Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:50 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 CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1        240.21540          0.48043
       2        259.78460          0.51957


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              208          0.41600
       2              292          0.58400


CLASSIFICATION QUALITY

     Entropy                         0.437


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


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

           1        2

    1   0.748    0.252
    2   0.109    0.891


Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

              1        2

    1      1.089    0.000
    2     -2.104    0.000


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             -0.634         0.000        -0.634         0.000        -0.634


           NU(P) FOR LATENT CLASS 1
              U3            U4#1          U4
              ________      ________      ________
 1              0.000        -0.634         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             -0.634         0.000        -0.634         0.000        -0.634


           NU(P) FOR LATENT CLASS 2
              U3            U4#1          U4
              ________      ________      ________
 1              0.000        -0.634         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 -0.41947330D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.31775113D+04 1017.2217185    0.2424998    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 -0.80109539D+04    0.0000000    0.0000000    430.074    69.926    EM
     2 -0.31610129D+04 4849.9410070    0.6054137    429.048    70.952    EM
     3 -0.31493860D+04   11.6269351    0.0036782    418.871    81.129    EM
     4 -0.31427570D+04    6.6289945    0.0021049    405.320    94.680    EM
     5 -0.31370505D+04    5.7065053    0.0018158    390.103   109.897    EM
     6 -0.31317544D+04    5.2960528    0.0016882    374.202   125.798    EM
     7 -0.31269134D+04    4.8410589    0.0015458    358.341   141.659    EM
     8 -0.31226491D+04    4.2642542    0.0013637    343.088   156.912    EM
     9 -0.31190406D+04    3.6084934    0.0011556    328.868   171.132    EM
    10 -0.31160991D+04    2.9415238    0.0009431    315.953   184.047    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11527172D+05    0.0000000    0.0000000     24.386   475.614    EM
     2 -0.31779633D+04 8349.2083403    0.7243068     23.028   476.972    EM
     3 -0.31720877D+04    5.8756046    0.0018489     27.135   472.865    EM
     4 -0.31659890D+04    6.0987026    0.0019226     35.904   464.096    EM
     5 -0.31597133D+04    6.2756854    0.0019822     48.462   451.538    EM
     6 -0.31531756D+04    6.5376856    0.0020691     63.880   436.120    EM
     7 -0.31465144D+04    6.6611867    0.0021125     81.099   418.901    EM
     8 -0.31400701D+04    6.4443371    0.0020481     99.077   400.923    EM
     9 -0.31341221D+04    5.9479106    0.0018942    116.990   383.010    EM
    10 -0.31288161D+04    5.3060511    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 -0.10501238D+05    0.0000000    0.0000000     20.185   479.815    EM
     2 -0.31583297D+04 7342.9082283    0.6992422     26.569   473.431    EM
     3 -0.31499092D+04    8.4204975    0.0026661     34.409   465.591    EM
     4 -0.31462970D+04    3.6121551    0.0011467     42.674   457.326    EM
     5 -0.31431201D+04    3.1769177    0.0010097     51.318   448.682    EM
     6 -0.31401394D+04    2.9807308    0.0009483     60.318   439.682    EM
     7 -0.31373249D+04    2.8144931    0.0008963     69.623   430.377    EM
     8 -0.31346552D+04    2.6696357    0.0008509     79.181   420.819    EM
     9 -0.31321094D+04    2.5458341    0.0008122     88.945   411.055    EM
    10 -0.31296691D+04    2.4403446    0.0007791     98.869   401.131    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19419700D+05    0.0000000    0.0000000      3.151   496.849    EM
     2 -0.31784404D+04 ************    0.8363291      2.216   497.784    EM
     3 -0.31780499D+04    0.3904820    0.0001229      1.660   498.340    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.72852736D+05    0.0000000    0.0000000    465.618    34.382    EM
     2 -0.26379842D+05 ************    0.6379018    483.281    16.719    EM
     3 -0.21717159D+05 4662.6830155    0.1767517    486.943    13.057    EM
     4 -0.18206386D+05 3510.7723997    0.1616589    172.935   327.065    EM
     5 -0.49433862D+04 ************    0.7284806     95.108   404.892    EM
     6 -0.38825014D+04 1060.8848528    0.2146069     98.087   401.913    EM
     7 -0.37532726D+04  129.2287667    0.0332849    109.013   390.987    EM
     8 -0.37234485D+04   29.8240922    0.0079462    120.972   379.028    EM
     9 -0.36916663D+04   31.7822506    0.0085357    130.275   369.725    EM
    10 -0.36634284D+04   28.2378207    0.0076491    137.278   362.722    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17779436D+05    0.0000000    0.0000000      9.364   490.636    EM
     2 -0.31857652D+04 ************    0.8208174      1.187   498.813    EM
     3 -0.31785119D+04    7.2532493    0.0022768      0.188   499.812    EM
     4 -0.31775829D+04    0.9289858    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 -0.43270268D+04    0.0000000    0.0000000    480.378    19.622    EM
     2 -0.38806643D+04  446.3624921    0.1031569    427.501    72.499    EM
     3 -0.37556126D+04  125.0517710    0.0322243    400.481    99.519    EM
     4 -0.37309411D+04   24.6714647    0.0065692    373.616   126.384    EM
     5 -0.37100661D+04   20.8750306    0.0055951    346.956   153.044    EM
     6 -0.36920427D+04   18.0233808    0.0048580    320.996   179.004    EM
     7 -0.36764746D+04   15.5680631    0.0042167    296.325   203.675    EM
     8 -0.36632507D+04   13.2239465    0.0035969    273.528   226.472    EM
     9 -0.36523104D+04   10.9402928    0.0029865    253.051   246.949    EM
    10 -0.36435694D+04    8.7410120    0.0023933    235.209   264.791    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65867772D+04    0.0000000    0.0000000    372.783   127.217    EM
     2 -0.31383263D+04 3448.4509234    0.5235415    367.247   132.753    EM
     3 -0.31288238D+04    9.5025099    0.0030279    356.320   143.680    EM
     4 -0.31237597D+04    5.0640663    0.0016185    343.362   156.638    EM
     5 -0.31197699D+04    3.9898591    0.0012773    330.059   169.941    EM
     6 -0.31165904D+04    3.1794774    0.0010191    317.400   182.600    EM
     7 -0.31141148D+04    2.4756099    0.0007943    305.890   194.110    EM
     8 -0.31122318D+04    1.8829677    0.0006047    295.725   204.275    EM
     9 -0.31108270D+04    1.4048642    0.0004514    286.922   213.078    EM
    10 -0.31097952D+04    1.0317467    0.0003317    279.398   220.602    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.64517996D+04    0.0000000    0.0000000    500.000     0.000    EM
     2 -0.42477185D+04 2204.0810949    0.3416227    500.000     0.000    EM
     3 -0.38883436D+04  359.3749106    0.0846042    500.000     0.000    EM
     4 -0.38687074D+04   19.6361389    0.0050500    500.000     0.000    EM
     5 -0.38686177D+04    0.0897351    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 -0.72412654D+04    0.0000000    0.0000000    500.000     0.000    EM
     2 -0.31775113D+04 4063.7540605    0.5611939    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 -0.23965473D+06    0.0000000    0.0000000    308.998   191.002    EM
     2 -0.22213485D+06 ************    0.0731047    328.091   171.909    EM
     3 -0.21767586D+06 4458.9875229    0.0200733    314.501   185.499    EM
     4 -0.15187450D+06 ************    0.3022906    455.419    44.581    EM
     5 -0.36317299D+04 ************    0.9760873    442.822    57.178    EM
     6 -0.36221397D+04    9.5902661    0.0026407    428.793    71.207    EM
     7 -0.36141880D+04    7.9516458    0.0021953    413.144    86.856    EM
     8 -0.36066665D+04    7.5214862    0.0020811    396.400   103.600    EM
     9 -0.35992255D+04    7.4410199    0.0020631    378.915   121.085    EM
    10 -0.35916099D+04    7.6156268    0.0021159    361.144   138.856    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22992511D+05    0.0000000    0.0000000    499.985     0.015    EM
     2 -0.31775248D+04 ************    0.8618017    499.998     0.002    EM
     3 -0.31775128D+04    0.0120834    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 -0.91417355D+04    0.0000000    0.0000000    479.081    20.919    EM
     2 -0.31583898D+04 5983.3457213    0.6545087    473.194    26.806    EM
     3 -0.31549520D+04    3.4377872    0.0010885    467.597    32.403    EM
     4 -0.31507874D+04    4.1645705    0.0013200    460.443    39.557    EM
     5 -0.31459518D+04    4.8356378    0.0015347    452.037    47.963    EM
     6 -0.31418791D+04    4.0726956    0.0012946    443.060    56.940    EM
     7 -0.31385694D+04    3.3097021    0.0010534    433.763    66.237    EM
     8 -0.31356760D+04    2.8933589    0.0009219    424.229    75.771    EM
     9 -0.31330203D+04    2.6557189    0.0008469    414.498    85.502    EM
    10 -0.31305185D+04    2.5017934    0.0007985    404.605    95.395    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12147986D+05    0.0000000    0.0000000    464.185    35.815    EM
     2 -0.31871322D+04 8960.8534880    0.7376411    475.248    24.752    EM
     3 -0.31721732D+04   14.9590233    0.0046936    471.640    28.360    EM
     4 -0.31646439D+04    7.5293185    0.0023736    462.715    37.285    EM
     5 -0.31586150D+04    6.0288323    0.0019051    450.461    49.539    EM
     6 -0.31526794D+04    5.9356772    0.0018792    435.852    64.148    EM
     7 -0.31466466D+04    6.0327215    0.0019135    419.695    80.305    EM
     8 -0.31406867D+04    5.9599935    0.0018941    402.722    97.278    EM
     9 -0.31350051D+04    5.6815947    0.0018090    385.546   114.454    EM
    10 -0.31297694D+04    5.2356220    0.0016701    368.668   131.332    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15762307D+05    0.0000000    0.0000000    352.101   147.899    EM
     2 -0.31572263D+04 ************    0.7996977    353.246   146.754    EM
     3 -0.31325555D+04   24.6708513    0.0078141    343.671   156.329    EM
     4 -0.31231990D+04    9.3564815    0.0029869    330.696   169.304    EM
     5 -0.31178513D+04    5.3477101    0.0017123    317.819   182.181    EM
     6 -0.31145566D+04    3.2947345    0.0010567    306.106   193.894    EM
     7 -0.31123857D+04    2.1708744    0.0006970    295.845   204.155    EM
     8 -0.31108854D+04    1.5002911    0.0004820    287.013   212.987    EM
     9 -0.31098225D+04    1.0629336    0.0003417    279.487   220.513    EM
    10 -0.31090632D+04    0.7592272    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 -0.12992539D+05    0.0000000    0.0000000      0.686   499.314    EM
     2 -0.31776798D+04 9814.8588816    0.7554227      0.514   499.486    EM
     3 -0.31776369D+04    0.0429282    0.0000135      0.387   499.613    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17818250D+05    0.0000000    0.0000000     98.715   401.285    EM
     2 -0.31515734D+04 ************    0.8231267    105.272   394.728    EM
     3 -0.31380521D+04   13.5212209    0.0042903    118.213   381.787    EM
     4 -0.31306361D+04    7.4160488    0.0023633    133.404   366.596    EM
     5 -0.31252196D+04    5.4165179    0.0017302    148.925   351.075    EM
     6 -0.31209677D+04    4.2518353    0.0013605    163.776   336.224    EM
     7 -0.31175867D+04    3.3810008    0.0010833    177.445   322.555    EM
     8 -0.31149262D+04    2.6605647    0.0008534    189.698   310.302    EM
     9 -0.31128707D+04    2.0554158    0.0006599    200.474   299.526    EM
    10 -0.31113143D+04    1.5564210    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 -0.10895705D+05    0.0000000    0.0000000    490.646     9.354    EM
     2 -0.31824323D+04 7713.2730227    0.7079187    495.467     4.533    EM
     3 -0.31797778D+04    2.6545377    0.0008341    497.711     2.289    EM
     4 -0.31786064D+04    1.1713317    0.0003684    498.801     1.199    EM
     5 -0.31780531D+04    0.5533794    0.0001741    499.341     0.659    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29426485D+06    0.0000000    0.0000000    261.715   238.285    EM
     2 -0.31749193D+06 ************   -0.0789326    248.500   251.500    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44115440D+04    0.0000000    0.0000000     63.348   436.652    EM
     2 -0.38206245D+04  590.9194767    0.1339484     62.268   437.732    EM
     3 -0.37732925D+04   47.3320377    0.0123886     79.082   420.918    EM
     4 -0.37356427D+04   37.6497600    0.0099780    109.337   390.663    EM
     5 -0.37082963D+04   27.3463696    0.0073204    138.218   361.782    EM
     6 -0.36863860D+04   21.9103584    0.0059085    165.457   334.543    EM
     7 -0.36682848D+04   18.1011395    0.0049103    191.116   308.884    EM
     8 -0.36532597D+04   15.0251287    0.0040960    214.820   285.180    EM
     9 -0.36409417D+04   12.3179747    0.0033718    236.219   263.781    EM
    10 -0.36310375D+04    9.9042204    0.0027202    255.120   244.880    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


    10 -0.31090632D+04    0.7592272    0.0002441    273.116   226.884    EM
    11 -0.31085213D+04    0.5419366    0.0001743    267.750   232.250    EM
    12 -0.31081360D+04    0.3853220    0.0001240    263.246   236.754    EM
    13 -0.31078632D+04    0.2727964    0.0000878    259.474   240.526    EM
    14 -0.31076707D+04    0.1924549    0.0000619    256.320   243.680    EM
    15 -0.31075353D+04    0.1354385    0.0000436    253.685   246.315    EM
    16 -0.31074401D+04    0.0951650    0.0000306    251.484   248.516    EM
    17 -0.31073733D+04    0.0668098    0.0000215    249.646   250.354    EM
    18 -0.31073264D+04    0.0468862    0.0000151    248.110   251.890    EM
    19 -0.31072935D+04    0.0329030    0.0000106    246.827   253.173    EM
    20 -0.31072704D+04    0.0230938    0.0000074    245.754   254.246    EM
    21 -0.31072542D+04    0.0162135    0.0000052    244.856   255.144    EM
    22 -0.31072428D+04    0.0113868    0.0000037    244.105   255.895    EM
    23 -0.31072348D+04    0.0079997    0.0000026    243.476   256.524    EM
    24 -0.31072292D+04    0.0056221    0.0000018    242.949   257.051    EM
    25 -0.31072252D+04    0.0039524    0.0000013    242.508   257.492    EM
    26 -0.31072225D+04    0.0027794    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 -0.31097952D+04    1.0317467    0.0003317    279.398   220.602    EM
    11 -0.31090472D+04    0.7480109    0.0002405    273.026   226.974    EM
    12 -0.31085104D+04    0.5367729    0.0001726    267.661   232.339    EM
    13 -0.31081282D+04    0.3822004    0.0001230    263.162   236.838    EM
    14 -0.31078576D+04    0.2706124    0.0000871    259.398   240.602    EM
    15 -0.31076667D+04    0.1908661    0.0000614    256.253   243.747    EM
    16 -0.31075325D+04    0.1342851    0.0000432    253.627   246.373    EM
    17 -0.31074381D+04    0.0943365    0.0000304    251.435   248.565    EM
    18 -0.31073719D+04    0.0662203    0.0000213    249.604   250.396    EM
    19 -0.31073254D+04    0.0464695    0.0000150    248.075   251.925    EM
    20 -0.31072928D+04    0.0326094    0.0000105    246.797   253.203    EM
    21 -0.31072699D+04    0.0228875    0.0000074    245.729   254.271    EM
    22 -0.31072539D+04    0.0160686    0.0000052    244.835   255.165    EM
    23 -0.31072426D+04    0.0112850    0.0000036    244.087   255.913    EM
    24 -0.31072347D+04    0.0079283    0.0000026    243.461   256.539    EM
    25 -0.31072291D+04    0.0055719    0.0000018    242.937   257.063    EM
    26 -0.31072252D+04    0.0039172    0.0000013    242.498   257.502    EM
    27 -0.31072224D+04    0.0027546    0.0000009    242.130   257.870    EM
    28 -0.31072205D+04    0.0019376    0.0000006    241.821   258.179    EM
    29 -0.31072191D+04    0.0013633    0.0000004    241.562   258.438    EM
    30 -0.31072181D+04    0.0009593    0.0000003    241.345   258.655    EM
    31 -0.31072175D+04    0.0006752    0.0000002    241.164   258.836    EM
    32 -0.31072170D+04    0.0004753    0.0000002    241.011   258.989    EM
    33 -0.31072167D+04    0.0003346    0.0000001    240.883   259.117    EM
    34 -0.31072164D+04    0.0002356    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    1.5564210    0.0005000    209.812   290.188    EM
    11 -0.31101576D+04    1.1567345    0.0003718    217.812   282.188    EM
    12 -0.31093116D+04    0.8460419    0.0002720    224.607   275.393    EM
    13 -0.31087006D+04    0.6109087    0.0001965    230.342   269.658    EM
    14 -0.31082638D+04    0.4368420    0.0001405    235.160   264.840    EM
    15 -0.31079536D+04    0.3101744    0.0000998    239.196   260.804    EM
    16 -0.31077345D+04    0.2191650    0.0000705    242.570   257.430    EM
    17 -0.31075801D+04    0.1543652    0.0000497    245.390   254.610    EM
    18 -0.31074716D+04    0.1085112    0.0000349    247.744   252.256    EM
    19 -0.31073954D+04    0.0761945    0.0000245    249.709   250.291    EM
    20 -0.31073419D+04    0.0534751    0.0000172    251.351   248.649    EM
    21 -0.31073044D+04    0.0375253    0.0000121    252.723   247.277    EM
    22 -0.31072781D+04    0.0263357    0.0000085    253.870   246.130    EM
    23 -0.31072596D+04    0.0184873    0.0000059    254.829   245.171    EM
    24 -0.31072466D+04    0.0129820    0.0000042    255.632   244.368    EM
    25 -0.31072375D+04    0.0091192    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    0.0031672    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    0.0011027    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 -0.31160991D+04    2.9415238    0.0009431    315.953   184.047    EM
    11 -0.31137784D+04    2.3207315    0.0007448    304.477   195.523    EM
    12 -0.31119973D+04    1.7810759    0.0005720    294.457   205.543    EM
    13 -0.31106613D+04    1.3360267    0.0004293    285.826   214.174    EM
    14 -0.31096774D+04    0.9838090    0.0003163    278.468   221.532    EM
    15 -0.31089635D+04    0.7139670    0.0002296    272.244   227.756    EM
    16 -0.31084511D+04    0.5124251    0.0001648    267.007   232.993    EM
    17 -0.31080863D+04    0.3648017    0.0001174    262.616   237.384    EM
    18 -0.31078280D+04    0.2582297    0.0000831    258.943   241.057    EM
    19 -0.31076459D+04    0.1820931    0.0000586    255.873   244.127    EM
    20 -0.31075178D+04    0.1280932    0.0000412    253.310   246.690    EM
    21 -0.31074279D+04    0.0899786    0.0000290    251.171   248.829    EM
    22 -0.31073647D+04    0.0631587    0.0000203    249.384   250.616    EM
    23 -0.31073204D+04    0.0443210    0.0000143    247.891   252.109    EM
    24 -0.31072893D+04    0.0311024    0.0000100    246.643   253.357    EM
    25 -0.31072674D+04    0.0218306    0.0000070    245.600   254.400    EM
    26 -0.31072521D+04    0.0153273    0.0000049    244.727   255.273    EM
    27 -0.31072414D+04    0.0107649    0.0000035    243.997   256.003    EM
    28 -0.31072338D+04    0.0075632    0.0000024    243.386   256.614    EM
    29 -0.31072285D+04    0.0053156    0.0000017    242.874   257.126    EM
    30 -0.31072247D+04    0.0037371    0.0000012    242.445   257.555    EM
    31 -0.31072221D+04    0.0026281    0.0000008    242.085   257.915    EM
    32 -0.31072203D+04    0.0018487    0.0000006    241.784   258.216    EM
    33 -0.31072190D+04    0.0013007    0.0000004    241.531   258.469    EM
    34 -0.31072180D+04    0.0009154    0.0000003    241.319   258.681    EM
    35 -0.31072159D+04    0.0021099    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:  17:50:04
        Ending Time:  17:50:05
       Elapsed Time:  00:00:01



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