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

INPUT INSTRUCTIONS

  TITLE:	this is an example of a mixture regression
  	analysis for a count variable using a
  	zero-inflated Poisson model using
  	automatic starting values with random
  	starts
  DATA:	FILE IS ex7.2.dat;
  VARIABLE:	NAMES ARE u x1 x2 c;
  	USEVARIABLES ARE u x1 x2;
  	CLASSES = c (2);
  	COUNT = u (i);
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:	
  	%OVERALL%
  	u ON x1 x2;
  	u#1 ON x1 x2;
  	c ON x1;
  	%c#2%
  	u ON x2;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a mixture regression
analysis for a count variable using a
zero-inflated Poisson model using
automatic starting values with random
starts

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of dependent variables                                    1
Number of independent variables                                  2
Number of continuous latent variables                            0
Number of categorical latent variables                           1

Observed dependent variables

  Count
   U

Observed independent variables
   X1          X2

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)
  ex7.2.dat
Input data format  FREE


COUNT PROPORTION OF ZERO, MINIMUM AND MAXIMUM VALUES

      U           0.452         0        21


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

6 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:

            -902.299  unperturbed      0
            -902.299  608496           4
            -902.299  253358           2
            -902.299  573096           20



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                       10

Loglikelihood

          H0 Value                        -902.299
          H0 Scaling Correction Factor      0.9671
            for MLR

Information Criteria

          Akaike (AIC)                    1824.598
          Bayesian (BIC)                  1866.744
          Sample-Size Adjusted BIC        1835.003
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        273.40194          0.54680
       2        226.59806          0.45320


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

    Latent
   Classes

       1        273.40194          0.54680
       2        226.59806          0.45320


CLASSIFICATION QUALITY

     Entropy                         0.409


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              262          0.52400
       2              238          0.47600


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

           1        2

    1   0.832    0.168
    2   0.233    0.767


MODEL RESULTS

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

Latent Class 1

 U        ON
    X1                 0.562      0.054     10.318      0.000
    X2                 0.383      0.067      5.701      0.000

 U#1      ON
    X1                 1.654      0.209      7.904      0.000
    X2                 0.806      0.143      5.625      0.000

 Intercepts
    U#1               -0.850      0.165     -5.137      0.000
    U                  1.027      0.077     13.416      0.000

Latent Class 2

 U        ON
    X1                 0.562      0.054     10.318      0.000
    X2                 0.025      0.039      0.643      0.520

 U#1      ON
    X1                 1.654      0.209      7.904      0.000
    X2                 0.806      0.143      5.625      0.000

 Intercepts
    U#1               -0.850      0.165     -5.137      0.000
    U                  2.079      0.054     38.200      0.000

Categorical Latent Variables

 C#1        ON
    X1                -0.918      0.276     -3.331      0.001

 Intercepts
    C#1                0.247      0.212      1.164      0.245


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X1                 0.399


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X1                 0.918      0.276      3.331      0.001

 Intercepts
    C#2               -0.247      0.212     -1.164      0.245


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.837E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              X1            X2
              ________      ________
 1                  0             0


           LAMBDA
              X1            X2
              ________      ________
 X1                 0             0
 X2                 0             0


           THETA
              X1            X2
              ________      ________
 X1                 0
 X2                 0             0


           ALPHA
              X1            X2
              ________      ________
 1                  0             0


           BETA
              X1            X2
              ________      ________
 X1                 0             0
 X2                 0             0


           PSI
              X1            X2
              ________      ________
 X1                 0
 X2                 0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              X1            X2
              ________      ________
 1                  0             0


           LAMBDA
              X1            X2
              ________      ________
 X1                 0             0
 X2                 0             0


           THETA
              X1            X2
              ________      ________
 X1                 0
 X2                 0             0


           ALPHA
              X1            X2
              ________      ________
 1                  0             0


           BETA
              X1            X2
              ________      ________
 X1                 0             0
 X2                 0             0


           PSI
              X1            X2
              ________      ________
 X1                 0
 X2                 0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              X1            X2
              ________      ________
 C#1                2             0
 C#2                0             0


     PARAMETER SPECIFICATION FOR THE CENSORED/NOMINAL/COUNT MODEL PART


           NU(P) FOR LATENT CLASS 1
              U#1           U
              ________      ________
 1                  3             4


           KAPPA(P) FOR LATENT CLASS 1
              X1            X2
              ________      ________
 U#1                5             6
 U                  7             8


           NU(P) FOR LATENT CLASS 2
              U#1           U
              ________      ________
 1                  3             9


           KAPPA(P) FOR LATENT CLASS 2
              X1            X2
              ________      ________
 U#1                5             6
 U                  7            10


     STARTING VALUES FOR LATENT CLASS 1


           NU
              X1            X2
              ________      ________
 1              0.000         0.000


           LAMBDA
              X1            X2
              ________      ________
 X1             1.000         0.000
 X2             0.000         1.000


           THETA
              X1            X2
              ________      ________
 X1             0.000
 X2             0.000         0.000


           ALPHA
              X1            X2
              ________      ________
 1              0.000         0.000


           BETA
              X1            X2
              ________      ________
 X1             0.000         0.000
 X2             0.000         0.000


           PSI
              X1            X2
              ________      ________
 X1             0.536
 X2             0.000         0.488


     STARTING VALUES FOR LATENT CLASS 2


           NU
              X1            X2
              ________      ________
 1              0.000         0.000


           LAMBDA
              X1            X2
              ________      ________
 X1             1.000         0.000
 X2             0.000         1.000


           THETA
              X1            X2
              ________      ________
 X1             0.000
 X2             0.000         0.000


           ALPHA
              X1            X2
              ________      ________
 1              0.000         0.000


           BETA
              X1            X2
              ________      ________
 X1             0.000         0.000
 X2             0.000         0.000


           PSI
              X1            X2
              ________      ________
 X1             0.536
 X2             0.000         0.488


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              X1            X2
              ________      ________
 C#1            0.000         0.000
 C#2            0.000         0.000


     STARTING VALUES FOR THE CENSORED/NOMINAL/COUNT MODEL PART


           NU(P) FOR LATENT CLASS 1
              U#1           U
              ________      ________
 1             -0.438         2.094


           KAPPA(P) FOR LATENT CLASS 1
              X1            X2
              ________      ________
 U#1            0.000         0.000
 U              0.000         0.000


           NU(P) FOR LATENT CLASS 2
              U#1           U
              ________      ________
 1             -0.438         3.094


           KAPPA(P) FOR LATENT CLASS 2
              X1            X2
              ________      ________
 U#1            0.000         0.000
 U              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 -0.15352770D+04    0.0000000    0.0000000    368.023   131.977    EM
     2 -0.10511710D+04  484.1060112    0.3153216    389.716   110.284    EM
     3 -0.94089361D+03  110.2774195    0.1049091    384.158   115.842    EM
     4 -0.92107986D+03   19.8137524    0.0210584    373.807   126.193    EM
     5 -0.91613401D+03    4.9458502    0.0053696    362.141   137.859    EM
     6 -0.91294074D+03    3.1932647    0.0034856    350.892   149.108    EM
     7 -0.91037099D+03    2.5697551    0.0028148    340.521   159.479    EM
     8 -0.90829106D+03    2.0799268    0.0022847    331.098   168.902    EM
     9 -0.90665770D+03    1.6333648    0.0017983    322.643   177.357    EM
    10 -0.90541345D+03    1.2442461    0.0013723    315.164   184.836    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31740819D+04    0.0000000    0.0000000    184.252   315.748    EM
     2 -0.95964845D+03 2214.4334221    0.6976611    187.410   312.590    EM
     3 -0.93281507D+03   26.8333766    0.0279617    196.942   303.058    EM
     4 -0.91827189D+03   14.5431776    0.0155906    208.201   291.799    EM
     5 -0.91197582D+03    6.2960743    0.0068564    218.110   281.890    EM
     6 -0.90930468D+03    2.6711361    0.0029290    226.083   273.917    EM
     7 -0.90798338D+03    1.3213065    0.0014531    232.413   267.587    EM
     8 -0.90703972D+03    0.9436507    0.0010393    237.531   262.469    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34330576D+04    0.0000000    0.0000000    192.017   307.983    EM
     2 -0.95670810D+03 2476.3495254    0.7213248    191.821   308.179    EM
     3 -0.92143735D+03   35.2707549    0.0368668    190.574   309.426    EM
     4 -0.91077369D+03   10.6636594    0.0115729    191.588   308.412    EM
     5 -0.90707341D+03    3.7002722    0.0040628    194.312   305.688    EM
     6 -0.90515832D+03    1.9150963    0.0021113    197.903   302.097    EM
     7 -0.90403329D+03    1.1250291    0.0012429    201.768   298.232    EM
     8 -0.90338623D+03    0.6470594    0.0007157    205.521   294.479    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.40708906D+04    0.0000000    0.0000000    107.006   392.994    EM
     2 -0.95542480D+03 3115.4658190    0.7653032     71.584   428.416    EM
     3 -0.93849297D+03   16.9318338    0.0177218     80.345   419.655    EM
     4 -0.93325564D+03    5.2373262    0.0055806     90.353   409.647    EM
     5 -0.93020635D+03    3.0492909    0.0032674    100.584   399.416    EM
     6 -0.92762068D+03    2.5856763    0.0027797    110.666   389.334    EM
     7 -0.92518114D+03    2.4395382    0.0026299    120.582   379.418    EM
     8 -0.92259842D+03    2.5827220    0.0027916    130.470   369.530    EM
     9 -0.91945912D+03    3.1392985    0.0034027    140.387   359.613    EM
    10 -0.91589127D+03    3.5678498    0.0038804    150.007   349.993    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18412594D+05    0.0000000    0.0000000    172.622   327.378    EM
     2 -0.16975269D+05 1437.3251740    0.0780621    106.299   393.701    EM
     3 -0.54912058D+04 ************    0.6765173    114.648   385.352    EM
     4 -0.26382295D+04 2852.9763663    0.5195537     95.332   404.668    EM
     5 -0.93210525D+03 1706.1242042    0.6466929    122.224   377.776    EM
     6 -0.91496884D+03   17.1364150    0.0183846    141.193   358.807    EM
     7 -0.91082699D+03    4.1418455    0.0045268    155.076   344.924    EM
     8 -0.90844642D+03    2.3805691    0.0026136    166.327   333.673    EM
     9 -0.90674978D+03    1.6966432    0.0018676    175.771   324.229    EM
    10 -0.90548627D+03    1.2635098    0.0013934    183.802   316.198    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18325075D+05    0.0000000    0.0000000    236.550   263.450    EM
     2 -0.18392357D+05  -67.2818068   -0.0036716    231.708   268.292    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33252027D+05    0.0000000    0.0000000    153.372   346.628    EM
     2 -0.26406403D+05 6845.6236228    0.2058709    247.113   252.887    EM
     3 -0.62556904D+05 ************   -1.3690051    266.296   233.704    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.93979420D+04    0.0000000    0.0000000    361.430   138.570    EM
     2 -0.95647592D+03 8441.4660864    0.8982250    359.097   140.903    EM
     3 -0.93784713D+03   18.6287940    0.0194765    349.255   150.745    EM
     4 -0.93187924D+03    5.9678897    0.0063634    338.165   161.835    EM
     5 -0.92683593D+03    5.0433029    0.0054120    327.238   172.762    EM
     6 -0.92203634D+03    4.7995984    0.0051785    316.754   183.246    EM
     7 -0.91757898D+03    4.4573531    0.0048342    306.799   193.201    EM
     8 -0.91411262D+03    3.4663592    0.0037777    297.615   202.385    EM
     9 -0.91198672D+03    2.1259057    0.0023256    289.407   210.593    EM
    10 -0.91075490D+03    1.2318159    0.0013507    282.165   217.835    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.47851223D+04    0.0000000    0.0000000    264.711   235.289    EM
     2 -0.95826256D+03 3826.8597825    0.7997413    318.730   181.270    EM
     3 -0.92608489D+03   32.1776659    0.0335792    314.031   185.969    EM
     4 -0.92102248D+03    5.0624173    0.0054665    307.329   192.671    EM
     5 -0.91667272D+03    4.3497543    0.0047227    300.013   199.987    EM
     6 -0.91330347D+03    3.3692552    0.0036755    292.756   207.244    EM
     7 -0.91106256D+03    2.2409092    0.0024536    285.946   214.054    EM
     8 -0.90959631D+03    1.4662514    0.0016094    279.742   220.258    EM
     9 -0.90850025D+03    1.0960562    0.0012050    274.143   225.857    EM
    10 -0.90758162D+03    0.9186311    0.0010112    269.095   230.905    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61786774D+04    0.0000000    0.0000000    244.396   255.604    EM
     2 -0.96882034D+03 5209.8570474    0.8431994    268.046   231.954    EM
     3 -0.92759772D+03   41.2226191    0.0425493    273.478   226.522    EM
     4 -0.92078697D+03    6.8107511    0.0073424    273.864   226.136    EM
     5 -0.91578738D+03    4.9995887    0.0054297    271.948   228.052    EM
     6 -0.91242940D+03    3.3579831    0.0036668    268.894   231.106    EM
     7 -0.91053309D+03    1.8963055    0.0020783    265.399   234.601    EM
     8 -0.90952167D+03    1.0114247    0.0011108    261.834   238.166    EM
     9 -0.90892484D+03    0.5968269    0.0006562    258.362   241.638    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14097036D+05    0.0000000    0.0000000    377.025   122.975    EM
     2 -0.95060200D+04 4591.0155646    0.3256724    365.472   134.528    EM
     3 -0.79962900D+04 1509.7300016    0.1588183    335.283   164.717    EM
     4 -0.62489983D+04 1747.2916790    0.2185128    318.503   181.497    EM
     5 -0.40992980D+04 2149.7003113    0.3440072    344.198   155.802    EM
     6 -0.29872698D+04 1112.0281858    0.2712728    416.847    83.153    EM
     7 -0.17308654D+04 1256.4043375    0.4205862    429.979    70.021    EM
     8 -0.14216598D+04  309.2056834    0.1786422    417.428    82.572    EM
     9 -0.13463464D+04   75.3133573    0.0529757    395.731   104.269    EM
    10 -0.12970465D+04   49.2999145    0.0366176    370.832   129.168    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52833787D+05    0.0000000    0.0000000    159.001   340.999    EM
     2 -0.27805227D+05 ************    0.4737226    223.240   276.760    EM
     3 -0.96461802D+03 ************    0.9653080    234.370   265.630    EM
     4 -0.93973034D+03   24.8876804    0.0258006    233.512   266.488    EM
     5 -0.92894253D+03   10.7878165    0.0114797    232.588   267.412    EM
     6 -0.92186746D+03    7.0750643    0.0076163    232.266   267.734    EM
     7 -0.91617773D+03    5.6897281    0.0061720    232.130   267.870    EM
     8 -0.91136302D+03    4.8147164    0.0052552    231.794   268.206    EM
     9 -0.90811459D+03    3.2484257    0.0035644    231.374   268.626    EM
    10 -0.90652334D+03    1.5912462    0.0017523    231.128   268.872    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51505505D+04    0.0000000    0.0000000    323.026   176.974    EM
     2 -0.56310015D+05 ************   -9.9328149    348.958   151.042    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33561004D+04    0.0000000    0.0000000    431.682    68.318    EM
     2 -0.96382860D+03 2392.2718310    0.7128129    432.718    67.282    EM
     3 -0.95664535D+03    7.1832467    0.0074528    427.042    72.958    EM
     4 -0.95251753D+03    4.1278207    0.0043149    419.192    80.808    EM
     5 -0.94718646D+03    5.3310680    0.0055968    409.665    90.335    EM
     6 -0.93907724D+03    8.1092211    0.0085614    398.223   101.777    EM
     7 -0.92774415D+03   11.3330955    0.0120683    385.375   114.625    EM
     8 -0.91912085D+03    8.6232950    0.0092949    372.903   127.097    EM
     9 -0.91510826D+03    4.0125902    0.0043657    361.390   138.610    EM
    10 -0.91270215D+03    2.4061087    0.0026293    350.912   149.088    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16606996D+05    0.0000000    0.0000000    336.709   163.291    EM
     2 -0.57745115D+05 ************   -2.4771560    406.256    93.744    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14175058D+05    0.0000000    0.0000000    207.165   292.835    EM
     2 -0.91003342D+04 5074.7240130    0.3580038    219.536   280.464    EM
     3 -0.63013314D+04 2799.0028441    0.3075714    239.345   260.655    EM
     4 -0.39666870D+04 2334.6443855    0.3705002    238.682   261.318    EM
     5 -0.20231608D+04 1943.5261777    0.4899621    236.906   263.094    EM
     6 -0.15416686D+04  481.4921961    0.2379901    258.445   241.555    EM
     7 -0.14309414D+04  110.7271757    0.0718229    264.224   235.776    EM
     8 -0.13936305D+04   37.3109735    0.0260744    264.786   235.214    EM
     9 -0.13796614D+04   13.9690095    0.0100235    264.181   235.819    EM
    10 -0.13706836D+04    8.9778621    0.0065073    264.510   235.490    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.73917820D+05    0.0000000    0.0000000    282.818   217.182    EM
     2 -0.47188806D+05 ************    0.3616045    347.610   152.390    EM
     3 -0.27174900D+05 ************    0.4241240    367.216   132.784    EM
     4 -0.15130396D+05 ************    0.4432216    373.959   126.041    EM
     5 -0.86396639D+04 6490.7323573    0.4289863    375.428   124.572    EM
     6 -0.49701466D+04 3669.5172839    0.4247292    384.473   115.527    EM
     7 -0.28937843D+04 2076.3623388    0.4177668    387.444   112.556    EM
     8 -0.19414553D+04  952.3290303    0.3290947    403.614    96.386    EM
     9 -0.15823378D+04  359.1175012    0.1849734    408.548    91.452    EM
    10 -0.14224869D+04  159.8508962    0.1010220    404.215    95.785    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63889167D+04    0.0000000    0.0000000    255.929   244.071    EM
     2 -0.10034940D+04 5385.4226442    0.8429321    216.640   283.360    EM
     3 -0.97768344D+03   25.8105699    0.0257207    192.794   307.206    EM
     4 -0.96840704D+03    9.2763981    0.0094881    177.130   322.870    EM
     5 -0.96039980D+03    8.0072406    0.0082685    167.047   332.953    EM
     6 -0.95471687D+03    5.6829299    0.0059173    160.555   339.445    EM
     7 -0.95175912D+03    2.9577463    0.0030980    156.255   343.745    EM
     8 -0.95038075D+03    1.3783723    0.0014482    153.438   346.562    EM
     9 -0.94958286D+03    0.7978898    0.0008395    151.741   348.259    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57026807D+05    0.0000000    0.0000000    313.780   186.220    EM
     2 -0.67662705D+05 ************   -0.1865070    282.002   217.998    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15480482D+05    0.0000000    0.0000000    203.261   296.739    EM
     2 -0.11715907D+05 3764.5747693    0.2431820    183.702   316.298    EM
     3 -0.76043000D+05 ************   -5.4905771    233.088   266.912    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60280666D+04    0.0000000    0.0000000    329.203   170.797    EM
     2 -0.94373842D+03 5084.3282115    0.8434426    321.308   178.692    EM
     3 -0.90953449D+03   34.2039350    0.0362430    317.403   182.597    EM
     4 -0.90744087D+03    2.0936162    0.0023019    312.457   187.543    EM
     5 -0.90642766D+03    1.0132152    0.0011166    307.415   192.585    EM
     6 -0.90548156D+03    0.9460941    0.0010438    302.560   197.440    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


     8 -0.90338623D+03    0.6470594    0.0007157    205.521   294.479    EM
     9 -0.90300433D+03    0.3818994    0.0004227    208.938   291.062    EM
    10 -0.90276643D+03    0.2378953    0.0002634    211.924   288.076    EM
    11 -0.90261154D+03    0.1548956    0.0001716    214.469   285.531    EM
    12 -0.90250842D+03    0.1031179    0.0001142    216.603   283.397    EM
    13 -0.90243926D+03    0.0691633    0.0000766    218.376   281.624    EM
    14 -0.90239282D+03    0.0464344    0.0000515    219.842   280.158    EM
    15 -0.90236169D+03    0.0311373    0.0000345    221.048   278.952    EM
    16 -0.90234084D+03    0.0208455    0.0000231    222.039   277.961    EM
    17 -0.90232691D+03    0.0139350    0.0000154    222.853   277.147    EM
    18 -0.90231760D+03    0.0093049    0.0000103    223.521   276.479    EM
    19 -0.90231139D+03    0.0062083    0.0000069    224.069   275.931    EM
    20 -0.90230725D+03    0.0041404    0.0000046    224.518   275.482    EM
    21 -0.90230449D+03    0.0027610    0.0000031    224.886   275.114    EM
    22 -0.90230265D+03    0.0018413    0.0000020    225.188   274.812    EM
    23 -0.90230142D+03    0.0012285    0.0000014    225.437   274.563    EM
    24 -0.90230060D+03    0.0008202    0.0000009    225.640   274.360    EM
    25 -0.90230005D+03    0.0005481    0.0000006    225.808   274.192    EM
    26 -0.90229969D+03    0.0003667    0.0000004    225.945   274.055    EM
    27 -0.90229944D+03    0.0002457    0.0000003    226.058   273.942    EM
    28 -0.90229928D+03    0.0001648    0.0000002    226.151   273.849    EM
    29 -0.90229916D+03    0.0001108    0.0000001    226.228   273.772    EM
    30 -0.90229909D+03    0.0000747    0.0000001    226.291   273.709    EM
    31 -0.90229904D+03    0.0000504    0.0000001    226.344   273.656    EM
    32 -0.90229901D+03    0.0000342    0.0000000    226.387   273.613    EM
    33 -0.90229898D+03    0.0000232    0.0000000    226.422   273.578    EM
    34 -0.90229897D+03    0.0000158    0.0000000    226.452   273.548    EM
    35 -0.90229896D+03    0.0000108    0.0000000    226.476   273.524    EM
    36 -0.90229895D+03    0.0000074    0.0000000    226.496   273.504    EM
    37 -0.90229893D+03    0.0000166    0.0000000    226.601   273.399    FS
    38 -0.90229893D+03    0.0000004    0.0000000    226.594   273.406    FS
    39 -0.90229893D+03    0.0000001    0.0000000    226.600   273.400    FS
    40 -0.90229893D+03    0.0000000    0.0000000    226.597   273.403    FS
    41 -0.90229893D+03    0.0000000    0.0000000    226.599   273.401    FS
    42 -0.90229893D+03    0.0000000    0.0000000    226.598   273.402    FS
    43 -0.90229893D+03    0.0000000    0.0000000    226.598   273.402    FS
    44 -0.90229893D+03    0.0000000    0.0000000    226.598   273.402    FS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


    10 -0.90541345D+03    1.2442461    0.0013723    315.164   184.836    EM
    11 -0.90449441D+03    0.9190420    0.0010151    308.642   191.358    EM
    12 -0.90383352D+03    0.6608918    0.0007307    303.025   196.975    EM
    13 -0.90336690D+03    0.4666194    0.0005163    298.236   201.764    EM
    14 -0.90304091D+03    0.3259831    0.0003609    294.185   205.815    EM
    15 -0.90281445D+03    0.2264608    0.0002508    290.779   209.221    EM
    16 -0.90265756D+03    0.1568949    0.0001738    287.925   212.075    EM
    17 -0.90254896D+03    0.1085993    0.0001203    285.541   214.459    EM
    18 -0.90247376D+03    0.0751999    0.0000833    283.552   216.448    EM
    19 -0.90242161D+03    0.0521477    0.0000578    281.895   218.105    EM
    20 -0.90238537D+03    0.0362458    0.0000402    280.514   219.486    EM
    21 -0.90236010D+03    0.0252695    0.0000280    279.363   220.637    EM
    22 -0.90234241D+03    0.0176809    0.0000196    278.404   221.596    EM
    23 -0.90232999D+03    0.0124217    0.0000138    277.604   222.396    EM
    24 -0.90232123D+03    0.0087656    0.0000097    276.935   223.065    EM
    25 -0.90231501D+03    0.0062146    0.0000069    276.377   223.623    EM
    26 -0.90231059D+03    0.0044274    0.0000049    275.910   224.090    EM
    27 -0.90230742D+03    0.0031696    0.0000035    275.519   224.481    EM
    28 -0.90230514D+03    0.0022804    0.0000025    275.191   224.809    EM
    29 -0.90230349D+03    0.0016485    0.0000018    274.916   225.084    EM
    30 -0.90230229D+03    0.0011974    0.0000013    274.685   225.315    EM
    31 -0.90230142D+03    0.0008736    0.0000010    274.490   225.510    EM
    32 -0.90230078D+03    0.0006402    0.0000007    274.327   225.673    EM
    33 -0.90230030D+03    0.0004710    0.0000005    274.188   225.812    EM
    34 -0.90229996D+03    0.0003478    0.0000004    274.071   225.929    EM
    35 -0.90229970D+03    0.0002578    0.0000003    273.973   226.027    EM
    36 -0.90229951D+03    0.0001917    0.0000002    273.889   226.111    EM
    37 -0.90229894D+03    0.0005681    0.0000006    273.396   226.604    FS
    38 -0.90229893D+03    0.0000076    0.0000000    273.409   226.591    FS
    39 -0.90229893D+03    0.0000005    0.0000000    273.400   226.600    FS
    40 -0.90229893D+03    0.0000000    0.0000000    273.402   226.598    FS
    41 -0.90229893D+03    0.0000000    0.0000000    273.402   226.598    FS
    42 -0.90229893D+03    0.0000000    0.0000000    273.402   226.598    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


     6 -0.90548156D+03    0.9460941    0.0010438    302.560   197.440    EM
     7 -0.90458622D+03    0.8953451    0.0009888    298.041   201.959    EM
     8 -0.90388766D+03    0.6985525    0.0007722    293.945   206.055    EM
     9 -0.90339270D+03    0.4949635    0.0005476    290.332   209.668    EM
    10 -0.90305009D+03    0.3426071    0.0003792    287.226   212.774    EM
    11 -0.90281393D+03    0.2361684    0.0002615    284.609   215.391    EM
    12 -0.90265135D+03    0.1625760    0.0001801    282.435   217.565    EM
    13 -0.90253966D+03    0.1116869    0.0001237    280.650   219.350    EM
    14 -0.90246314D+03    0.0765244    0.0000848    279.193   220.807    EM
    15 -0.90241084D+03    0.0522956    0.0000579    278.012   221.988    EM
    16 -0.90237518D+03    0.0356606    0.0000395    277.059   222.941    EM
    17 -0.90235090D+03    0.0242794    0.0000269    276.291   223.709    EM
    18 -0.90233439D+03    0.0165156    0.0000183    275.676   224.324    EM
    19 -0.90232316D+03    0.0112314    0.0000124    275.183   224.817    EM
    20 -0.90231552D+03    0.0076405    0.0000085    274.791   225.209    EM
    21 -0.90231031D+03    0.0052023    0.0000058    274.478   225.522    EM
    22 -0.90230677D+03    0.0035473    0.0000039    274.231   225.769    EM
    23 -0.90230434D+03    0.0024235    0.0000027    274.035   225.965    EM
    24 -0.90230268D+03    0.0016598    0.0000018    273.881   226.119    EM
    25 -0.90230154D+03    0.0011399    0.0000013    273.760   226.240    EM
    26 -0.90230076D+03    0.0007855    0.0000009    273.665   226.335    EM
    27 -0.90230021D+03    0.0005433    0.0000006    273.592   226.408    EM
    28 -0.90229984D+03    0.0003772    0.0000004    273.535   226.465    EM
    29 -0.90229957D+03    0.0002631    0.0000003    273.492   226.508    EM
    30 -0.90229939D+03    0.0001843    0.0000002    273.459   226.541    EM
    31 -0.90229926D+03    0.0001297    0.0000001    273.434   226.566    EM
    32 -0.90229917D+03    0.0000918    0.0000001    273.416   226.584    EM
    33 -0.90229910D+03    0.0000653    0.0000001    273.403   226.597    EM
    34 -0.90229906D+03    0.0000466    0.0000001    273.393   226.607    EM
    35 -0.90229902D+03    0.0000335    0.0000000    273.387   226.613    EM
    36 -0.90229900D+03    0.0000242    0.0000000    273.382   226.618    EM
    37 -0.90229894D+03    0.0000623    0.0000001    273.398   226.602    FS
    38 -0.90229893D+03    0.0000029    0.0000000    273.408   226.592    FS
    39 -0.90229893D+03    0.0000008    0.0000000    273.398   226.602    FS
    40 -0.90229893D+03    0.0000003    0.0000000    273.405   226.595    FS
    41 -0.90229893D+03    0.0000001    0.0000000    273.400   226.600    FS
    42 -0.90229893D+03    0.0000001    0.0000000    273.403   226.597    FS
    43 -0.90229893D+03    0.0000000    0.0000000    273.401   226.599    FS
    44 -0.90229893D+03    0.0000000    0.0000000    273.402   226.598    FS
    45 -0.90229893D+03    0.0000000    0.0000000    273.402   226.598    FS
    46 -0.90229893D+03    0.0000000    0.0000000    273.402   226.598    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


    10 -0.90548627D+03    1.2635098    0.0013934    183.802   316.198    EM
    11 -0.90455250D+03    0.9337662    0.0010312    190.649   309.351    EM
    12 -0.90387643D+03    0.6760748    0.0007474    196.470   303.530    EM
    13 -0.90339619D+03    0.4802406    0.0005313    201.395   298.605    EM
    14 -0.90305962D+03    0.3365676    0.0003726    205.543   294.457    EM
    15 -0.90282568D+03    0.2339376    0.0002591    209.021   290.979    EM
    16 -0.90266382D+03    0.1618565    0.0001793    211.930   288.070    EM
    17 -0.90255208D+03    0.1117399    0.0001238    214.357   285.643    EM
    18 -0.90247498D+03    0.0771007    0.0000854    216.378   283.622    EM
    19 -0.90242175D+03    0.0532379    0.0000590    218.061   281.939    EM
    20 -0.90238492D+03    0.0368234    0.0000408    219.461   280.539    EM
    21 -0.90235939D+03    0.0255340    0.0000283    220.626   279.374    EM
    22 -0.90234163D+03    0.0177620    0.0000197    221.596   278.404    EM
    23 -0.90232922D+03    0.0124016    0.0000137    222.403   277.597    EM
    24 -0.90232053D+03    0.0086949    0.0000096    223.077   276.923    EM
    25 -0.90231441D+03    0.0061235    0.0000068    223.638   276.362    EM
    26 -0.90231007D+03    0.0043330    0.0000048    224.107   275.893    EM
    27 -0.90230699D+03    0.0030811    0.0000034    224.499   275.501    EM
    28 -0.90230479D+03    0.0022017    0.0000024    224.828   275.172    EM
    29 -0.90230321D+03    0.0015812    0.0000018    225.103   274.897    EM
    30 -0.90230207D+03    0.0011411    0.0000013    225.333   274.667    EM
    31 -0.90230124D+03    0.0008275    0.0000009    225.527   274.473    EM
    32 -0.90230064D+03    0.0006028    0.0000007    225.690   274.310    EM
    33 -0.90230020D+03    0.0004411    0.0000005    225.827   274.173    EM
    34 -0.90229987D+03    0.0003241    0.0000004    225.943   274.057    EM
    35 -0.90229963D+03    0.0002391    0.0000003    226.040   273.960    EM
    36 -0.90229946D+03    0.0001770    0.0000002    226.123   273.877    EM
    37 -0.90229894D+03    0.0005181    0.0000006    226.605   273.395    FS
    38 -0.90229893D+03    0.0000069    0.0000000    226.591   273.409    FS
    39 -0.90229893D+03    0.0000005    0.0000000    226.600   273.400    FS
    40 -0.90229893D+03    0.0000000    0.0000000    226.597   273.403    FS
    41 -0.90229893D+03    0.0000000    0.0000000    226.598   273.402    FS
    42 -0.90229893D+03    0.0000000    0.0000000    226.598   273.402    FS


     Beginning Time:  22:57:18
        Ending Time:  22:57:18
       Elapsed Time:  00:00:00



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