Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:49 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 CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1        273.40194          0.54680
       2        226.59806          0.45320


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

Class Counts and Proportions

    Latent
   Classes

       1              262          0.52400
       2              238          0.47600


CLASSIFICATION QUALITY

     Entropy                         0.409


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


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

           1        2

    1   0.797    0.203
    2   0.194    0.806


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

              1        2

    1      1.369    0.000
    2     -1.422    0.000


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             0.535
 X2             0.000         0.487


     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             0.535
 X2             0.000         0.487


     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             -0.439         2.093


           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             -0.439         3.093


           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 -0.15336870D+04    0.0000000    0.0000000    367.945   132.055    EM
     2 -0.10508099D+04  482.8770271    0.3148472    389.606   110.394    EM
     3 -0.94080161D+03  110.0083273    0.1046891    384.045   115.955    EM
     4 -0.92104372D+03   19.7578904    0.0210011    373.697   126.303    EM
     5 -0.91610607D+03    4.9376544    0.0053609    362.037   137.963    EM
     6 -0.91291629D+03    3.1897762    0.0034819    350.794   149.206    EM
     7 -0.91034996D+03    2.5663343    0.0028111    340.431   159.569    EM
     8 -0.90827400D+03    2.0759527    0.0022804    331.016   168.984    EM
     9 -0.90664444D+03    1.6295649    0.0017941    322.570   177.430    EM
    10 -0.90540351D+03    1.2409291    0.0013687    315.100   184.900    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31728584D+04    0.0000000    0.0000000    184.241   315.759    EM
     2 -0.95972373D+03 2213.1346739    0.6975208    187.388   312.612    EM
     3 -0.93292743D+03   26.7963012    0.0279208    196.901   303.099    EM
     4 -0.91832035D+03   14.6070772    0.0156572    208.163   291.837    EM
     5 -0.91199378D+03    6.3265793    0.0068893    218.082   281.918    EM
     6 -0.90931273D+03    2.6810429    0.0029398    226.063   273.937    EM
     7 -0.90798931D+03    1.3234187    0.0014554    232.399   267.601    EM
     8 -0.90704554D+03    0.9437740    0.0010394    237.521   262.479    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34336231D+04    0.0000000    0.0000000    192.053   307.947    EM
     2 -0.95670901D+03 2476.9140491    0.7213704    191.856   308.144    EM
     3 -0.92143660D+03   35.2724078    0.0368685    190.605   309.395    EM
     4 -0.91077116D+03   10.6654483    0.0115748    191.616   308.384    EM
     5 -0.90707092D+03    3.7002351    0.0040627    194.336   305.664    EM
     6 -0.90515626D+03    1.9146608    0.0021108    197.924   302.076    EM
     7 -0.90403175D+03    1.1245053    0.0012423    201.786   298.214    EM
     8 -0.90338515D+03    0.6466009    0.0007152    205.537   294.463    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.40711051D+04    0.0000000    0.0000000    107.031   392.969    EM
     2 -0.95542894D+03 3115.6761501    0.7653146     71.638   428.362    EM
     3 -0.93849371D+03   16.9352283    0.0177253     80.395   419.605    EM
     4 -0.93325314D+03    5.2405719    0.0055840     90.399   409.601    EM
     5 -0.93020447D+03    3.0486704    0.0032667    100.626   399.374    EM
     6 -0.92762024D+03    2.5842242    0.0027781    110.704   389.296    EM
     7 -0.92518300D+03    2.4372406    0.0026274    120.614   379.386    EM
     8 -0.92260445D+03    2.5785566    0.0027871    130.494   369.506    EM
     9 -0.91947105D+03    3.1333970    0.0033963    140.405   359.595    EM
    10 -0.91590415D+03    3.5669037    0.0038793    150.022   349.978    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18396493D+05    0.0000000    0.0000000    172.610   327.390    EM
     2 -0.16969459D+05 1427.0342870    0.0775710    106.558   393.442    EM
     3 -0.54893044D+04 ************    0.6765186    114.564   385.436    EM
     4 -0.26370044D+04 2852.3000116    0.5196105     95.209   404.791    EM
     5 -0.93216055D+03 1704.8438101    0.6465078    122.112   377.888    EM
     6 -0.91499082D+03   17.1697299    0.0184193    141.115   358.885    EM
     7 -0.91084163D+03    4.1491867    0.0045347    155.012   344.988    EM
     8 -0.90845706D+03    2.3845755    0.0026180    166.272   333.728    EM
     9 -0.90675775D+03    1.6993080    0.0018705    175.723   324.277    EM
    10 -0.90549222D+03    1.2655296    0.0013957    183.762   316.238    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18314301D+05    0.0000000    0.0000000    236.518   263.482    EM
     2 -0.18379988D+05  -65.6872339   -0.0035867    231.667   268.333    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33223919D+05    0.0000000    0.0000000    153.359   346.641    EM
     2 -0.26390623D+05 6833.2954737    0.2056740    247.133   252.867    EM
     3 -0.62543510D+05 ************   -1.3699141    266.322   233.678    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.93911588D+04    0.0000000    0.0000000    361.440   138.560    EM
     2 -0.95646772D+03 8434.6910463    0.8981523    359.109   140.891    EM
     3 -0.93783963D+03   18.6280869    0.0194759    349.264   150.736    EM
     4 -0.93186906D+03    5.9705716    0.0063663    338.170   161.830    EM
     5 -0.92682403D+03    5.0450340    0.0054139    327.240   172.760    EM
     6 -0.92202341D+03    4.8006201    0.0051796    316.754   183.246    EM
     7 -0.91756735D+03    4.4560547    0.0048329    306.796   193.204    EM
     8 -0.91410565D+03    3.4617065    0.0037727    297.612   202.388    EM
     9 -0.91198419D+03    2.1214528    0.0023208    289.404   210.596    EM
    10 -0.91075452D+03    1.2296755    0.0013484    282.164   217.836    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.47800449D+04    0.0000000    0.0000000    264.706   235.294    EM
     2 -0.95826091D+03 3821.7839934    0.7995289    318.726   181.274    EM
     3 -0.92608362D+03   32.1772813    0.0335788    314.028   185.972    EM
     4 -0.92102134D+03    5.0622862    0.0054663    307.326   192.674    EM
     5 -0.91667173D+03    4.3496067    0.0047226    300.010   199.990    EM
     6 -0.91330263D+03    3.3690998    0.0036754    292.753   207.247    EM
     7 -0.91106185D+03    2.2407805    0.0024535    285.943   214.057    EM
     8 -0.90959568D+03    1.4661693    0.0016093    279.739   220.261    EM
     9 -0.90849968D+03    1.0959988    0.0012049    274.141   225.859    EM
    10 -0.90758110D+03    0.9185783    0.0010111    269.092   230.908    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61770315D+04    0.0000000    0.0000000    244.403   255.597    EM
     2 -0.96879886D+03 5208.2325999    0.8431611    268.029   231.971    EM
     3 -0.92759249D+03   41.2063661    0.0425335    273.453   226.547    EM
     4 -0.92078653D+03    6.8059617    0.0073372    273.837   226.163    EM
     5 -0.91578777D+03    4.9987625    0.0054288    271.921   228.079    EM
     6 -0.91242807D+03    3.3596921    0.0036686    268.866   231.134    EM
     7 -0.91053094D+03    1.8971372    0.0020792    265.373   234.627    EM
     8 -0.90951984D+03    1.0110973    0.0011104    261.809   238.191    EM
     9 -0.90892354D+03    0.5963009    0.0006556    258.340   241.660    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14090947D+05    0.0000000    0.0000000    376.999   123.001    EM
     2 -0.95020052D+04 4588.9413804    0.3256659    365.417   134.583    EM
     3 -0.80100228D+04 1491.9823876    0.1570176    335.225   164.775    EM
     4 -0.62154125D+04 1794.6102313    0.2240456    318.707   181.293    EM
     5 -0.43193847D+04 1896.0278841    0.3050526    335.108   164.892    EM
     6 -0.96012356D+03 3359.2611017    0.7777175    330.642   169.358    EM
     7 -0.92960463D+03   30.5189334    0.0317865    326.969   173.031    EM
     8 -0.92494042D+03    4.6642078    0.0050174    322.187   177.813    EM
     9 -0.92306783D+03    1.8725903    0.0020246    317.248   182.752    EM
    10 -0.92174368D+03    1.3241517    0.0014345    312.471   187.529    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52787679D+05    0.0000000    0.0000000    158.977   341.023    EM
     2 -0.27774904D+05 ************    0.4738374    223.219   276.781    EM
     3 -0.96462638D+03 ************    0.9652699    234.346   265.654    EM
     4 -0.93974822D+03   24.8781609    0.0257905    233.490   266.510    EM
     5 -0.92895478D+03   10.7934392    0.0114855    232.567   267.433    EM
     6 -0.92187724D+03    7.0775350    0.0076188    232.248   267.752    EM
     7 -0.91618617D+03    5.6910758    0.0061734    232.114   267.886    EM
     8 -0.91136918D+03    4.8169872    0.0052577    231.781   268.219    EM
     9 -0.90811696D+03    3.2522209    0.0035685    231.363   268.637    EM
    10 -0.90652288D+03    1.5940740    0.0017554    231.119   268.881    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51488620D+04    0.0000000    0.0000000    322.994   177.006    EM
     2 -0.56312104D+05 ************   -9.9368060    348.936   151.064    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33568641D+04    0.0000000    0.0000000    431.657    68.343    EM
     2 -0.96381000D+03 2393.0541192    0.7128838    432.742    67.258    EM
     3 -0.95663984D+03    7.1701611    0.0074394    427.110    72.890    EM
     4 -0.95250325D+03    4.1365860    0.0043241    419.293    80.707    EM
     5 -0.94713795D+03    5.3653000    0.0056328    409.778    90.222    EM
     6 -0.93897936D+03    8.1585920    0.0086139    398.327   101.673    EM
     7 -0.92764031D+03   11.3390493    0.0120759    385.475   114.525    EM
     8 -0.91910541D+03    8.5349003    0.0092007    373.005   126.995    EM
     9 -0.91512619D+03    3.9792174    0.0043294    361.488   138.512    EM
    10 -0.91272092D+03    2.4052763    0.0026284    351.004   148.996    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16596183D+05    0.0000000    0.0000000    336.710   163.290    EM
     2 -0.57744863D+05 ************   -2.4794064    406.252    93.748    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.14160812D+05    0.0000000    0.0000000    207.144   292.856    EM
     2 -0.90956289D+04 5065.1827942    0.3576901    219.510   280.490    EM
     3 -0.63011744D+04 2794.4544297    0.3072305    239.329   260.671    EM
     4 -0.39645730D+04 2336.6014803    0.3708200    238.668   261.332    EM
     5 -0.20163484D+04 1948.2246088    0.4914084    237.493   262.507    EM
     6 -0.15296639D+04  486.6844928    0.2413693    259.744   240.256    EM
     7 -0.14251360D+04  104.5278930    0.0683339    265.064   234.936    EM
     8 -0.13913262D+04   33.8097620    0.0237239    265.535   234.465    EM
     9 -0.13776320D+04   13.6942015    0.0098426    264.954   235.046    EM
    10 -0.13701228D+04    7.5091625    0.0054508    264.923   235.077    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.73870033D+05    0.0000000    0.0000000    282.819   217.181    EM
     2 -0.47150508D+05 ************    0.3617099    347.611   152.389    EM
     3 -0.27149303D+05 ************    0.4241991    367.217   132.783    EM
     4 -0.15116293D+05 ************    0.4432162    373.951   126.049    EM
     5 -0.86307555D+04 6485.5371420    0.4290428    375.423   124.577    EM
     6 -0.49660802D+04 3664.6753144    0.4246065    384.510   115.490    EM
     7 -0.28921476D+04 2073.9326096    0.4176196    387.458   112.542    EM
     8 -0.19407598D+04  951.3877675    0.3289555    403.617    96.383    EM
     9 -0.15822247D+04  358.5351685    0.1847396    408.539    91.461    EM
    10 -0.14225084D+04  159.7163157    0.1009441    404.202    95.798    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63846921D+04    0.0000000    0.0000000    255.869   244.131    EM
     2 -0.10034726D+04 5381.2195156    0.8428315    216.600   283.400    EM
     3 -0.97769005D+03   25.7825572    0.0256933    192.766   307.234    EM
     4 -0.96842901D+03    9.2610446    0.0094724    177.103   322.897    EM
     5 -0.96042918D+03    7.9998325    0.0082606    167.016   332.984    EM
     6 -0.95473499D+03    5.6941847    0.0059288    160.521   339.479    EM
     7 -0.95176620D+03    2.9687883    0.0031095    156.221   343.779    EM
     8 -0.95038307D+03    1.3831309    0.0014532    153.403   346.597    EM
     9 -0.94958307D+03    0.8000035    0.0008418    151.706   348.294    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57004793D+05    0.0000000    0.0000000    313.766   186.234    EM
     2 -0.67655291D+05 ************   -0.1868351    281.961   218.039    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15474413D+05    0.0000000    0.0000000    203.285   296.715    EM
     2 -0.11711424D+05 3762.9887375    0.2431749    183.743   316.257    EM
     3 -0.75365915D+05 ************   -5.4352476    232.648   267.352    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60284237D+04    0.0000000    0.0000000    329.186   170.814    EM
     2 -0.94372448D+03 5084.6992222    0.8434542    321.284   178.716    EM
     3 -0.90952918D+03   34.1953014    0.0362344    317.378   182.622    EM
     4 -0.90743811D+03    2.0910752    0.0022991    312.433   187.567    EM
     5 -0.90642548D+03    1.0126241    0.0011159    307.392   192.608    EM
     6 -0.90547972D+03    0.9457647    0.0010434    302.540   197.460    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


     8 -0.90338515D+03    0.6466009    0.0007152    205.537   294.463    EM
     9 -0.90300359D+03    0.3815588    0.0004224    208.951   291.049    EM
    10 -0.90276593D+03    0.2376604    0.0002632    211.936   288.064    EM
    11 -0.90261120D+03    0.1547362    0.0001714    214.478   285.522    EM
    12 -0.90250819D+03    0.1030096    0.0001141    216.611   283.389    EM
    13 -0.90243910D+03    0.0690895    0.0000766    218.383   281.617    EM
    14 -0.90239272D+03    0.0463841    0.0000514    219.847   280.153    EM
    15 -0.90236161D+03    0.0311030    0.0000345    221.053   278.947    EM
    16 -0.90234079D+03    0.0208222    0.0000231    222.044   277.956    EM
    17 -0.90232687D+03    0.0139191    0.0000154    222.857   277.143    EM
    18 -0.90231758D+03    0.0092940    0.0000103    223.524   276.476    EM
    19 -0.90231138D+03    0.0062009    0.0000069    224.071   275.929    EM
    20 -0.90230724D+03    0.0041354    0.0000046    224.520   275.480    EM
    21 -0.90230448D+03    0.0027575    0.0000031    224.888   275.112    EM
    22 -0.90230264D+03    0.0018389    0.0000020    225.190   274.810    EM
    23 -0.90230142D+03    0.0012269    0.0000014    225.438   274.562    EM
    24 -0.90230060D+03    0.0008191    0.0000009    225.641   274.359    EM
    25 -0.90230005D+03    0.0005473    0.0000006    225.809   274.191    EM
    26 -0.90229968D+03    0.0003661    0.0000004    225.946   274.054    EM
    27 -0.90229944D+03    0.0002453    0.0000003    226.059   273.941    EM
    28 -0.90229927D+03    0.0001646    0.0000002    226.152   273.848    EM
    29 -0.90229916D+03    0.0001106    0.0000001    226.229   273.771    EM
    30 -0.90229909D+03    0.0000745    0.0000001    226.292   273.708    EM
    31 -0.90229904D+03    0.0000503    0.0000001    226.344   273.656    EM
    32 -0.90229901D+03    0.0000341    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    0.0000165    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 -0.90540351D+03    1.2409291    0.0013687    315.100   184.900    EM
    11 -0.90448721D+03    0.9163038    0.0010120    308.586   191.414    EM
    12 -0.90382843D+03    0.6587718    0.0007283    302.977   197.023    EM
    13 -0.90336337D+03    0.4650629    0.0005145    298.196   201.804    EM
    14 -0.90303849D+03    0.3248781    0.0003596    294.152   205.848    EM
    15 -0.90281280D+03    0.2256912    0.0002499    290.751   209.249    EM
    16 -0.90265644D+03    0.1563651    0.0001732    287.902   212.098    EM
    17 -0.90254820D+03    0.1082372    0.0001199    285.522   214.478    EM
    18 -0.90247325D+03    0.0749538    0.0000830    283.537   216.463    EM
    19 -0.90242127D+03    0.0519811    0.0000576    281.882   218.118    EM
    20 -0.90238513D+03    0.0361333    0.0000400    280.503   219.497    EM
    21 -0.90235994D+03    0.0251937    0.0000279    279.355   220.645    EM
    22 -0.90234231D+03    0.0176299    0.0000195    278.397   221.603    EM
    23 -0.90232992D+03    0.0123874    0.0000137    277.598   222.402    EM
    24 -0.90232118D+03    0.0087425    0.0000097    276.931   223.069    EM
    25 -0.90231498D+03    0.0061990    0.0000069    276.373   223.627    EM
    26 -0.90231056D+03    0.0044168    0.0000049    275.907   224.093    EM
    27 -0.90230740D+03    0.0031625    0.0000035    275.517   224.483    EM
    28 -0.90230512D+03    0.0022755    0.0000025    275.189   224.811    EM
    29 -0.90230348D+03    0.0016452    0.0000018    274.914   225.086    EM
    30 -0.90230228D+03    0.0011951    0.0000013    274.684   225.316    EM
    31 -0.90230141D+03    0.0008721    0.0000010    274.489   225.511    EM
    32 -0.90230077D+03    0.0006391    0.0000007    274.326   225.674    EM
    33 -0.90230030D+03    0.0004703    0.0000005    274.187   225.813    EM
    34 -0.90229996D+03    0.0003473    0.0000004    274.071   225.929    EM
    35 -0.90229970D+03    0.0002575    0.0000003    273.972   226.028    EM
    36 -0.90229951D+03    0.0001914    0.0000002    273.889   226.111    EM
    37 -0.90229894D+03    0.0005675    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 -0.90547972D+03    0.9457647    0.0010434    302.540   197.460    EM
     7 -0.90458483D+03    0.8948888    0.0009883    298.023   201.977    EM
     8 -0.90388672D+03    0.6981034    0.0007717    293.929   206.071    EM
     9 -0.90339209D+03    0.4946354    0.0005472    290.319   209.681    EM
    10 -0.90304970D+03    0.3423871    0.0003790    287.214   212.786    EM
    11 -0.90281368D+03    0.2360241    0.0002614    284.598   215.402    EM
    12 -0.90265120D+03    0.1624821    0.0001800    282.427   217.573    EM
    13 -0.90253957D+03    0.1116263    0.0001237    280.642   219.358    EM
    14 -0.90246308D+03    0.0764858    0.0000847    279.187   220.813    EM
    15 -0.90241081D+03    0.0522714    0.0000579    278.007   221.993    EM
    16 -0.90237517D+03    0.0356458    0.0000395    277.054   222.946    EM
    17 -0.90235090D+03    0.0242706    0.0000269    276.287   223.713    EM
    18 -0.90233439D+03    0.0165106    0.0000183    275.672   224.328    EM
    19 -0.90232316D+03    0.0112288    0.0000124    275.181   224.819    EM
    20 -0.90231552D+03    0.0076392    0.0000085    274.788   225.212    EM
    21 -0.90231032D+03    0.0052019    0.0000058    274.476   225.524    EM
    22 -0.90230677D+03    0.0035474    0.0000039    274.229   225.771    EM
    23 -0.90230434D+03    0.0024238    0.0000027    274.033   225.967    EM
    24 -0.90230268D+03    0.0016601    0.0000018    273.879   226.121    EM
    25 -0.90230154D+03    0.0011403    0.0000013    273.759   226.241    EM
    26 -0.90230076D+03    0.0007859    0.0000009    273.664   226.336    EM
    27 -0.90230021D+03    0.0005436    0.0000006    273.591   226.409    EM
    28 -0.90229984D+03    0.0003775    0.0000004    273.535   226.465    EM
    29 -0.90229957D+03    0.0002633    0.0000003    273.492   226.508    EM
    30 -0.90229939D+03    0.0001845    0.0000002    273.459   226.541    EM
    31 -0.90229926D+03    0.0001299    0.0000001    273.434   226.566    EM
    32 -0.90229917D+03    0.0000919    0.0000001    273.416   226.584    EM
    33 -0.90229910D+03    0.0000654    0.0000001    273.402   226.598    EM
    34 -0.90229906D+03    0.0000467    0.0000001    273.393   226.607    EM
    35 -0.90229902D+03    0.0000336    0.0000000    273.386   226.614    EM
    36 -0.90229900D+03    0.0000242    0.0000000    273.382   226.618    EM
    37 -0.90229894D+03    0.0000625    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 -0.90549222D+03    1.2655296    0.0013957    183.762   316.238    EM
    11 -0.90455686D+03    0.9353550    0.0010330    190.614   309.386    EM
    12 -0.90387956D+03    0.6773004    0.0007488    196.440   303.560    EM
    13 -0.90339841D+03    0.4811536    0.0005323    201.370   298.630    EM
    14 -0.90306118D+03    0.3372281    0.0003733    205.521   294.479    EM
    15 -0.90282677D+03    0.2344066    0.0002596    209.003   290.997    EM
    16 -0.90266459D+03    0.1621859    0.0001796    211.915   288.085    EM
    17 -0.90255262D+03    0.1119700    0.0001240    214.344   285.656    EM
    18 -0.90247536D+03    0.0772609    0.0000856    216.368   283.632    EM
    19 -0.90242201D+03    0.0533494    0.0000591    218.052   281.948    EM
    20 -0.90238511D+03    0.0369011    0.0000409    219.453   280.547    EM
    21 -0.90235952D+03    0.0255881    0.0000284    220.619   279.381    EM
    22 -0.90234172D+03    0.0177999    0.0000197    221.590   278.410    EM
    23 -0.90232929D+03    0.0124282    0.0000138    222.399   277.601    EM
    24 -0.90232058D+03    0.0087137    0.0000097    223.073   276.927    EM
    25 -0.90231444D+03    0.0061368    0.0000068    223.635   276.365    EM
    26 -0.90231010D+03    0.0043425    0.0000048    224.105   275.895    EM
    27 -0.90230701D+03    0.0030878    0.0000034    224.497   275.503    EM
    28 -0.90230480D+03    0.0022066    0.0000024    224.826   275.174    EM
    29 -0.90230322D+03    0.0015847    0.0000018    225.101   274.899    EM
    30 -0.90230208D+03    0.0011437    0.0000013    225.332   274.668    EM
    31 -0.90230125D+03    0.0008293    0.0000009    225.526   274.474    EM
    32 -0.90230064D+03    0.0006042    0.0000007    225.689   274.311    EM
    33 -0.90230020D+03    0.0004421    0.0000005    225.826   274.174    EM
    34 -0.90229987D+03    0.0003248    0.0000004    225.942   274.058    EM
    35 -0.90229964D+03    0.0002396    0.0000003    226.040   273.960    EM
    36 -0.90229946D+03    0.0001774    0.0000002    226.122   273.878    EM
    37 -0.90229894D+03    0.0005193    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:  17:49:35
        Ending Time:  17:49:35
       Elapsed Time:  00:00:00



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