EM
     8 -0.83465044D+04   23.0981548    0.0027598    914.923  1085.077    EM
     9 -0.83317582D+04   14.7462534    0.0017668    903.700  1096.300    EM
    10 -0.83219468D+04    9.8113833    0.0011776    897.721  1102.279    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24029666D+05    0.0000000    0.0000000   1644.697   355.303    EM
     2 -0.10305025D+05 ************    0.5711540   1563.458   436.542    EM
     3 -0.87733216D+04 1531.7035452    0.1486366   1542.280   457.720    EM
     4 -0.86220743D+04  151.2472835    0.0172395   1525.617   474.383    EM
     5 -0.85608810D+04   61.1933650    0.0070973   1503.918   496.082    EM
     6 -0.85315647D+04   29.3162835    0.0034244   1483.835   516.165    EM
     7 -0.85166554D+04   14.9093357    0.0017475   1467.446   532.554    EM
     8 -0.85067059D+04    9.9494343    0.0011682   1453.163   546.837    EM
     9 -0.84994630D+04    7.2429034    0.0008514   1440.353   559.647    EM
    10 -0.84939029D+04    5.5601315    0.0006542   1428.634   571.366    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17608610D+05    0.0000000    0.0000000    752.968  1247.032    EM
     2 -0.96064877D+04 8002.1222765    0.4544437    742.969  1257.031    EM
     3 -0.87235087D+04  882.9789498    0.0919149    787.734  1212.266    EM
     4 -0.84772996D+04  246.2090982    0.0282236    813.360  1186.640    EM
     5 -0.83857134D+04   91.5862173    0.0108037    826.653  1173.347    EM
     6 -0.83344680D+04   51.2453838    0.0061110    839.637  1160.363    EM
     7 -0.83077560D+04   26.7119838    0.0032050    850.924  1149.076    EM
     8 -0.82896403D+04   18.1156841    0.0021806    861.107  1138.893    EM
     9 -0.82768879D+04   12.7524792    0.0015384    870.632  1129.368    EM
    10 -0.82675229D+04    9.3649857    0.0011315    879.475  1120.525    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19035483D+05    0.0000000    0.0000000   1071.143   928.857    EM
     2 -0.10054466D+05 8981.0176140    0.4718040   1058.745   941.255    EM
     3 -0.89224205D+04 1132.0453635    0.1125913    996.473  1003.527    EM
     4 -0.85766216D+04  345.7988396    0.0387562    962.232  1037.768    EM
     5 -0.84340274D+04  142.5942671    0.0166259    948.801  1051.199    EM
     6 -0.83691991D+04   64.8282873    0.0076865    936.821  1063.179    EM
     7 -0.83336633D+04   35.5357783    0.0042460    929.348  1070.652    EM
     8 -0.83060681D+04   27.5951802    0.0033113    926.336  1073.664    EM
     9 -0.82788185D+04   27.2496525    0.0032807    928.468  1071.532    EM
    10 -0.82414504D+04   37.3681025    0.0045137    938.792  1061.208    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17538902D+05    0.0000000    0.0000000   1219.236   780.764    EM
     2 -0.95395451D+04 7999.3567388    0.4560922   1164.852   835.148    EM
     3 -0.86269872D+04  912.5578531    0.0956605   1149.410   850.590    EM
     4 -0.84463153D+04  180.6719623    0.0209426   1152.330   847.670    EM
     5 -0.83934358D+04   52.8794460    0.0062607   1156.485   843.515    EM
     6 -0.83660205D+04   27.4152967    0.0032663   1157.644   842.356    EM
     7 -0.83488187D+04   17.2018035    0.0020562   1156.735   843.265    EM
     8 -0.83375047D+04   11.3140444    0.0013552   1151.599   848.401    EM
     9 -0.83283317D+04    9.1730149    0.0011002   1144.505   855.495    EM
    10 -0.83202300D+04    8.1017204    0.0009728   1136.681   863.319    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14315390D+05    0.0000000    0.0000000   1544.264   455.736    EM
     2 -0.94728570D+04 4842.5334128    0.3382746   1607.102   392.898    EM
     3 -0.90953583D+04  377.4986905    0.0398506   1597.816   402.184    EM
     4 -0.89563919D+04  138.9663479    0.0152788   1553.026   446.974    EM
     5 -0.88876784D+04   68.7135799    0.0076720   1488.484   511.516    EM
     6 -0.88248454D+04   62.8330036    0.0070697   1411.396   588.604    EM
     7 -0.87486607D+04   76.1846698    0.0086330   1332.277   667.723    EM
     8 -0.86771088D+04   71.5519032    0.0081786   1265.646   734.354    EM
     9 -0.86066731D+04   70.4356996    0.0081174   1218.718   781.282    EM
    10 -0.85574065D+04   49.2665375    0.0057242   1191.982   808.018    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16876219D+05    0.0000000    0.0000000    645.054  1354.946    EM
     2 -0.10248925D+05 6627.2939134    0.3927002    779.300  1220.700    EM
     3 -0.89576420D+04 1291.2832348    0.1259921    907.301  1092.699    EM
     4 -0.86396163D+04  318.0257016    0.0355033    970.498  1029.502    EM
     5 -0.85366116D+04  103.0047690    0.0119224    996.129  1003.871    EM
     6 -0.84914767D+04   45.1348984    0.0052872   1004.885   995.115    EM
     7 -0.84693037D+04   22.1730011    0.0026112   1008.587   991.413    EM
     8 -0.84568446D+04   12.4590663    0.0014711   1010.766   989.234    EM
     9 -0.84489027D+04    7.9419057    0.0009391   1013.045   986.955    EM
    10 -0.84434044D+04    5.4983153    0.0006508   1015.474   984.526    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19453737D+05    0.0000000    0.0000000    725.796  1274.204    EM
     2 -0.94206961D+04 ************    0.5157385    598.854  1401.146    EM
     3 -0.89032359D+04  517.4602382    0.0549280    689.095  1310.905    EM
     4 -0.86740250D+04  229.2108618    0.0257447    754.537  1245.463    EM
     5 -0.85843800D+04   89.6449723    0.0103349    808.227  1191.773    EM
     6 -0.85285721D+04   55.8079800    0.0065011    846.313  1153.687    EM
     7 -0.84973521D+04   31.2199373    0.0036606    879.582  1120.418    EM
     8 -0.84737464D+04   23.6057052    0.0027780    908.245  1091.755    EM
     9 -0.84548057D+04   18.9407092    0.0022352    932.185  1067.815    EM
    10 -0.84406763D+04   14.1293810    0.0016712    952.680  1047.320    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18995409D+05    0.0000000    0.0000000    352.665  1647.335    EM
     2 -0.12117581D+05 6877.8281356    0.3620784    443.942  1556.058    EM
     3 -0.96095074D+04 2508.0734476    0.2069781    515.538  1484.462    EM
     4 -0.90786534D+04  530.8540206    0.0552426    591.708  1408.292    EM
     5 -0.89262640D+04  152.3893342    0.0167855    679.196  1320.804    EM
     6 -0.88001594D+04  126.1046579    0.0141274    764.787  1235.213    EM
     7 -0.87094321D+04   90.7273001    0.0103097    819.177  1180.823    EM
     8 -0.85904548D+04  118.9773328    0.0136607    838.913  1161.087    EM
     9 -0.85415768D+04   48.8779878    0.0056898    846.734  1153.266    EM
    10 -0.85156790D+04   25.8977891    0.0030320    852.531  1147.469    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23731019D+05    0.0000000    0.0000000    533.738  1466.262    EM
     2 -0.96352623D+04 ************    0.5939803    359.084  1640.916    EM
     3 -0.88143785D+04  820.8838151    0.0851958    315.758  1684.242    EM
     4 -0.86881921D+04  126.1864006    0.0143160    308.177  1691.823    EM
     5 -0.86045721D+04   83.6200186    0.0096246    312.340  1687.660    EM
     6 -0.85658707D+04   38.7013898    0.0044978    336.413  1663.587    EM
     7 -0.85461893D+04   19.6814064    0.0022977    359.258  1640.742    EM
     8 -0.85300873D+04   16.1019702    0.0018841    382.175  1617.825    EM
     9 -0.85204638D+04    9.6235201    0.0011282    404.188  1595.812    EM
    10 -0.85117526D+04    8.7111685    0.0010224    422.641  1577.359    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15065699D+05    0.0000000    0.0000000    644.774  1355.226    EM
     2 -0.10410509D+05 4655.1893899    0.3089926    845.296  1154.704    EM
     3 -0.90845668D+04 1325.9424374    0.1273658    760.623  1239.377    EM
     4 -0.87797751D+04  304.7916950    0.0335505    672.649  1327.351    EM
     5 -0.87093312D+04   70.4438516    0.0080234    629.889  1370.111    EM
     6 -0.86663485D+04   42.9827083    0.0049352    609.810  1390.190    EM
     7 -0.86363652D+04   29.9833486    0.0034597    604.386  1395.614    EM
     8 -0.86108709D+04   25.4942808    0.0029520    608.302  1391.698    EM
     9 -0.85895710D+04   21.2999086    0.0024736    617.731  1382.269    EM
    10 -0.85705457D+04   19.0253206    0.0022149    630.347  1369.653    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22095816D+05    0.0000000    0.0000000   1329.123   670.877    EM
     2 -0.10927883D+05 ************    0.5054320   1140.411   859.589    EM
     3 -0.88303604D+04 2097.5230590    0.1919423   1107.264   892.736    EM
     4 -0.84875907D+04  342.7696966    0.0388172   1097.676   902.324    EM
     5 -0.84108366D+04   76.7540632    0.0090431   1093.568   906.432    EM
     6 -0.83905891D+04   20.2475661    0.0024073   1090.737   909.263    EM
     7 -0.83782583D+04   12.3308080    0.0014696   1088.285   911.715    EM
     8 -0.83690014D+04    9.2568519    0.0011049   1085.077   914.923    EM
     9 -0.83605412D+04    8.4602084    0.0010109   1080.650   919.350    EM
    10 -0.83515617D+04    8.9795296    0.0010740   1075.248   924.752    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22783643D+05    0.0000000    0.0000000    515.064  1484.936    EM
     2 -0.97970256D+04 ************    0.5699974    442.534  1557.466    EM
     3 -0.92721778D+04  524.8477919    0.0535722    421.831  1578.169    EM
     4 -0.91066699D+04  165.5078363    0.0178499    430.861  1569.139    EM
     5 -0.89676182D+04  139.0517310    0.0152692    435.738  1564.262    EM
     6 -0.88956253D+04   71.9929278    0.0080281    444.482  1555.518    EM
     7 -0.88406199D+04   55.0053569    0.0061834    461.442  1538.558    EM
     8 -0.87914604D+04   49.1595082    0.0055606    486.541  1513.459    EM
     9 -0.87553564D+04   36.1040236    0.0041067    514.831  1485.169    EM
    10 -0.87208812D+04   34.4752057    0.0039376    545.956  1454.044    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23228715D+05    0.0000000    0.0000000   1698.376   301.624    EM
     2 -0.11888555D+05 ************    0.4881957   1291.095   708.905    EM
     3 -0.96604434D+04 2228.1119718    0.1874165   1172.485   827.515    EM
     4 -0.88295977D+04  830.8457165    0.0860049   1106.881   893.119    EM
     5 -0.86499222D+04  179.6754527    0.0203492   1071.525   928.475    EM
     6 -0.85594765D+04   90.4457597    0.0104563   1048.447   951.553    EM
     7 -0.85133071D+04   46.1693303    0.0053939   1034.474   965.526    EM
     8 -0.84853319D+04   27.9752735    0.0032861   1026.432   973.568    EM
     9 -0.84667815D+04   18.5503963    0.0021862   1022.510   977.490    EM
    10 -0.84538229D+04   12.9585835    0.0015305   1021.759   978.241    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15332079D+05    0.0000000    0.0000000   1732.614   267.386    EM
     2 -0.10926611D+05 4405.4686034    0.2873367   1714.459   285.541    EM
     3 -0.97281144D+04 1198.4964838    0.1096860   1522.555   477.445    EM
     4 -0.89408675D+04  787.2468253    0.0809249   1508.708   491.292    EM
     5 -0.87408400D+04  200.0275755    0.0223723   1493.009   506.991    EM
     6 -0.86652626D+04   75.5773972    0.0086465   1489.072   510.928    EM
     7 -0.86233150D+04   41.9475934    0.0048409   1490.938   509.062    EM
     8 -0.85893300D+04   33.9849877    0.0039411   1494.279   505.721    EM
     9 -0.85712817D+04   18.0483252    0.0021012   1491.811   508.189    EM
    10 -0.85617934D+04    9.4882688    0.0011070   1487.772   512.228    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15632891D+05    0.0000000    0.0000000     63.596  1936.404    EM
     2 -0.10487772D+05 5145.1186770    0.3291214    135.457  1864.543    EM
     3 -0.89845121D+04 1503.2601046    0.1433345    196.085  1803.915    EM
     4 -0.87528903D+04  231.6218067    0.0257801    239.297  1760.703    EM
     5 -0.86595222D+04   93.3681159    0.0106671    282.173  1717.827    EM
     6 -0.85894371D+04   70.0850794    0.0080934    340.619  1659.381    EM
     7 -0.85246139D+04   64.8231656    0.0075468    399.405  1600.595    EM
     8 -0.84603331D+04   64.2808346    0.0075406    456.571  1543.429    EM
     9 -0.84359557D+04   24.3773451    0.0028814    480.546  1519.454    EM
    10 -0.84177344D+04   18.2213025    0.0021600    498.475  1501.525    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14972000D+05    0.0000000    0.0000000   1487.010   512.990    EM
     2 -0.91925656D+04 5779.4340678    0.3860162   1578.829   421.171    EM
     3 -0.87516008D+04  440.9647668    0.0479697   1599.172   400.828    EM
     4 -0.86412898D+04  110.3110441    0.0126047   1600.710   399.290    EM
     5 -0.86080864D+04   33.2033421    0.0038424   1599.813   400.187    EM
     6 -0.85892745D+04   18.8119056    0.0021854   1595.307   404.693    EM
     7 -0.85769967D+04   12.2778204    0.0014294   1587.863   412.137    EM
     8 -0.85672953D+04    9.7013903    0.0011311   1576.729   423.271    EM
     9 -0.85568674D+04   10.4279728    0.0012172   1561.011   438.989    EM
    10 -0.85438589D+04   13.0084108    0.0015202   1540.479   459.521    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13629237D+05    0.0000000    0.0000000    718.288  1281.712    EM
     2 -0.94322596D+04 4196.9772464    0.3079393    645.632  1354.368    EM
     3 -0.88346815D+04  597.5781003    0.0633547    608.407  1391.593    EM
     4 -0.86881624D+04  146.5191086    0.0165845    604.027  1395.973    EM
     5 -0.86287789D+04   59.3834372    0.0068350    610.066  1389.934    EM
     6 -0.85762109D+04   52.5680570    0.0060922    619.880  1380.120    EM
     7 -0.85255231D+04   50.6877570    0.0059103    632.088  1367.912    EM
     8 -0.84795419D+04   45.9812413    0.0053934    644.894  1355.106    EM
     9 -0.84445063D+04   35.0355925    0.0041318    656.533  1343.467    EM
    10 -0.84212076D+04   23.2986171    0.0027590    668.179  1331.821    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14504768D+05    0.0000000    0.0000000   1197.001   802.999    EM
     2 -0.92630924D+04 5241.6754537    0.3613760   1138.747   861.253    EM
     3 -0.88626776D+04  400.4148096    0.0432269   1128.585   871.415    EM
     4 -0.87544009D+04  108.2767182    0.0122172   1119.064   880.936    EM
     5 -0.87220659D+04   32.3350118    0.0036936   1113.963   886.037    EM
     6 -0.86933546D+04   28.7112382    0.0032918   1105.101   894.899    EM
     7 -0.86499017D+04   43.4528943    0.0049984   1095.892   904.108    EM
     8 -0.85989765D+04   50.9251745    0.0058874   1081.811   918.189    EM
     9 -0.85357155D+04   63.2610602    0.0073568   1064.202   935.798    EM
    10 -0.84807419D+04   54.9735568    0.0064404   1045.308   954.692    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15874272D+05    0.0000000    0.0000000   1069.117   930.883    EM
     2 -0.11123549D+05 4750.7229519    0.2992719    952.483  1047.517    EM
     3 -0.93609343D+04 1762.6144230    0.1584579    927.388  1072.612    EM
     4 -0.88250149D+04  535.9194525    0.0572506    945.689  1054.311    EM
     5 -0.86804134D+04  144.6014033    0.0163854    946.509  1053.491    EM
     6 -0.86323504D+04   48.0630852    0.0055370    945.311  1054.689    EM
     7 -0.86074964D+04   24.8539358    0.0028792    946.177  1053.823    EM
     8 -0.85971111D+04   10.3853472    0.0012065    943.993  1056.007    EM
     9 -0.85544243D+04   42.6867445    0.0049652    945.761  1054.239    EM
    10 -0.85202331D+04   34.1912026    0.0039969    949.693  1050.307    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16793401D+05    0.0000000    0.0000000    999.933  1000.067    EM
     2 -0.95541605D+04 7239.2405025    0.4310765    970.806  1029.194    EM
     3 -0.86500014D+04  904.1590433    0.0946351    963.833  1036.167    EM
     4 -0.84311898D+04  218.8116692    0.0252961    960.250  1039.750    EM
     5 -0.83586108D+04   72.5789094    0.0086084    957.100  1042.900    EM
     6 -0.83296404D+04   28.9704190    0.0034659    955.905  1044.095    EM
     7 -0.82911189D+04   38.5215005    0.0046246    955.962  1044.038    EM
     8 -0.82830369D+04    8.0820762    0.0009748    956.587  1043.413    EM
     9 -0.82794962D+04    3.5406525    0.0004275    957.960  1042.040    EM
    10 -0.82776085D+04    1.8877386    0.0002280    959.237  1040.763    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13434740D+05    0.0000000    0.0000000    936.881  1063.119    EM
     2 -0.10047774D+05 3386.9662728    0.2521051    699.309  1300.691    EM
     3 -0.88233808D+04 1224.3931886    0.1218572    605.408  1394.592    EM
     4 -0.85818859D+04  241.4948399    0.0273699    592.426  1407.574    EM
     5 -0.84953520D+04   86.5339298    0.0100833    611.468  1388.532    EM
     6 -0.84686634D+04   26.6886158    0.0031416    628.909  1371.091    EM
     7 -0.84688271D+04   -0.1637700   -0.0000193    636.929  1363.071    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13733832D+05    0.0000000    0.0000000   1606.971   393.029    EM
     2 -0.10076600D+05 3657.2318354    0.2662936   1602.016   397.984    EM
     3 -0.93022969D+04  774.3028587    0.0768417   1484.233   515.767    EM
     4 -0.89418398D+04  360.4571121    0.0387493   1349.559   650.441    EM
     5 -0.86581995D+04  283.6402918    0.0317206   1277.805   722.195    EM
     6 -0.85384323D+04  119.7672113    0.0138328   1242.838   757.162    EM
     7 -0.84946212D+04   43.8110996    0.0051310   1222.963   777.037    EM
     8 -0.84750919D+04   19.5292030    0.0022990   1211.048   788.952    EM
     9 -0.84640759D+04   11.0160141    0.0012998   1202.746   797.254    EM
    10 -0.84567765D+04    7.2994678    0.0008624   1196.131   803.869    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17301230D+05    0.0000000    0.0000000    998.645  1001.355    EM
     2 -0.10207321D+05 7093.9090660    0.4100234   1242.977   757.023    EM
     3 -0.90629372D+04 1144.3840582    0.1121140   1349.318   650.682    EM
     4 -0.88006091D+04  262.3280683    0.0289451   1369.101   630.899    EM
     5 -0.87501475D+04   50.4615721    0.0057339   1379.654   620.346    EM
     6 -0.87224665D+04   27.6809791    0.0031635   1385.053   614.947    EM
     7 -0.86955422D+04   26.9243861    0.0030868   1384.755   615.245    EM
     8 -0.86728035D+04   22.7386545    0.0026150   1380.240   619.760    EM
     9 -0.86503994D+04   22.4040529    0.0025833   1371.691   628.309    EM
    10 -0.86198918D+04   30.5076629    0.0035267   1358.669   641.331    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17441238D+05    0.0000000    0.0000000   1395.464   604.536    EM
     2 -0.12083228D+05 5358.0102955    0.3072035   1030.517   969.483    EM
     3 -0.95477277D+04 2535.5004447    0.2098363   1013.580   986.420    EM
     4 -0.87426772D+04  805.0505080    0.0843185   1046.018   953.982    EM
     5 -0.85556766D+04  187.0005716    0.0213894   1056.891   943.109    EM
     6 -0.84959350D+04   59.7416588    0.0069827   1069.944   930.056    EM
     7 -0.84677952D+04   28.1398085    0.0033121   1083.360   916.640    EM
     8 -0.84483193D+04   19.4758197    0.0023000   1097.566   902.434    EM
     9 -0.84345675D+04   13.7518114    0.0016278   1112.868   887.132    EM
    10 -0.84216410D+04   12.9265294    0.0015326   1127.455   872.545    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13657284D+05    0.0000000    0.0000000    906.789  1093.211    EM
     2 -0.10251866D+05 3405.4174686    0.2493481    903.241  1096.759    EM
     3 -0.90506467D+04 1201.2195431    0.1171708   1058.911   941.089    EM
     4 -0.85469738D+04  503.6729604    0.0556505   1126.017   873.983    EM
     5 -0.84001734D+04  146.8003891    0.0171757   1141.416   858.584    EM
     6 -0.83643865D+04   35.7869095    0.0042603   1143.672   856.328    EM
     7 -0.83442427D+04   20.1437287    0.0024083   1138.107   861.893    EM
     8 -0.83216115D+04   22.6312308    0.0027122   1129.861   870.139    EM
     9 -0.82906638D+04   30.9476757    0.0037190   1115.585   884.415    EM
    10 -0.82654795D+04   25.1843768    0.0030377   1105.399   894.601    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20266371D+05    0.0000000    0.0000000    855.780  1144.220    EM
     2 -0.10376609D+05 9889.7626818    0.4879888   1064.860   935.140    EM
     3 -0.89814546D+04 1395.1541573    0.1344518   1030.591   969.409    EM
     4 -0.86353108D+04  346.1437746    0.0385398    974.902  1025.098    EM
     5 -0.84964968D+04  138.8140514    0.0160752    948.862  1051.138    EM
     6 -0.84362042D+04   60.2926071    0.0070962    932.992  1067.008    EM
     7 -0.84009709D+04   35.2332995    0.0041764    921.757  1078.243    EM
     8 -0.83754100D+04   25.5608201    0.0030426    913.372  1086.628    EM
     9 -0.83521375D+04   23.2725586    0.0027787    904.743  1095.257    EM
    10 -0.83313943D+04   20.7431601    0.0024836    897.517  1102.483    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24178289D+05    0.0000000    0.0000000    708.013  1291.987    EM
     2 -0.97183808D+04 ************    0.5980534    623.470  1376.530    EM
     3 -0.91977520D+04  520.6287936    0.0535716    600.493  1399.507    EM
     4 -0.89801235D+04  217.6285763    0.0236611    585.107  1414.893    EM
     5 -0.88596676D+04  120.4558984    0.0134136    606.216  1393.784    EM
     6 -0.87833818D+04   76.2857540    0.0086105    641.215  1358.785    EM
     7 -0.87306041D+04   52.7777146    0.0060088    680.199  1319.801    EM
     8 -0.86807407D+04   49.8633630    0.0057113    717.303  1282.697    EM
     9 -0.86408051D+04   39.9356153    0.0046005    753.796  1246.204    EM
    10 -0.86061525D+04   34.6526407    0.0040103    790.580  1209.420    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21249724D+05    0.0000000    0.0000000   1063.298   936.702    EM
     2 -0.97086666D+04 ************    0.5431156   1111.919   888.081    EM
     3 -0.91501994D+04  558.4671706    0.0575225   1174.383   825.617    EM
     4 -0.88243626D+04  325.8368089    0.0356098   1169.244   830.756    EM
     5 -0.86525636D+04  171.7990092    0.0194687   1142.301   857.699    EM
     6 -0.85611732D+04   91.3903707    0.0105622   1124.260   875.740    EM
     7 -0.85114130D+04   49.7602321    0.0058123   1109.220   890.780    EM
     8 -0.84818967D+04   29.5162726    0.0034678   1093.755   906.245    EM
     9 -0.84625761D+04   19.3206482    0.0022779   1077.416   922.584    EM
    10 -0.84477992D+04   14.7769278    0.0017462   1060.153   939.847    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16601913D+05    0.0000000    0.0000000    139.979  1860.021    EM
     2 -0.10194763D+05 6407.1496417    0.3859284    116.055  1883.945    EM
     3 -0.94500850D+04  744.6783224    0.0730452    176.731  1823.269    EM
     4 -0.91387988D+04  311.2861631    0.0329400    214.712  1785.288    EM
     5 -0.90316909D+04  107.1079320    0.0117201    250.533  1749.467    EM
     6 -0.89727134D+04   58.9774873    0.0065301    292.130  1707.870    EM
     7 -0.89163804D+04   56.3330302    0.0062783    350.260  1649.740    EM
     8 -0.88357990D+04   80.5814278    0.0090375    429.896  1570.104    EM
     9 -0.87554732D+04   80.3257405    0.0090909    520.182  1479.818    EM
    10 -0.86613394D+04   94.1338332    0.0107514    623.278  1376.722    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19880062D+05    0.0000000    0.0000000    833.037  1166.963    EM
     2 -0.10325882D+05 9554.1794684    0.4805910    854.210  1145.790    EM
     3 -0.92083309D+04 1117.5515258    0.1082282    936.572  1063.428    EM
     4 -0.87171968D+04  491.1340857    0.0533358    997.306  1002.694    EM
     5 -0.85545946D+04  162.6021954    0.0186530   1028.387   971.613    EM
     6 -0.84596130D+04   94.9815919    0.0111030   1053.286   946.714    EM
     7 -0.84041578D+04   55.4551916    0.0065553   1071.072   928.928    EM
     8 -0.83692196D+04   34.9382149    0.0041573   1083.631   916.369    EM
     9 -0.83443042D+04   24.9153513    0.0029770   1092.436   907.564    EM
    10 -0.83248622D+04   19.4420820    0.0023300   1097.640   902.360    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14364589D+05    0.0000000    0.0000000    992.371  1007.629    EM
     2 -0.97330833D+04 4631.5054362    0.3224252    818.764  1181.236    EM
     3 -0.89866373D+04  746.4459277    0.0766916    814.136  1185.864    EM
     4 -0.87385247D+04  248.1126666    0.0276091    899.400  1100.600    EM
     5 -0.85571434D+04  181.3812761    0.0207565    976.066  1023.934    EM
     6 -0.84731479D+04   83.9954816    0.0098158   1031.212   968.788    EM
     7 -0.84170647D+04   56.0832168    0.0066189   1065.840   934.160    EM
     8 -0.83832252D+04   33.8394668    0.0040203   1092.739   907.261    EM
     9 -0.83603745D+04   22.8507038    0.0027258   1106.954   893.046    EM
    10 -0.83468458D+04   13.5287272    0.0016182   1117.263   882.737    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18157354D+05    0.0000000    0.0000000   1307.421   692.579    EM
     2 -0.96579772D+04 8499.3766307    0.4680956   1084.108   915.892    EM
     3 -0.86363162D+04 1021.6610348    0.1057842   1002.907   997.093    EM
     4 -0.84729291D+04  163.3871525    0.0189186    977.739  1022.261    EM
     5 -0.83951071D+04   77.8219468    0.0091848    963.524  1036.476    EM
     6 -0.83401688D+04   54.9382959    0.0065441    954.357  1045.643    EM
     7 -0.82986152D+04   41.5535847    0.0049823    949.036  1050.964    EM
     8 -0.82664808D+04   32.1344664    0.0038723    947.246  1052.754    EM
     9 -0.82444812D+04   21.9995413    0.0026613    946.445  1053.555    EM
    10 -0.82289310D+04   15.5502309    0.0018861    948.210  1051.790    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16664235D+05    0.0000000    0.0000000    942.643  1057.357    EM
     2 -0.10854920D+05 5809.3143504    0.3486097    409.705  1590.295    EM
     3 -0.94259822D+04 1428.9379815    0.1316397    314.021  1685.979    EM
     4 -0.90103163D+04  415.6658993    0.0440979    440.538  1559.462    EM
     5 -0.88180835D+04  192.2328249    0.0213347    586.649  1413.351    EM
     6 -0.86764574D+04  141.6260981    0.0160609    689.725  1310.275    EM
     7 -0.85721503D+04  104.3071304    0.0120219    757.129  1242.871    EM
     8 -0.85361901D+04   35.9602270    0.0041950    796.740  1203.260    EM
     9 -0.84942356D+04   41.9545016    0.0049149    832.445  1167.555    EM
    10 -0.84582553D+04   35.9802736    0.0042358    862.320  1137.680    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18762581D+05    0.0000000    0.0000000    832.898  1167.102    EM
     2 -0.10152840D+05 8609.7412434    0.4588783    804.306  1195.694    EM
     3 -0.89331550D+04 1219.6848898    0.1201324    941.004  1058.996    EM
     4 -0.87184854D+04  214.6695692    0.0240307   1040.468   959.532    EM
     5 -0.85913382D+04  127.1472717    0.0145836   1094.316   905.684    EM
     6 -0.85482891D+04   43.0491096    0.0050108   1118.612   881.388    EM
     7 -0.85245565D+04   23.7325538    0.0027763   1128.980   871.020    EM
     8 -0.84939098D+04   30.6467542    0.0035951   1134.007   865.993    EM
     9 -0.84661047D+04   27.8050950    0.0032735   1135.601   864.399    EM
    10 -0.84400013D+04   26.1033618    0.0030833   1135.388   864.612    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 41


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13826532D+05    0.0000000    0.0000000    971.161  1028.839    EM
     2 -0.10002421D+05 3824.1111551    0.2765778    559.791  1440.209    EM
     3 -0.90615696D+04  940.8511211    0.0940623    465.315  1534.685    EM
     4 -0.87582281D+04  303.3415312    0.0334756    432.184  1567.816    EM
     5 -0.86602564D+04   97.9716412    0.0111862    425.244  1574.756    EM
     6 -0.85997774D+04   60.4790212    0.0069835    435.281  1564.719    EM
     7 -0.85553873D+04   44.3901482    0.0051618    458.183  1541.817    EM
     8 -0.85296092D+04   25.7780206    0.0030131    483.189  1516.811    EM
     9 -0.85098753D+04   19.7338925    0.0023136    507.284  1492.716    EM
    10 -0.84898137D+04   20.0616048    0.0023574    532.026  1467.974    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 42


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19237858D+05    0.0000000    0.0000000   1494.243   505.757    EM
     2 -0.11997597D+05 7240.2613740    0.3763549   1224.226   775.774    EM
     3 -0.91784105D+04 2819.1861688    0.2349792   1142.874   857.126    EM
     4 -0.85913921D+04  587.0183352    0.0639564   1146.108   853.892    EM
     5 -0.84879335D+04  103.4586137    0.0120421   1152.927   847.073    EM
     6 -0.84233017D+04   64.6318453    0.0076146   1159.858   840.142    EM
     7 -0.83763119D+04   46.9897898    0.0055785   1162.992   837.008    EM
     8 -0.83476545D+04   28.6573778    0.0034212   1160.897   839.103    EM
     9 -0.83293680D+04   18.2865009    0.0021906   1155.897   844.103    EM
    10 -0.83159310D+04   13.4369861    0.0016132   1147.581   852.419    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 43


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20592008D+05    0.0000000    0.0000000    934.637  1065.363    EM
     2 -0.10951959D+05 9640.0492984    0.4681452    455.793  1544.207    EM
     3 -0.92829346D+04 1669.0244404    0.1523951    399.597  1600.403    EM
     4 -0.88619711D+04  420.9634996    0.0453481    594.509  1405.491    EM
     5 -0.86521373D+04  209.8338170    0.0236780    748.488  1251.512    EM
     6 -0.85759112D+04   76.2260588    0.0088101    845.193  1154.807    EM
     7 -0.84517266D+04  124.1846584    0.0144806    938.497  1061.503    EM
     8 -0.84113272D+04   40.3993650    0.0047800    985.744  1014.256    EM
     9 -0.83670275D+04   44.2996778    0.0052667   1016.793   983.207    EM
    10 -0.83639080D+04    3.1195322    0.0003728   1024.520   975.480    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 44


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13883602D+05    0.0000000    0.0000000   1819.637   180.363    EM
     2 -0.10043699D+05 3839.9023906    0.2765783   1838.496   161.504    EM
     3 -0.93887396D+04  654.9595053    0.0652110   1732.250   267.750    EM
     4 -0.91578797D+04  230.8599526    0.0245890   1608.634   391.366    EM
     5 -0.89688748D+04  189.0048129    0.0206385   1476.279   523.721    EM
     6 -0.88290829D+04  139.7919773    0.0155863   1360.224   639.776    EM
     7 -0.86935030D+04  135.5798722    0.0153561   1261.873   738.127    EM
     8 -0.86082878D+04   85.2151768    0.0098022   1176.203   823.797    EM
     9 -0.85491859D+04   59.1019087    0.0068657   1108.397   891.603    EM
    10 -0.85152999D+04   33.8859920    0.0039637   1056.509   943.491    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 45


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12289014D+05    0.0000000    0.0000000   1629.522   370.478    EM
     2 -0.10299597D+05 1989.4170314    0.1618858   1374.897   625.103    EM
     3 -0.88162114D+04 1483.3855916    0.1440237   1241.395   758.605    EM
     4 -0.84783805D+04  337.8308626    0.0383193   1196.334   803.666    EM
     5 -0.83630558D+04  115.3247378    0.0136022   1168.982   831.018    EM
     6 -0.83164529D+04   46.6028164    0.0055725   1150.555   849.445    EM
     7 -0.82900390D+04   26.4139213    0.0031761   1134.513   865.487    EM
     8 -0.82720545D+04   17.9845572    0.0021694   1122.378   877.622    EM
     9 -0.82544564D+04   17.5980286    0.0021274   1106.293   893.707    EM
    10 -0.82424187D+04   12.0376951    0.0014583   1095.653   904.347    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 46


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19006937D+05    0.0000000    0.0000000    243.030  1756.970    EM
     2 -0.13062186D+05 5944.7510741    0.3127674    272.914  1727.086    EM
     3 -0.97112380D+04 3350.9481485    0.2565381    296.225  1703.775    EM
     4 -0.94182484D+04  292.9896153    0.0301702    324.615  1675.385    EM
     5 -0.93489147D+04   69.3336272    0.0073616    347.940  1652.060    EM
     6 -0.92972770D+04   51.6377335    0.0055234    371.694  1628.306    EM
     7 -0.92386413D+04   58.6357508    0.0063068    408.403  1591.597    EM
     8 -0.89992602D+04  239.3810724    0.0259109    425.113  1574.887    EM
     9 -0.89523897D+04   46.8704851    0.0052083    456.159  1543.841    EM
    10 -0.89126346D+04   39.7551121    0.0044407    490.928  1509.072    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 47


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19024596D+05    0.0000000    0.0000000    430.042  1569.958    EM
     2 -0.91339876D+04 9890.6085397    0.5198853    396.168  1603.832    EM
     3 -0.87809076D+04  353.0800506    0.0386556    422.731  1577.269    EM
     4 -0.86732612D+04  107.6463498    0.0122591    442.552  1557.448    EM
     5 -0.86208059D+04   52.4552961    0.0060479    473.795  1526.205    EM
     6 -0.85915613D+04   29.2446122    0.0033923    500.851  1499.149    EM
     7 -0.85707635D+04   20.7977607    0.0024207    525.708  1474.292    EM
     8 -0.85546798D+04   16.0837044    0.0018766    547.389  1452.611    EM
     9 -0.85420031D+04   12.6767378    0.0014818    566.607  1433.393    EM
    10 -0.85315719D+04   10.4312390    0.0012212    583.995  1416.005    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 48


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18777284D+05    0.0000000    0.0000000    106.626  1893.374    EM
     2 -0.10935059D+05 7842.2252090    0.4176443     92.406  1907.594    EM
     3 -0.98821459D+04 1052.9132599    0.0962878     98.304  1901.696    EM
     4 -0.95881312D+04  294.0147270    0.0297521    110.042  1889.958    EM
     5 -0.92475817D+04  340.5494763    0.0355178    124.083  1875.917    EM
     6 -0.91526135D+04   94.9681605    0.0102695    152.731  1847.269    EM
     7 -0.90824681D+04   70.1454527    0.0076640    186.636  1813.364    EM
     8 -0.90249027D+04   57.5653333    0.0063381    226.973  1773.027    EM
     9 -0.89650951D+04   59.8076612    0.0066270    281.729  1718.271    EM
    10 -0.89067807D+04   58.3144316    0.0065046    345.786  1654.214    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 49


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.20709044D+05    0.0000000    0.0000000    743.594  1256.406    EM
     2 -0.92938749D+04 ************    0.5512166    808.922  1191.078    EM
     3 -0.89168049D+04  377.0700040    0.0405719    832.838  1167.162    EM
     4 -0.87918981D+04  124.9067824    0.0140080    848.357  1151.643    EM
     5 -0.86825472D+04  109.3509512    0.0124377    849.791  1150.209    EM
     6 -0.85732417D+04  109.3055369    0.0125891    865.124  1134.876    EM
     7 -0.85190499D+04   54.1917945    0.0063210    873.968  1126.032    EM
     8 -0.84886220D+04   30.4278954    0.0035717    885.232  1114.768    EM
     9 -0.84692210D+04   19.4009624    0.0022855    896.319  1103.681    EM
    10 -0.84567265D+04   12.4944535    0.0014753    904.816  1095.184    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 50


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21246607D+05    0.0000000    0.0000000   1250.792   749.208    EM
     2 -0.94060023D+04 ************    0.5572939   1091.310   908.690    EM
     3 -0.88689845D+04  537.0178013    0.0570931    979.639  1020.361    EM
     4 -0.86184310D+04  250.5535429    0.0282505    941.157  1058.843    EM
     5 -0.85058517D+04  112.5792558    0.0130626    935.907  1064.093    EM
     6 -0.84576594D+04   48.1922859    0.0056658    943.890  1056.110    EM
     7 -0.84265510D+04   31.1084361    0.0036781    957.518  1042.482    EM
     8 -0.84006117D+04   25.9393134    0.0030783    973.599  1026.401    EM
     9 -0.83743826D+04   26.2291036    0.0031223    991.570  1008.430    EM
    10 -0.83507441D+04   23.6384415    0.0028227   1007.466   992.534    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18157354D+05    0.0000000    0.0000000   1307.421   692.579    EM
     2 -0.96579772D+04 8499.3766307    0.4680956   1084.108   915.892    EM
     3 -0.86363162D+04 1021.6610348    0.1057842   1002.907   997.093    EM
     4 -0.84729291D+04  163.3871525    0.0189186    977.739  1022.261    EM
     5 -0.83951071D+04   77.8219468    0.0091848    963.524  1036.476    EM
     6 -0.83401688D+04   54.9382959    0.0065441    954.357  1045.643    EM
     7 -0.82986152D+04   41.5535847    0.0049823    949.036  1050.964    EM
     8 -0.82664808D+04   32.1344664    0.0038723    947.246  1052.754    EM
     9 -0.82444812D+04   21.9995413    0.0026613    946.445  1053.555    EM
    10 -0.82289310D+04   15.5502309    0.0018861    948.210  1051.790    EM
    11 -0.82215183D+04    7.4127248    0.0009008    949.233  1050.767    EM
    12 -0.82165920D+04    4.9263064    0.0005992    950.376  1049.624    EM
    13 -0.82125191D+04    4.0728596    0.0004957    951.866  1048.134    EM
    14 -0.82088535D+04    3.6656055    0.0004463    953.752  1046.248    EM
    15 -0.82055766D+04    3.2769073    0.0003992    955.956  1044.044    EM
    16 -0.82027835D+04    2.7931266    0.0003404    958.344  1041.656    EM
    17 -0.82005369D+04    2.2465727    0.0002739    960.772  1039.228    EM
    18 -0.81988200D+04    1.7169237    0.0002094    963.121  1036.879    EM
    19 -0.81975536D+04    1.2663970    0.0001545    965.310  1034.690    EM
    20 -0.81966357D+04    0.9178565    0.0001120    967.295  1032.705    EM
    21 -0.81959718D+04    0.6638945    0.0000810    969.063  1030.937    EM
    22 -0.81954877D+04    0.4841218    0.0000591    970.621  1029.379    EM
    23 -0.81951302D+04    0.3574888    0.0000436    971.985  1028.015    EM
    24 -0.81948629D+04    0.2673458    0.0000326    973.175  1026.825    EM
    25 -0.81946608D+04    0.2020585    0.0000247    974.212  1025.788    EM
    26 -0.81945069D+04    0.1539284    0.0000188    975.116  1024.884    EM
    27 -0.81943890D+04    0.1179172    0.0000144    975.905  1024.095    EM
    28 -0.81942983D+04    0.0906736    0.0000111    976.593  1023.407    EM
    29 -0.81942284D+04    0.0699027    0.0000085    977.194  1022.806    EM
    30 -0.81941744D+04    0.0539835    0.0000066    977.720  1022.280    EM
    31 -0.81941327D+04    0.0417396    0.0000051    978.180  1021.820    EM
    32 -0.81941004D+04    0.0323003    0.0000039    978.583  1021.417    EM
    33 -0.81940753D+04    0.0250112    0.0000031    978.935  1021.065    EM
    34 -0.81940560D+04    0.0193762    0.0000024    979.245  1020.755    EM
    35 -0.81940409D+04    0.0150162    0.0000018    979.516  1020.484    EM
    36 -0.81940293D+04    0.0116407    0.0000014    979.754  1020.246    EM
    37 -0.81940203D+04    0.0090262    0.0000011    979.963  1020.037    EM
    38 -0.81940133D+04    0.0070003    0.0000009    980.147  1019.853    EM
    39 -0.81940078D+04    0.0054301    0.0000007    980.308  1019.692    EM
    40 -0.81940036D+04    0.0042126    0.0000005    980.449  1019.551    EM
    41 -0.81940004D+04    0.0032686    0.0000004    980.574  1019.426    EM
    42 -0.81939978D+04    0.0025364    0.0000003    980.683  1019.317    EM
    43 -0.81939959D+04    0.0019684    0.0000002    980.780  1019.220    EM
    44 -0.81939943D+04    0.0015277    0.0000002    980.864  1019.136    EM
    45 -0.81939932D+04    0.0011858    0.0000001    980.939  1019.061    EM
    46 -0.81939922D+04    0.0009205    0.0000001    981.004  1018.996    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19035483D+05    0.0000000    0.0000000   1071.143   928.857    EM
     2 -0.10054466D+05 8981.0176140    0.4718040   1058.745   941.255    EM
     3 -0.89224205D+04 1132.0453635    0.1125913    996.473  1003.527    EM
     4 -0.85766216D+04  345.7988396    0.0387562    962.232  1037.768    EM
     5 -0.84340274D+04  142.5942671    0.0166259    948.801  1051.199    EM
     6 -0.83691991D+04   64.8282873    0.0076865    936.821  1063.179    EM
     7 -0.83336633D+04   35.5357783    0.0042460    929.348  1070.652    EM
     8 -0.83060681D+04   27.5951802    0.0033113    926.336  1073.664    EM
     9 -0.82788185D+04   27.2496525    0.0032807    928.468  1071.532    EM
    10 -0.82414504D+04   37.3681025    0.0045137    938.792  1061.208    EM
    11 -0.82223078D+04   19.1425595    0.0023227    946.267  1053.733    EM
    12 -0.82119768D+04   10.3309750    0.0012565    951.969  1048.031    EM
    13 -0.82060346D+04    5.9422608    0.0007236    956.435  1043.565    EM
    14 -0.82023137D+04    3.7208332    0.0004534    960.014  1039.986    EM
    15 -0.81998490D+04    2.4647532    0.0003005    962.938  1037.062    EM
    16 -0.81981709D+04    1.6780907    0.0002046    965.367  1034.633    EM
    17 -0.81970138D+04    1.1570621    0.0001411    967.419  1032.581    EM
    18 -0.81944188D+04    2.5950108    0.0003166    984.878  1015.122    FS
    19 -0.81943094D+04    0.1093825    0.0000133    984.385  1015.615    FS
    20 -0.81943088D+04    0.0006592    0.0000001    984.416  1015.584    FS
    21 -0.81940390D+04    0.2697607    0.0000329    980.018  1019.982    FS
    22 -0.81940313D+04    0.0077496    0.0000009    980.201  1019.799    FS
    23 -0.81940312D+04    0.0000133    0.0000000    980.199  1019.801    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 45




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12289014D+05    0.0000000    0.0000000   1629.522   370.478    EM
     2 -0.10299597D+05 1989.4170314    0.1618858   1374.897   625.103    EM
     3 -0.88162114D+04 1483.3855916    0.1440237   1241.395   758.605    EM
     4 -0.84783805D+04  337.8308626    0.0383193   1196.334   803.666    EM
     5 -0.83630558D+04  115.3247378    0.0136022   1168.982   831.018    EM
     6 -0.83164529D+04   46.6028164    0.0055725   1150.555   849.445    EM
     7 -0.82900390D+04   26.4139213    0.0031761   1134.513   865.487    EM
     8 -0.82720545D+04   17.9845572    0.0021694   1122.378   877.622    EM
     9 -0.82544564D+04   17.5980286    0.0021274   1106.293   893.707    EM
    10 -0.82424187D+04   12.0376951    0.0014583   1095.653   904.347    EM
    11 -0.82339184D+04    8.5003350    0.0010313   1085.575   914.425    EM
    12 -0.82252372D+04    8.6811618    0.0010543   1077.125   922.875    EM
    13 -0.82187360D+04    6.5012988    0.0007904   1070.235   929.765    EM
    14 -0.82143572D+04    4.3787077    0.0005328   1064.089   935.911    EM
    15 -0.82107703D+04    3.5868985    0.0004367   1058.621   941.379    EM
    16 -0.82077737D+04    2.9966547    0.0003650   1053.919   946.081    EM
    17 -0.82059170D+04    1.8566416    0.0002262   1049.545   950.455    EM
    18 -0.82043346D+04    1.5824872    0.0001928   1045.607   954.393    EM
    19 -0.82027956D+04    1.5389259    0.0001876   1042.119   957.881    EM
    20 -0.82008702D+04    1.9254729    0.0002347   1038.710   961.290    EM
    21 -0.81985743D+04    2.2958152    0.0002799   1035.541   964.459    EM
    22 -0.81965908D+04    1.9835099    0.0002419   1033.098   966.902    EM
    23 -0.81955560D+04    1.0348462    0.0001263   1031.625   968.375    EM
    24 -0.81950912D+04    0.4647519    0.0000567   1030.573   969.427    EM
    25 -0.81947823D+04    0.3089711    0.0000377   1029.763   970.237    EM
    26 -0.81945625D+04    0.2197235    0.0000268   1029.172   970.828    EM
    27 -0.81944081D+04    0.1543968    0.0000188   1028.725   971.275    EM
    28 -0.81943029D+04    0.1052058    0.0000128   1028.394   971.606    EM
    29 -0.81942320D+04    0.0709777    0.0000087   1028.143   971.857    EM
    30 -0.81941852D+04    0.0467448    0.0000057   1027.954   972.046    EM
    31 -0.81941544D+04    0.0307784    0.0000038   1027.809   972.191    EM
    32 -0.81941344D+04    0.0200183    0.0000024   1027.699   972.301    EM
    33 -0.81941213D+04    0.0131103    0.0000016   1027.614   972.386    EM
    34 -0.81941128D+04    0.0085550    0.0000010   1027.548   972.452    EM
    35 -0.81941071D+04    0.0056392    0.0000007   1027.496   972.504    EM
    36 -0.81941034D+04    0.0037213    0.0000005   1027.456   972.544    EM
    37 -0.81941009D+04    0.0024812    0.0000003   1027.423   972.577    EM
    38 -0.81940993D+04    0.0016593    0.0000002   1027.398   972.602    EM
    39 -0.81940981D+04    0.0011195    0.0000001   1027.378   972.622    EM
    40 -0.81940974D+04    0.0007575    0.0000001   1027.361   972.639    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13657284D+05    0.0000000    0.0000000    906.789  1093.211    EM
     2 -0.10251866D+05 3405.4174686    0.2493481    903.241  1096.759    EM
     3 -0.90506467D+04 1201.2195431    0.1171708   1058.911   941.089    EM
     4 -0.85469738D+04  503.6729604    0.0556505   1126.017   873.983    EM
     5 -0.84001734D+04  146.8003891    0.0171757   1141.416   858.584    EM
     6 -0.83643865D+04   35.7869095    0.0042603   1143.672   856.328    EM
     7 -0.83442427D+04   20.1437287    0.0024083   1138.107   861.893    EM
     8 -0.83216115D+04   22.6312308    0.0027122   1129.861   870.139    EM
     9 -0.82906638D+04   30.9476757    0.0037190   1115.585   884.415    EM
    10 -0.82654795D+04   25.1843768    0.0030377   1105.399   894.601    EM
    11 -0.82495157D+04   15.9637765    0.0019314   1096.501   903.499    EM
    12 -0.82418869D+04    7.6288341    0.0009248   1090.372   909.628    EM
    13 -0.82374816D+04    4.4053024    0.0005345   1085.575   914.425    EM
    14 -0.82342190D+04    3.2625038    0.0003961   1081.761   918.239    EM
    15 -0.82312898D+04    2.9292972    0.0003557   1078.581   921.419    EM
    16 -0.82285372D+04    2.7525649    0.0003344   1075.573   924.427    EM
    17 -0.82259927D+04    2.5444480    0.0003092   1072.478   927.522    EM
    18 -0.82237654D+04    2.2273489    0.0002708   1069.557   930.443    EM
    19 -0.82214474D+04    2.3180196    0.0002819   1066.580   933.420    EM
    20 -0.82189272D+04    2.5201455    0.0003065   1063.568   936.432    EM
    21 -0.82160401D+04    2.8871267    0.0003513   1060.509   939.491    EM
    22 -0.82130049D+04    3.0351507    0.0003694   1057.380   942.620    EM
    23 -0.82100690D+04    2.9359794    0.0003575   1054.258   945.742    EM
    24 -0.82076007D+04    2.4682850    0.0003006   1051.035   948.965    EM
    25 -0.82056064D+04    1.9943049    0.0002430   1047.741   952.259    EM
    26 -0.82040507D+04    1.5556926    0.0001896   1044.525   955.475    EM
    27 -0.82025406D+04    1.5100365    0.0001841   1041.364   958.636    EM
    28 -0.82006331D+04    1.9075300    0.0002326   1038.169   961.831    EM
    29 -0.81983945D+04    2.2385731    0.0002730   1035.099   964.901    EM
    30 -0.81964347D+04    1.9598234    0.0002390   1032.724   967.276    EM
    31 -0.81954316D+04    1.0031576    0.0001224   1031.324   968.676    EM
    32 -0.81950026D+04    0.4289599    0.0000523   1030.328   969.672    EM
    33 -0.81947203D+04    0.2822618    0.0000344   1029.562   970.438    EM
    34 -0.81945192D+04    0.2011109    0.0000245   1029.008   970.992    EM
    35 -0.81943776D+04    0.1416620    0.0000173   1028.592   971.408    EM
    36 -0.81942815D+04    0.0960876    0.0000117   1028.285   971.715    EM
    37 -0.81942170D+04    0.0644518    0.0000079   1028.055   971.945    EM
    38 -0.81941750D+04    0.0420488    0.0000051   1027.882   972.118    EM
    39 -0.81941475D+04    0.0274824    0.0000034   1027.751   972.249    EM
    40 -0.81941298D+04    0.0177286    0.0000022   1027.652   972.348    EM
    41 -0.81941182D+04    0.0115533    0.0000014   1027.575   972.425    EM
    42 -0.81941107D+04    0.0075037    0.0000009   1027.516   972.484    EM
    43 -0.81941058D+04    0.0049384    0.0000006   1027.470   972.530    EM
    44 -0.81941025D+04    0.0032554    0.0000004   1027.435   972.565    EM
    45 -0.81941003D+04    0.0021737    0.0000003   1027.406   972.594    EM
    46 -0.81940989D+04    0.0014566    0.0000002   1027.384   972.616    EM
    47 -0.81940979D+04    0.0009865    0.0000001   1027.366   972.634    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17608610D+05    0.0000000    0.0000000    752.968  1247.032    EM
     2 -0.96064877D+04 8002.1222765    0.4544437    742.969  1257.031    EM
     3 -0.87235087D+04  882.9789498    0.0919149    787.734  1212.266    EM
     4 -0.84772996D+04  246.2090982    0.0282236    813.360  1186.640    EM
     5 -0.83857134D+04   91.5862173    0.0108037    826.653  1173.347    EM
     6 -0.83344680D+04   51.2453838    0.0061110    839.637  1160.363    EM
     7 -0.83077560D+04   26.7119838    0.0032050    850.924  1149.076    EM
     8 -0.82896403D+04   18.1156841    0.0021806    861.107  1138.893    EM
     9 -0.82768879D+04   12.7524792    0.0015384    870.632  1129.368    EM
    10 -0.82675229D+04    9.3649857    0.0011315    879.475  1120.525    EM
    11 -0.82603421D+04    7.1808102    0.0008686    887.639  1112.361    EM
    12 -0.82546093D+04    5.7327446    0.0006940    895.193  1104.807    EM
    13 -0.82498623D+04    4.7469813    0.0005751    902.226  1097.774    EM
    14 -0.82458106D+04    4.0517324    0.0004911    908.810  1091.190    EM
    15 -0.82422769D+04    3.5337007    0.0004285    914.981  1085.019    EM
    16 -0.82391586D+04    3.1183589    0.0003783    920.752  1079.248    EM
    17 -0.82363990D+04    2.7595662    0.0003349    926.117  1073.883    EM
    18 -0.82339676D+04    2.4314221    0.0002952    931.067  1068.933    EM
    19 -0.82318446D+04    2.1229957    0.0002578    935.599  1064.401    EM
    20 -0.82300121D+04    1.8324411    0.0002226    939.718  1060.282    EM
    21 -0.82284501D+04    1.5620687    0.0001898    943.438  1056.562    EM
    22 -0.82271344D+04    1.3156959    0.0001599    946.781  1053.219    EM
    23 -0.82260379D+04    1.0964215    0.0001333    949.776  1050.224    EM
    24 -0.82251323D+04    0.9056251    0.0001101    952.453  1047.547    EM
    25 -0.82243895D+04    0.7428343    0.0000903    954.844  1045.156    EM
    26 -0.82237834D+04    0.6061211    0.0000737    956.977  1043.023    EM
    27 -0.82232907D+04    0.4926855    0.0000599    958.881  1041.119    EM
    28 -0.82228913D+04    0.3993855    0.0000486    960.581  1039.419    EM
    29 -0.82225682D+04    0.3231162    0.0000393    962.098  1037.902    EM
    30 -0.82223071D+04    0.2610294    0.0000317    963.453  1036.547    EM
    31 -0.82220965D+04    0.2106309    0.0000256    964.663  1035.337    EM
    32 -0.82219267D+04    0.1698002    0.0000207    965.744  1034.256    EM
    33 -0.82217899D+04    0.1367678    0.0000166    966.710  1033.290    EM
    34 -0.82216799D+04    0.1100740    0.0000134    967.573  1032.427    EM
    35 -0.82214521D+04    0.2277756    0.0000277    967.863  1032.137    EM
    36 -0.82213252D+04    0.1268841    0.0000154    968.536  1031.464    EM
    37 -0.82212450D+04    0.0801651    0.0000098    969.197  1030.803    EM
    38 -0.82210755D+04    0.1695206    0.0000206    969.438  1030.562    EM
    39 -0.82209709D+04    0.1046090    0.0000127    969.974  1030.026    EM
    40 -0.82209128D+04    0.0581672    0.0000071    970.497  1029.503    EM
    41 -0.82207333D+04    0.1794345    0.0000218    970.590  1029.410    EM
    42 -0.82206346D+04    0.0986788    0.0000120    970.991  1029.009    EM
    43 -0.82204791D+04    0.1555409    0.0000189    971.038  1028.962    EM
    44 -0.82203527D+04    0.1263682    0.0000154    971.366  1028.634    EM
    45 -0.82203059D+04    0.0468787    0.0000057    971.029  1028.971    EM
    46 -0.82202283D+04    0.0775383    0.0000094    971.440  1028.560    EM
    47 -0.82200507D+04    0.1775914    0.0000216    971.452  1028.548    EM
    48 -0.82199312D+04    0.1195410    0.0000145    971.736  1028.264    EM
    49 -0.82197523D+04    0.1789134    0.0000218    971.687  1028.313    EM
    50 -0.82196046D+04    0.1476265    0.0000180    971.917  1028.083    EM
    51 -0.82195510D+04    0.0536125    0.0000065    971.548  1028.452    EM
    52 -0.82194695D+04    0.0815404    0.0000099    971.909  1028.091    EM
    53 -0.82192652D+04    0.2042832    0.0000249    971.877  1028.123    EM
    54 -0.82191324D+04    0.1328382    0.0000162    972.103  1027.897    EM
    55 -0.82190741D+04    0.0582588    0.0000071    971.718  1028.282    EM
    56 -0.82189958D+04    0.0783546    0.0000095    972.071  1027.929    EM
    57 -0.82187704D+04    0.2253319    0.0000274    972.034  1027.966    EM
    58 -0.82186337D+04    0.1367348    0.0000166    972.245  1027.755    EM
    59 -0.82185722D+04    0.0614925    0.0000075    971.849  1028.151    EM
    60 -0.82184921D+04    0.0800797    0.0000097    972.196  1027.804    EM
    61 -0.82182461D+04    0.2460091    0.0000299    972.156  1027.844    EM
    62 -0.82182099D+04    0.0362268    0.0000044    971.839  1028.161    EM
    63 -0.82180361D+04    0.1737698    0.0000211    972.087  1027.913    EM
    64 -0.82179871D+04    0.0489853    0.0000060    971.737  1028.263    EM
    65 -0.82178908D+04    0.0963130    0.0000117    972.107  1027.893    EM
    66 -0.82124083D+04    5.4825207    0.0006671    972.925  1027.075    EM
    67 -0.82072769D+04    5.1313842    0.0006248    974.261  1025.739    EM
    68 -0.82025662D+04    4.7106632    0.0005740    975.013  1024.987    EM
    69 -0.81994991D+04    3.0670991    0.0003739    977.939  1022.061    EM
    70 -0.81976365D+04    1.8625970    0.0002272    978.507  1021.493    EM
    71 -0.81963891D+04    1.2474237    0.0001522    978.947  1021.053    EM
    72 -0.81955600D+04    0.8290802    0.0001012    979.267  1020.733    EM
    73 -0.81950168D+04    0.5432540    0.0000663    979.512  1020.488    EM
    74 -0.81946634D+04    0.3533876    0.0000431    979.709  1020.291    EM
    75 -0.81944340D+04    0.2294330    0.0000280    979.876  1020.124    EM
    76 -0.81942847D+04    0.1492387    0.0000182    980.024  1019.976    EM
    77 -0.81941872D+04    0.0975210    0.0000119    980.157  1019.843    EM
    78 -0.81941231D+04    0.0641380    0.0000078    980.279  1019.721    EM
    79 -0.81940806D+04    0.0425097    0.0000052    980.392  1019.608    EM
    80 -0.81940521D+04    0.0284176    0.0000035    980.496  1019.504    EM
    81 -0.81940330D+04    0.0191712    0.0000023    980.592  1019.408    EM
    82 -0.81940199D+04    0.0130559    0.0000016    980.681  1019.319    EM
    83 -0.81940109D+04    0.0089766    0.0000011    980.762  1019.238    EM
    84 -0.81940047D+04    0.0062308    0.0000008    980.837  1019.163    EM
    85 -0.81940003D+04    0.0043654    0.0000005    980.904  1019.096    EM
    86 -0.81939973D+04    0.0030863    0.0000004    980.966  1019.034    EM
    87 -0.81939951D+04    0.0022011    0.0000003    981.022  1018.978    EM
    88 -0.81939935D+04    0.0015827    0.0000002    981.072  1018.928    EM
    89 -0.81939923D+04    0.0011470    0.0000001    981.117  1018.883    EM
    90 -0.81939915D+04    0.0008372    0.0000001    981.158  1018.842    EM


     Beginning Time:  22:57:21
        Ending Time:  22:57:42
       Elapsed Time:  00:00:21



MUTHEN & MUTHEN
3463 Stoner Ave.
Los Angeles, CA  90066

Tel: (310) 391-9971
Fax: (310) 391-8971
Web: www.StatModel.com
Support: Support@StatModel.com

Copyright (c) 1998-2012 Muthen & Muthen

Back to examples