Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:58 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a LCGA for a count
  	outcome using a zero-inflated Poisson
  	model
  DATA:	FILE IS ex8.11.dat;
  VARIABLE:	NAMES ARE u1-u4 c;
  	USEV = u1-u4;
  	COUNT = u1-u4 (i);
  	CLASSES = c (2);
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:
  	%OVERALL%
  	i s | u1@0 u2@1 u3@2 u4@3;
  	ii si | u1#1@0 u2#1@1 u3#1@2 u4#1@3;
  OUTPUT: 	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a LCGA for a count
outcome using a zero-inflated Poisson
model

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

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

Observed dependent variables

  Count
   U1          U2          U3          U4

Continuous latent variables
   I           S           II          SI

Categorical latent variables
   C


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-06
    Relative loglikelihood change                        0.100D-06
    Derivative                                           0.100D-05
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-05
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-05
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0

Input data file(s)
  ex8.11.dat
Input data format  FREE


COUNT PROPORTION OF ZERO, MINIMUM AND MAXIMUM VALUES

      U1          0.654         0        10
      U2          0.574         0         9
      U3          0.454         0        11
      U4          0.386         0        14


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

1 perturbed starting value run(s) did not converge in the initial stage
optimizations.

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

           -3107.216  285380           1
           -3107.216  27071            15
           -3107.216  939021           8
           -3107.216  68985            17



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                        7

Loglikelihood

          H0 Value                       -3107.216
          H0 Scaling Correction Factor      0.9676
            for MLR

Information Criteria

          Akaike (AIC)                    6228.432
          Bayesian (BIC)                  6257.934
          Sample-Size Adjusted BIC        6235.716
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit for the Count Outcomes**

          Pearson Chi-Square

          Value                           2437.701
          Degrees of Freedom                  9983
          P-Value                           1.0000

          Likelihood Ratio Chi-Square

          Value                            881.534
          Degrees of Freedom                  9983
          P-Value                           1.0000

** Of the 10000 cells in the latent class indicator table, 9
   were deleted in the calculation of chi-square due to extreme values.

** Large values were truncated at 9.



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

    Latent
   Classes

       1        240.21540          0.48043
       2        259.78460          0.51957


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

    Latent
   Classes

       1        240.21540          0.48043
       2        259.78460          0.51957


CLASSIFICATION QUALITY

     Entropy                         0.437


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              208          0.41600
       2              292          0.58400


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

           1        2

    1   0.864    0.136
    2   0.207    0.793


MODEL RESULTS

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

Latent Class 1

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

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

 II       |
    U1#1               1.000      0.000    999.000    999.000
    U2#1               1.000      0.000    999.000    999.000
    U3#1               1.000      0.000    999.000    999.000
    U4#1               1.000      0.000    999.000    999.000

 SI       |
    U1#1               0.000      0.000    999.000    999.000
    U2#1               1.000      0.000    999.000    999.000
    U3#1               2.000      0.000    999.000    999.000
    U4#1               3.000      0.000    999.000    999.000

 Intercepts
    U1#1               0.428      0.090      4.738      0.000
    U1                 0.000      0.000    999.000    999.000
    U2#1               0.428      0.090      4.738      0.000
    U2                 0.000      0.000    999.000    999.000
    U3#1               0.428      0.090      4.738      0.000
    U3                 0.000      0.000    999.000    999.000
    U4#1               0.428      0.090      4.738      0.000
    U4                 0.000      0.000    999.000    999.000

 Means
    I                  0.940      0.063     14.994      0.000
    S                  0.222      0.028      7.916      0.000
    II                 0.000      0.000    999.000    999.000
    SI                -0.419      0.053     -7.915      0.000

Latent Class 2

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

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

 II       |
    U1#1               1.000      0.000    999.000    999.000
    U2#1               1.000      0.000    999.000    999.000
    U3#1               1.000      0.000    999.000    999.000
    U4#1               1.000      0.000    999.000    999.000

 SI       |
    U1#1               0.000      0.000    999.000    999.000
    U2#1               1.000      0.000    999.000    999.000
    U3#1               2.000      0.000    999.000    999.000
    U4#1               3.000      0.000    999.000    999.000

 Intercepts
    U1#1               0.428      0.090      4.738      0.000
    U1                 0.000      0.000    999.000    999.000
    U2#1               0.428      0.090      4.738      0.000
    U2                 0.000      0.000    999.000    999.000
    U3#1               0.428      0.090      4.738      0.000
    U3                 0.000      0.000    999.000    999.000
    U4#1               0.428      0.090      4.738      0.000
    U4                 0.000      0.000    999.000    999.000

 Means
    I                  0.523      0.094      5.587      0.000
    S                 -0.025      0.045     -0.561      0.575
    II                 0.000      0.000    999.000    999.000
    SI                -0.419      0.053     -7.915      0.000

Categorical Latent Variables

 Means
    C#1               -0.078      0.172     -0.456      0.649


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.345E-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 REGRESSION MODEL PART


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


     PARAMETER SPECIFICATION FOR THE CENSORED/NOMINAL/COUNT MODEL PART


           NU(P) FOR LATENT CLASS 1
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1                  2             0             2             0             2


           NU(P) FOR LATENT CLASS 1
              U3            U4#1          U4
              ________      ________      ________
 1                  0             2             0


           LAMBDA(P) FOR LATENT CLASS 1
              I             S             II            SI
              ________      ________      ________      ________
 U1#1               0             0             0             0
 U1                 0             0             0             0
 U2#1               0             0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0
 U3                 0             0             0             0
 U4#1               0             0             0             0
 U4                 0             0             0             0


           ALPHA(P) FOR LATENT CLASS 1
              I             S             II            SI
              ________      ________      ________      ________
 1                  3             4             0             5


           NU(P) FOR LATENT CLASS 2
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1                  2             0             2             0             2


           NU(P) FOR LATENT CLASS 2
              U3            U4#1          U4
              ________      ________      ________
 1                  0             2             0


           LAMBDA(P) FOR LATENT CLASS 2
              I             S             II            SI
              ________      ________      ________      ________
 U1#1               0             0             0             0
 U1                 0             0             0             0
 U2#1               0             0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0
 U3                 0             0             0             0
 U4#1               0             0             0             0
 U4                 0             0             0             0


           ALPHA(P) FOR LATENT CLASS 2
              I             S             II            SI
              ________      ________      ________      ________
 1                  6             7             0             5


     STARTING VALUES FOR LATENT CLASS 1


     STARTING VALUES FOR LATENT CLASS 2


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


     STARTING VALUES FOR THE CENSORED/NOMINAL/COUNT MODEL PART


           NU(P) FOR LATENT CLASS 1
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1             -0.632         0.000        -0.632         0.000        -0.632


           NU(P) FOR LATENT CLASS 1
              U3            U4#1          U4
              ________      ________      ________
 1              0.000        -0.632         0.000


           LAMBDA(P) FOR LATENT CLASS 1
              I             S             II            SI
              ________      ________      ________      ________
 U1#1           0.000         0.000         1.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         1.000         1.000
 U2             1.000         1.000         0.000         0.000
 U3#1           0.000         0.000         1.000         2.000
 U3             1.000         2.000         0.000         0.000
 U4#1           0.000         0.000         1.000         3.000
 U4             1.000         3.000         0.000         0.000


           ALPHA(P) FOR LATENT CLASS 1
              I             S             II            SI
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           NU(P) FOR LATENT CLASS 2
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1             -0.632         0.000        -0.632         0.000        -0.632


           NU(P) FOR LATENT CLASS 2
              U3            U4#1          U4
              ________      ________      ________
 1              0.000        -0.632         0.000


           LAMBDA(P) FOR LATENT CLASS 2
              I             S             II            SI
              ________      ________      ________      ________
 U1#1           0.000         0.000         1.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         1.000         1.000
 U2             1.000         1.000         0.000         0.000
 U3#1           0.000         0.000         1.000         2.000
 U3             1.000         2.000         0.000         0.000
 U4#1           0.000         0.000         1.000         3.000
 U4             1.000         3.000         0.000         0.000


           ALPHA(P) FOR LATENT CLASS 2
              I             S             II            SI
              ________      ________      ________      ________
 1              0.000         0.000         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 -0.41948584D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.31775113D+04 1017.3470473    0.2425224    250.000   250.000    EM
     3 -0.31775113D+04    0.0000000    0.0000000    250.000   250.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.80108555D+04    0.0000000    0.0000000    430.082    69.918    EM
     2 -0.31610152D+04 4849.8402808    0.6054085    429.055    70.945    EM
     3 -0.31493884D+04   11.6267949    0.0036782    418.878    81.122    EM
     4 -0.31427593D+04    6.6290934    0.0021049    405.327    94.673    EM
     5 -0.31370527D+04    5.7066309    0.0018158    390.110   109.890    EM
     6 -0.31317565D+04    5.2962196    0.0016883    374.209   125.791    EM
     7 -0.31269152D+04    4.8412755    0.0015459    358.347   141.653    EM
     8 -0.31226507D+04    4.2645098    0.0013638    343.094   156.906    EM
     9 -0.31190419D+04    3.6087654    0.0011557    328.873   171.127    EM
    10 -0.31161002D+04    2.9417877    0.0009432    315.958   184.042    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11527623D+05    0.0000000    0.0000000     24.386   475.614    EM
     2 -0.31779633D+04 8349.6595808    0.7243176     23.028   476.972    EM
     3 -0.31720877D+04    5.8755758    0.0018488     27.135   472.865    EM
     4 -0.31659890D+04    6.0986826    0.0019226     35.904   464.096    EM
     5 -0.31597133D+04    6.2756725    0.0019822     48.461   451.539    EM
     6 -0.31531756D+04    6.5376786    0.0020691     63.880   436.120    EM
     7 -0.31465145D+04    6.6611852    0.0021125     81.099   418.901    EM
     8 -0.31400701D+04    6.4443398    0.0020481     99.077   400.923    EM
     9 -0.31341222D+04    5.9479157    0.0018942    116.990   383.010    EM
    10 -0.31288161D+04    5.3060574    0.0016930    134.272   365.728    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10500988D+05    0.0000000    0.0000000     20.190   479.810    EM
     2 -0.31583288D+04 7342.6595678    0.6992351     26.573   473.427    EM
     3 -0.31499072D+04    8.4215463    0.0026665     34.413   465.587    EM
     4 -0.31462951D+04    3.6121708    0.0011468     42.679   457.321    EM
     5 -0.31431182D+04    3.1768242    0.0010097     51.324   448.676    EM
     6 -0.31401376D+04    2.9806291    0.0009483     60.324   439.676    EM
     7 -0.31373232D+04    2.8143999    0.0008963     69.629   430.371    EM
     8 -0.31346536D+04    2.6695547    0.0008509     79.187   420.813    EM
     9 -0.31321079D+04    2.5457650    0.0008121     88.951   411.049    EM
    10 -0.31296676D+04    2.4402851    0.0007791     98.875   401.125    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19419766D+05    0.0000000    0.0000000      3.155   496.845    EM
     2 -0.31784413D+04 ************    0.8363296      2.219   497.781    EM
     3 -0.31780505D+04    0.3908249    0.0001230      1.662   498.338    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.72851564D+05    0.0000000    0.0000000    465.623    34.377    EM
     2 -0.26374551D+05 ************    0.6379686    483.281    16.719    EM
     3 -0.21702843D+05 4671.7083304    0.1771294    485.613    14.387    EM
     4 -0.17682652D+05 4020.1910385    0.1852380    222.754   277.246    EM
     5 -0.43023622D+04 ************    0.7566902    282.251   217.749    EM
     6 -0.37538127D+04  548.5495113    0.1274996    293.110   206.890    EM
     7 -0.36854118D+04   68.4008875    0.0182217    300.772   199.228    EM
     8 -0.36503144D+04   35.0974119    0.0095233    308.212   191.788    EM
     9 -0.36358743D+04   14.4401337    0.0039559    313.897   186.103    EM
    10 -0.36309244D+04    4.9498845    0.0013614    318.311   181.689    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17780074D+05    0.0000000    0.0000000      9.364   490.636    EM
     2 -0.31857652D+04 ************    0.8208239      1.187   498.813    EM
     3 -0.31785119D+04    7.2533047    0.0022768      0.188   499.812    EM
     4 -0.31775829D+04    0.9289483    0.0002923      0.115   499.885    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.43270102D+04    0.0000000    0.0000000    480.376    19.624    EM
     2 -0.38806515D+04  446.3586672    0.1031564    427.496    72.504    EM
     3 -0.37556015D+04  125.0500087    0.0322240    400.476    99.524    EM
     4 -0.37309314D+04   24.6701541    0.0065689    373.611   126.389    EM
     5 -0.37100572D+04   20.8741512    0.0055949    346.951   153.049    EM
     6 -0.36920345D+04   18.0227641    0.0048578    320.992   179.008    EM
     7 -0.36764669D+04   15.5675684    0.0042165    296.321   203.679    EM
     8 -0.36632434D+04   13.2234961    0.0035968    273.524   226.476    EM
     9 -0.36523035D+04   10.9398640    0.0029864    253.047   246.953    EM
    10 -0.36435629D+04    8.7406016    0.0023932    235.206   264.794    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65877008D+04    0.0000000    0.0000000    372.793   127.207    EM
     2 -0.31383272D+04 3449.3736251    0.5236081    367.254   132.746    EM
     3 -0.31288254D+04    9.5017979    0.0030277    356.326   143.674    EM
     4 -0.31237613D+04    5.0641115    0.0016185    343.368   156.632    EM
     5 -0.31197712D+04    3.9900608    0.0012773    330.065   169.935    EM
     6 -0.31165915D+04    3.1797202    0.0010192    317.405   182.595    EM
     7 -0.31141156D+04    2.4758456    0.0007944    305.894   194.106    EM
     8 -0.31122325D+04    1.8831733    0.0006047    295.728   204.272    EM
     9 -0.31108274D+04    1.4050322    0.0004515    286.925   213.075    EM
    10 -0.31097956D+04    1.0318780    0.0003317    279.401   220.599    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.64516418D+04    0.0000000    0.0000000    500.000     0.000    EM
     2 -0.42478894D+04 2203.7523660    0.3415801    500.000     0.000    EM
     3 -0.38883396D+04  359.5498606    0.0846420    500.000     0.000    EM
     4 -0.38686874D+04   19.6521669    0.0050541    500.000     0.000    EM
     5 -0.38685975D+04    0.0898773    0.0000232    500.000     0.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.72412499D+04    0.0000000    0.0000000    500.000     0.000    EM
     2 -0.31775113D+04 4063.7385735    0.5611930    500.000     0.000    EM
     3 -0.31775113D+04    0.0000003    0.0000000    500.000     0.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23965430D+06    0.0000000    0.0000000    308.997   191.003    EM
     2 -0.22213447D+06 ************    0.0731046    328.090   171.910    EM
     3 -0.21766514D+06 4469.3265230    0.0201199    314.490   185.510    EM
     4 -0.15136098D+06 ************    0.3046154    455.383    44.617    EM
     5 -0.36311154D+04 ************    0.9760102    442.865    57.135    EM
     6 -0.36217471D+04    9.3682497    0.0025800    428.482    71.518    EM
     7 -0.36139124D+04    7.8347246    0.0021632    412.820    87.180    EM
     8 -0.36065204D+04    7.3919496    0.0020454    396.169   103.831    EM
     9 -0.35992252D+04    7.2952391    0.0020228    378.806   121.194    EM
    10 -0.35917493D+04    7.4758443    0.0020771    361.133   138.867    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22992600D+05    0.0000000    0.0000000    499.985     0.015    EM
     2 -0.31775249D+04 ************    0.8618023    499.998     0.002    EM
     3 -0.31775128D+04    0.0121178    0.0000038    500.000     0.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.91412398D+04    0.0000000    0.0000000    479.075    20.925    EM
     2 -0.31583896D+04 5982.8501345    0.6544900    473.187    26.813    EM
     3 -0.31549514D+04    3.4382274    0.0010886    467.591    32.409    EM
     4 -0.31507868D+04    4.1646200    0.0013200    460.437    39.563    EM
     5 -0.31459506D+04    4.8361718    0.0015349    452.031    47.969    EM
     6 -0.31418775D+04    4.0731435    0.0012947    443.054    56.946    EM
     7 -0.31385677D+04    3.3098272    0.0010535    433.757    66.243    EM
     8 -0.31356743D+04    2.8933546    0.0009219    424.222    75.778    EM
     9 -0.31330186D+04    2.6556753    0.0008469    414.491    85.509    EM
    10 -0.31305169D+04    2.5017403    0.0007985    404.598    95.402    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12148340D+05    0.0000000    0.0000000    464.192    35.808    EM
     2 -0.31871339D+04 8961.2058961    0.7376486    475.256    24.744    EM
     3 -0.31721798D+04   14.9540231    0.0046920    471.652    28.348    EM
     4 -0.31646510D+04    7.5288438    0.0023734    462.732    37.268    EM
     5 -0.31586227D+04    6.0282921    0.0019049    450.480    49.520    EM
     6 -0.31526875D+04    5.9352544    0.0018791    435.873    64.127    EM
     7 -0.31466548D+04    6.0326508    0.0019135    419.718    80.282    EM
     8 -0.31406945D+04    5.9602557    0.0018942    402.745    97.255    EM
     9 -0.31350124D+04    5.6821087    0.0018092    385.569   114.431    EM
    10 -0.31297761D+04    5.2363238    0.0016703    368.690   131.310    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15763425D+05    0.0000000    0.0000000    352.099   147.901    EM
     2 -0.31572264D+04 ************    0.7997119    353.244   146.756    EM
     3 -0.31325553D+04   24.6711580    0.0078142    343.670   156.330    EM
     4 -0.31231988D+04    9.3564934    0.0029869    330.695   169.305    EM
     5 -0.31178511D+04    5.3476671    0.0017122    317.818   182.182    EM
     6 -0.31145564D+04    3.2946895    0.0010567    306.105   193.895    EM
     7 -0.31123856D+04    2.1708369    0.0006970    295.844   204.156    EM
     8 -0.31108853D+04    1.5002617    0.0004820    287.012   212.988    EM
     9 -0.31098224D+04    1.0629112    0.0003417    279.486   220.514    EM
    10 -0.31090632D+04    0.7592104    0.0002441    273.116   226.884    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12992255D+05    0.0000000    0.0000000      0.688   499.312    EM
     2 -0.31776804D+04 9814.5741667    0.7554173      0.516   499.484    EM
     3 -0.31776373D+04    0.0430720    0.0000136      0.388   499.612    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17819634D+05    0.0000000    0.0000000     98.714   401.286    EM
     2 -0.31515731D+04 ************    0.8231404    105.272   394.728    EM
     3 -0.31380521D+04   13.5209818    0.0042902    118.212   381.788    EM
     4 -0.31306361D+04    7.4160030    0.0023633    133.404   366.596    EM
     5 -0.31252196D+04    5.4165135    0.0017302    148.924   351.076    EM
     6 -0.31209678D+04    4.2518410    0.0013605    163.776   336.224    EM
     7 -0.31175868D+04    3.3810084    0.0010833    177.445   322.555    EM
     8 -0.31149262D+04    2.6605721    0.0008534    189.698   310.302    EM
     9 -0.31128708D+04    2.0554223    0.0006599    200.474   299.526    EM
    10 -0.31113143D+04    1.5564263    0.0005000    209.812   290.188    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10896711D+05    0.0000000    0.0000000    490.640     9.360    EM
     2 -0.31824357D+04 7714.2755021    0.7079453    495.464     4.536    EM
     3 -0.31797793D+04    2.6564264    0.0008347    497.710     2.290    EM
     4 -0.31786072D+04    1.1721147    0.0003686    498.800     1.200    EM
     5 -0.31780534D+04    0.5537422    0.0001742    499.341     0.659    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29426451D+06    0.0000000    0.0000000    261.719   238.281    EM
     2 -0.31749192D+06 ************   -0.0789338    248.501   251.499    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44114393D+04    0.0000000    0.0000000     63.356   436.644    EM
     2 -0.38205604D+04  590.8789083    0.1339424     62.292   437.708    EM
     3 -0.37732386D+04   47.3218232    0.0123861     79.109   420.891    EM
     4 -0.37355901D+04   37.6484441    0.0099778    109.359   390.641    EM
     5 -0.37082482D+04   27.3418987    0.0073193    138.238   361.762    EM
     6 -0.36863416D+04   21.9066147    0.0059075    165.476   334.524    EM
     7 -0.36682434D+04   18.0982404    0.0049095    191.133   308.867    EM
     8 -0.36532206D+04   15.0227411    0.0040954    214.835   285.165    EM
     9 -0.36409047D+04   12.3159138    0.0033712    236.232   263.768    EM
    10 -0.36310023D+04    9.9024172    0.0027198    255.132   244.868    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


    10 -0.31090632D+04    0.7592104    0.0002441    273.116   226.884    EM
    11 -0.31085213D+04    0.5419242    0.0001743    267.750   232.250    EM
    12 -0.31081359D+04    0.3853130    0.0001240    263.245   236.755    EM
    13 -0.31078632D+04    0.2727899    0.0000878    259.473   240.527    EM
    14 -0.31076707D+04    0.1924503    0.0000619    256.320   243.680    EM
    15 -0.31075353D+04    0.1354353    0.0000436    253.685   246.315    EM
    16 -0.31074401D+04    0.0951627    0.0000306    251.484   248.516    EM
    17 -0.31073733D+04    0.0668081    0.0000215    249.646   250.354    EM
    18 -0.31073264D+04    0.0468851    0.0000151    248.110   251.890    EM
    19 -0.31072935D+04    0.0329022    0.0000106    246.827   253.173    EM
    20 -0.31072704D+04    0.0230932    0.0000074    245.753   254.247    EM
    21 -0.31072542D+04    0.0162131    0.0000052    244.856   255.144    EM
    22 -0.31072428D+04    0.0113865    0.0000037    244.105   255.895    EM
    23 -0.31072348D+04    0.0079995    0.0000026    243.476   256.524    EM
    24 -0.31072292D+04    0.0056220    0.0000018    242.949   257.051    EM
    25 -0.31072252D+04    0.0039523    0.0000013    242.508   257.492    EM
    26 -0.31072225D+04    0.0027793    0.0000009    242.138   257.862    EM
    27 -0.31072205D+04    0.0019550    0.0000006    241.828   258.172    EM
    28 -0.31072191D+04    0.0013755    0.0000004    241.568   258.432    EM
    29 -0.31072182D+04    0.0009679    0.0000003    241.351   258.649    EM
    30 -0.31072175D+04    0.0006813    0.0000002    241.168   258.832    EM
    31 -0.31072170D+04    0.0004796    0.0000002    241.015   258.985    EM
    32 -0.31072167D+04    0.0003376    0.0000001    240.886   259.114    EM
    33 -0.31072164D+04    0.0002377    0.0000001    240.778   259.222    EM
    34 -0.31072163D+04    0.0001674    0.0000001    240.688   259.312    EM
    35 -0.31072161D+04    0.0001179    0.0000000    240.612   259.388    EM
    36 -0.31072159D+04    0.0002725    0.0000001    240.187   259.813    FS
    37 -0.31072159D+04    0.0000078    0.0000000    240.226   259.774    FS
    38 -0.31072159D+04    0.0000005    0.0000000    240.213   259.787    FS
    39 -0.31072159D+04    0.0000000    0.0000000    240.216   259.784    FS
    40 -0.31072159D+04    0.0000000    0.0000000    240.215   259.785    FS
    41 -0.31072159D+04    0.0000000    0.0000000    240.215   259.785    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


    10 -0.31097956D+04    1.0318780    0.0003317    279.401   220.599    EM
    11 -0.31090475D+04    0.7481104    0.0002406    273.029   226.971    EM
    12 -0.31085106D+04    0.5368465    0.0001727    267.663   232.337    EM
    13 -0.31081284D+04    0.3822539    0.0001230    263.164   236.836    EM
    14 -0.31078577D+04    0.2706509    0.0000871    259.399   240.601    EM
    15 -0.31076668D+04    0.1908935    0.0000614    256.254   243.746    EM
    16 -0.31075325D+04    0.1343044    0.0000432    253.628   246.372    EM
    17 -0.31074382D+04    0.0943501    0.0000304    251.436   248.564    EM
    18 -0.31073719D+04    0.0662299    0.0000213    249.605   250.395    EM
    19 -0.31073254D+04    0.0464762    0.0000150    248.076   251.924    EM
    20 -0.31072928D+04    0.0326141    0.0000105    246.798   253.202    EM
    21 -0.31072699D+04    0.0228908    0.0000074    245.729   254.271    EM
    22 -0.31072539D+04    0.0160709    0.0000052    244.835   255.165    EM
    23 -0.31072426D+04    0.0112867    0.0000036    244.088   255.912    EM
    24 -0.31072347D+04    0.0079294    0.0000026    243.461   256.539    EM
    25 -0.31072291D+04    0.0055727    0.0000018    242.937   257.063    EM
    26 -0.31072252D+04    0.0039177    0.0000013    242.498   257.502    EM
    27 -0.31072224D+04    0.0027550    0.0000009    242.130   257.870    EM
    28 -0.31072205D+04    0.0019379    0.0000006    241.821   258.179    EM
    29 -0.31072191D+04    0.0013635    0.0000004    241.562   258.438    EM
    30 -0.31072181D+04    0.0009595    0.0000003    241.346   258.654    EM
    31 -0.31072175D+04    0.0006753    0.0000002    241.164   258.836    EM
    32 -0.31072170D+04    0.0004754    0.0000002    241.011   258.989    EM
    33 -0.31072167D+04    0.0003347    0.0000001    240.883   259.117    EM
    34 -0.31072164D+04    0.0002357    0.0000001    240.776   259.224    EM
    35 -0.31072159D+04    0.0005443    0.0000002    240.175   259.825    FS
    36 -0.31072159D+04    0.0000158    0.0000000    240.231   259.769    FS
    37 -0.31072159D+04    0.0000010    0.0000000    240.212   259.788    FS
    38 -0.31072159D+04    0.0000001    0.0000000    240.216   259.784    FS
    39 -0.31072159D+04    0.0000000    0.0000000    240.215   259.785    FS
    40 -0.31072159D+04    0.0000000    0.0000000    240.215   259.785    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


    10 -0.31113143D+04    1.5564263    0.0005000    209.812   290.188    EM
    11 -0.31101576D+04    1.1567387    0.0003718    217.812   282.188    EM
    12 -0.31093116D+04    0.8460452    0.0002720    224.607   275.393    EM
    13 -0.31087006D+04    0.6109111    0.0001965    230.342   269.658    EM
    14 -0.31082638D+04    0.4368437    0.0001405    235.160   264.840    EM
    15 -0.31079536D+04    0.3101757    0.0000998    239.196   260.804    EM
    16 -0.31077345D+04    0.2191659    0.0000705    242.570   257.430    EM
    17 -0.31075801D+04    0.1543658    0.0000497    245.390   254.610    EM
    18 -0.31074716D+04    0.1085117    0.0000349    247.744   252.256    EM
    19 -0.31073954D+04    0.0761948    0.0000245    249.709   250.291    EM
    20 -0.31073419D+04    0.0534753    0.0000172    251.351   248.649    EM
    21 -0.31073044D+04    0.0375255    0.0000121    252.723   247.277    EM
    22 -0.31072781D+04    0.0263358    0.0000085    253.870   246.130    EM
    23 -0.31072596D+04    0.0184874    0.0000059    254.829   245.171    EM
    24 -0.31072466D+04    0.0129820    0.0000042    255.632   244.368    EM
    25 -0.31072375D+04    0.0091193    0.0000029    256.304   243.696    EM
    26 -0.31072311D+04    0.0064081    0.0000021    256.866   243.134    EM
    27 -0.31072266D+04    0.0045044    0.0000014    257.337   242.663    EM
    28 -0.31072234D+04    0.0031673    0.0000010    257.732   242.268    EM
    29 -0.31072212D+04    0.0022276    0.0000007    258.063   241.937    EM
    30 -0.31072196D+04    0.0015672    0.0000005    258.340   241.660    EM
    31 -0.31072185D+04    0.0011028    0.0000004    258.573   241.427    EM
    32 -0.31072177D+04    0.0007761    0.0000002    258.768   241.232    EM
    33 -0.31072172D+04    0.0005463    0.0000002    258.932   241.068    EM
    34 -0.31072168D+04    0.0003846    0.0000001    259.069   240.931    EM
    35 -0.31072159D+04    0.0008878    0.0000003    259.837   240.163    FS
    36 -0.31072159D+04    0.0000260    0.0000000    259.765   240.235    FS
    37 -0.31072159D+04    0.0000017    0.0000000    259.789   240.211    FS
    38 -0.31072159D+04    0.0000001    0.0000000    259.783   240.217    FS
    39 -0.31072159D+04    0.0000000    0.0000000    259.785   240.215    FS
    40 -0.31072159D+04    0.0000000    0.0000000    259.785   240.215    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


    10 -0.31161002D+04    2.9417877    0.0009432    315.958   184.042    EM
    11 -0.31137792D+04    2.3209688    0.0007448    304.482   195.518    EM
    12 -0.31119979D+04    1.7812768    0.0005721    294.460   205.540    EM
    13 -0.31106617D+04    1.3361890    0.0004294    285.829   214.171    EM
    14 -0.31096778D+04    0.9839353    0.0003163    278.471   221.529    EM
    15 -0.31089637D+04    0.7140625    0.0002296    272.247   227.753    EM
    16 -0.31084512D+04    0.5124957    0.0001648    267.009   232.991    EM
    17 -0.31080864D+04    0.3648529    0.0001174    262.618   237.382    EM
    18 -0.31078281D+04    0.2582664    0.0000831    258.944   241.056    EM
    19 -0.31076460D+04    0.1821192    0.0000586    255.874   244.126    EM
    20 -0.31075179D+04    0.1281117    0.0000412    253.311   246.689    EM
    21 -0.31074279D+04    0.0899916    0.0000290    251.171   248.829    EM
    22 -0.31073647D+04    0.0631679    0.0000203    249.384   250.616    EM
    23 -0.31073204D+04    0.0443274    0.0000143    247.891   252.109    EM
    24 -0.31072893D+04    0.0311070    0.0000100    246.644   253.356    EM
    25 -0.31072675D+04    0.0218338    0.0000070    245.600   254.400    EM
    26 -0.31072521D+04    0.0153295    0.0000049    244.728   255.272    EM
    27 -0.31072414D+04    0.0107665    0.0000035    243.997   256.003    EM
    28 -0.31072338D+04    0.0075643    0.0000024    243.386   256.614    EM
    29 -0.31072285D+04    0.0053164    0.0000017    242.874   257.126    EM
    30 -0.31072247D+04    0.0037377    0.0000012    242.445   257.555    EM
    31 -0.31072221D+04    0.0026285    0.0000008    242.085   257.915    EM
    32 -0.31072203D+04    0.0018490    0.0000006    241.784   258.216    EM
    33 -0.31072190D+04    0.0013009    0.0000004    241.531   258.469    EM
    34 -0.31072180D+04    0.0009155    0.0000003    241.319   258.681    EM
    35 -0.31072159D+04    0.0021102    0.0000007    240.135   259.865    FS
    36 -0.31072159D+04    0.0000632    0.0000000    240.246   259.754    FS
    37 -0.31072159D+04    0.0000040    0.0000000    240.209   259.791    FS
    38 -0.31072159D+04    0.0000003    0.0000000    240.217   259.783    FS
    39 -0.31072159D+04    0.0000000    0.0000000    240.215   259.785    FS
    40 -0.31072159D+04    0.0000000    0.0000000    240.216   259.784    FS
    41 -0.31072159D+04    0.0000000    0.0000000    240.215   259.785    FS


     Beginning Time:  22:58:03
        Ending Time:  22:58:04
       Elapsed Time:  00:00:01



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