Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:57 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a GMM with a
  	categorical distal outcome using automatic
  	starting values and random starts
  DATA:	FILE IS ex8.6.dat;
  VARIABLE:	NAMES ARE u y1-y4 x c;
  	USEV = y1-y4 u x;
  	CLASSES = c(2);
  	CATEGORICAL = u;
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:	
  	%OVERALL%
  	i s | y1@0 y2@1 y3@2 y4@3;
  	i s ON x;
  	c ON x;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a GMM with a
categorical distal outcome using automatic
starting values and random starts

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of dependent variables                                    5
Number of independent variables                                  1
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4

  Binary and ordered categorical (ordinal)
   U

Observed independent variables
   X

Continuous latent variables
   I           S

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
Link                                                         LOGIT

Input data file(s)
  ex8.6.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U
      Category 1    0.508      254.000
      Category 2    0.492      246.000


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

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

           -3693.340  462953           7
           -3693.340  637345           19
           -3693.340  127215           9
           -3693.340  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                       17

Loglikelihood

          H0 Value                       -3693.340
          H0 Scaling Correction Factor      0.9835
            for MLR

Information Criteria

          Akaike (AIC)                    7420.680
          Bayesian (BIC)                  7492.328
          Sample-Size Adjusted BIC        7438.369
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                              0.000
          Degrees of freedom cannot be computed for this model part.

          Likelihood Ratio Chi-Square

          Value                              0.000
          Degrees of freedom cannot be computed for this model part.



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

    Latent
   Classes

       1        254.71361          0.50943
       2        245.28639          0.49057


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

    Latent
   Classes

       1        254.71361          0.50943
       2        245.28639          0.49057


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

Class Counts and Proportions

    Latent
   Classes

       1              251          0.50200
       2              249          0.49800


CLASSIFICATION QUALITY

     Entropy                         0.691


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

           1        2

    1   0.919    0.081
    2   0.096    0.904


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

           1        2

    1   0.906    0.094
    2   0.083    0.917


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

              1        2

    1      2.264    0.000
    2     -2.407    0.000


MODEL RESULTS

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

Latent Class 1

 I        |
    Y1                 1.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 1.000      0.000    999.000    999.000
    Y4                 1.000      0.000    999.000    999.000

 S        |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 I          ON
    X                  1.014      0.095     10.628      0.000

 S          ON
    X                  0.313      0.045      6.952      0.000

 S        WITH
    I                  0.007      0.051      0.132      0.895

 Intercepts
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000
    I                  0.063      0.147      0.426      0.670
    S                 -0.060      0.063     -0.955      0.340

 Thresholds
    U$1                1.019      0.166      6.138      0.000

 Residual Variances
    Y1                 0.608      0.072      8.425      0.000
    Y2                 0.554      0.044     12.640      0.000
    Y3                 0.433      0.051      8.490      0.000
    Y4                 0.593      0.103      5.788      0.000
    I                  1.202      0.148      8.138      0.000
    S                  0.415      0.049      8.534      0.000

Latent Class 2

 I        |
    Y1                 1.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 1.000      0.000    999.000    999.000
    Y4                 1.000      0.000    999.000    999.000

 S        |
    Y1                 0.000      0.000    999.000    999.000
    Y2                 1.000      0.000    999.000    999.000
    Y3                 2.000      0.000    999.000    999.000
    Y4                 3.000      0.000    999.000    999.000

 I          ON
    X                  1.014      0.095     10.628      0.000

 S          ON
    X                  0.313      0.045      6.952      0.000

 S        WITH
    I                  0.007      0.051      0.132      0.895

 Intercepts
    Y1                 0.000      0.000    999.000    999.000
    Y2                 0.000      0.000    999.000    999.000
    Y3                 0.000      0.000    999.000    999.000
    Y4                 0.000      0.000    999.000    999.000
    I                  1.905      0.113     16.798      0.000
    S                  1.046      0.067     15.608      0.000

 Thresholds
    U$1               -0.982      0.195     -5.045      0.000

 Residual Variances
    Y1                 0.608      0.072      8.425      0.000
    Y2                 0.554      0.044     12.640      0.000
    Y3                 0.433      0.051      8.490      0.000
    Y4                 0.593      0.103      5.788      0.000
    I                  1.202      0.148      8.138      0.000
    S                  0.415      0.049      8.534      0.000

Categorical Latent Variables

 C#1        ON
    X                 -1.095      0.191     -5.728      0.000

 Intercepts
    C#1               -0.019      0.167     -0.111      0.911


RESULTS IN PROBABILITY SCALE

Latent Class 1

 U
    Category 1         0.735      0.032     22.713      0.000
    Category 2         0.265      0.032      8.200      0.000

Latent Class 2

 U
    Category 1         0.273      0.039      7.064      0.000
    Category 2         0.727      0.039     18.854      0.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class 1 Compared to Latent Class 2

 U
    Category > 1       0.135      0.037      3.678      0.000


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X                  0.334


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X                  1.095      0.191      5.728      0.000

 Intercepts
    C#2                0.019      0.167      0.111      0.911


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.784E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1                 0             0             0
 Y2                 0             0             0
 Y3                 0             0             0
 Y4                 0             0             0
 X                  0             0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 X                  0             0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                  5             6             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             7
 S                  0             0             8
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  9
 S                 10            11
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1                 0             0             0
 Y2                 0             0             0
 Y3                 0             0             0
 Y4                 0             0             0
 X                  0             0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             2
 Y3                 0             0             3
 Y4                 0             0             0             4
 X                  0             0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                 12            13             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             7
 S                  0             0             8
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  9
 S                 10            11
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           LAMBDA(U)
              C#1           C#2
              ________      ________
 U                 14            15


           KAPPA(U) FOR LATENT CLASS 1
              X
              ________
 U                  0


           KAPPA(U) FOR LATENT CLASS 2
              X
              ________
 U                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 16             0


           GAMMA(C)
              X
              ________
 C#1               17
 C#2                0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1             1.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3             1.000         2.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             2.189
 Y2             0.000         3.916
 Y3             0.000         0.000         6.675
 Y4             0.000         0.000         0.000         9.982
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              0.905         0.466         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              4.283
 S              0.000         1.085
 X              0.000         0.000         0.491


     STARTING VALUES FOR LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1             1.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3             1.000         2.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             2.189
 Y2             0.000         3.916
 Y3             0.000         0.000         6.675
 Y4             0.000         0.000         0.000         9.982
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              0.905         0.466         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              4.283
 S              0.000         1.085
 X              0.000         0.000         0.491


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           LAMBDA(U)
              C#1           C#2
              ________      ________
 U              0.968        -1.032


           KAPPA(U) FOR LATENT CLASS 1
              X
              ________
 U              0.000


           KAPPA(U) FOR LATENT CLASS 2
              X
              ________
 U              0.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              X
              ________
 C#1            0.000
 C#2            0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48028960D+04    0.0000000    0.0000000    249.605   250.395    EM
     2 -0.37335819D+04 1069.3140243    0.2226394    249.319   250.681    EM
     3 -0.37230392D+04   10.5427689    0.0028238    248.508   251.492    EM
     4 -0.37144392D+04    8.5999465    0.0023099    247.100   252.900    EM
     5 -0.37087055D+04    5.7337337    0.0015436    245.189   254.811    EM
     6 -0.37056528D+04    3.0526844    0.0008231    242.958   257.042    EM
     7 -0.37040757D+04    1.5770832    0.0004256    240.603   259.397    EM
     8 -0.37029981D+04    1.0776461    0.0002909    238.310   261.690    EM
     9 -0.37019920D+04    1.0061092    0.0002717    236.249   263.751    EM
    10 -0.37009339D+04    1.0580457    0.0002858    234.566   265.434    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.75939116D+04    0.0000000    0.0000000    273.894   226.106    EM
     2 -0.37440862D+04 3849.8253366    0.5069621    174.961   325.039    EM
     3 -0.37196525D+04   24.4337572    0.0065260    180.963   319.037    EM
     4 -0.37147589D+04    4.8935354    0.0013156    187.849   312.151    EM
     5 -0.37110978D+04    3.6611994    0.0009856    195.559   304.441    EM
     6 -0.37079478D+04    3.1499922    0.0008488    203.748   296.252    EM
     7 -0.37050261D+04    2.9216667    0.0007879    212.014   287.986    EM
     8 -0.37022757D+04    2.7503561    0.0007423    219.945   280.055    EM
     9 -0.36997672D+04    2.5085146    0.0006776    227.170   272.830    EM
    10 -0.36976326D+04    2.1346688    0.0005770    233.420   266.580    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10252810D+05    0.0000000    0.0000000     60.107   439.893    EM
     2 -0.37444605D+04 6508.3491762    0.6347869     79.129   420.871    EM
     3 -0.37364268D+04    8.0336510    0.0021455     85.898   414.102    EM
     4 -0.37326975D+04    3.7293107    0.0009981     93.829   406.171    EM
     5 -0.37294788D+04    3.2186713    0.0008623    102.533   397.467    EM
     6 -0.37265055D+04    2.9733273    0.0007973    111.692   388.308    EM
     7 -0.37237434D+04    2.7621382    0.0007412    121.024   378.976    EM
     8 -0.37212406D+04    2.5027948    0.0006721    130.271   369.729    EM
     9 -0.37190525D+04    2.1880442    0.0005880    139.215   360.785    EM
    10 -0.37172015D+04    1.8510329    0.0004977    147.713   352.287    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.85015263D+04    0.0000000    0.0000000      4.679   495.321    EM
     2 -0.37515782D+04 4749.9481045    0.5587171     34.079   465.921    EM
     3 -0.37390000D+04   12.5781267    0.0033528     39.192   460.808    EM
     4 -0.37366131D+04    2.3869602    0.0006384     45.102   454.898    EM
     5 -0.37348461D+04    1.7669446    0.0004729     51.334   448.666    EM
     6 -0.37333000D+04    1.5461376    0.0004140     57.738   442.262    EM
     7 -0.37318520D+04    1.4480338    0.0003879     64.284   435.716    EM
     8 -0.37304454D+04    1.4065280    0.0003769     70.987   429.013    EM
     9 -0.37290442D+04    1.4012465    0.0003756     77.874   422.126    EM
    10 -0.37276227D+04    1.4214576    0.0003812     84.973   415.027    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.69067408D+04    0.0000000    0.0000000    484.381    15.619    EM
     2 -0.37449888D+04 3161.7519867    0.4577777    472.045    27.955    EM
     3 -0.37414218D+04    3.5669610    0.0009525    468.510    31.490    EM
     4 -0.37391426D+04    2.2792769    0.0006092    463.978    36.022    EM
     5 -0.37373480D+04    1.7945501    0.0004799    458.958    41.042    EM
     6 -0.37358225D+04    1.5255193    0.0004082    453.695    46.305    EM
     7 -0.37344680D+04    1.3545240    0.0003626    448.294    51.706    EM
     8 -0.37332223D+04    1.2456973    0.0003336    442.772    57.228    EM
     9 -0.37320303D+04    1.1919546    0.0003193    437.094    62.906    EM
    10 -0.37308390D+04    1.1913689    0.0003192    431.188    68.812    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63634314D+04    0.0000000    0.0000000    265.356   234.644    EM
     2 -0.37529772D+04 2610.4541381    0.4102274    289.366   210.634    EM
     3 -0.37477353D+04    5.2419275    0.0013967    285.599   214.401    EM
     4 -0.37467970D+04    0.9382653    0.0002504    282.328   217.672    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.71321615D+04    0.0000000    0.0000000    143.346   356.654    EM
     2 -0.37597883D+04 3372.3731774    0.4728403    105.868   394.132    EM
     3 -0.37362369D+04   23.5513826    0.0062640    119.143   380.857    EM
     4 -0.37326169D+04    3.6200439    0.0009689    126.282   373.718    EM
     5 -0.37288258D+04    3.7910601    0.0010157    134.398   365.602    EM
     6 -0.37240796D+04    4.7462680    0.0012729    143.582   356.418    EM
     7 -0.37184342D+04    5.6453650    0.0015159    153.508   346.492    EM
     8 -0.37126607D+04    5.7734908    0.0015527    163.313   336.687    EM
     9 -0.37079039D+04    4.7567953    0.0012812    172.101   327.899    EM
    10 -0.37047336D+04    3.1703512    0.0008550    179.545   320.455    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.68390693D+04    0.0000000    0.0000000    164.445   335.555    EM
     2 -0.37297284D+04 3109.3408780    0.4546439    179.969   320.031    EM
     3 -0.37224713D+04    7.2571863    0.0019458    185.122   314.878    EM
     4 -0.37168710D+04    5.6003014    0.0015045    191.888   308.112    EM
     5 -0.37119812D+04    4.8897899    0.0013156    199.645   300.355    EM
     6 -0.37077609D+04    4.2202490    0.0011369    207.875   292.125    EM
     7 -0.37041328D+04    3.6281161    0.0009785    216.039   283.961    EM
     8 -0.37010307D+04    3.1021117    0.0008375    223.665   276.335    EM
     9 -0.36984712D+04    2.5594503    0.0006916    230.392   269.608    EM
    10 -0.36965140D+04    1.9572223    0.0005292    236.023   263.977    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.74717093D+04    0.0000000    0.0000000    422.800    77.200    EM
     2 -0.37907499D+04 3680.9593448    0.4926529    359.497   140.503    EM
     3 -0.37445963D+04   46.1536485    0.0121753    361.749   138.251    EM
     4 -0.37395686D+04    5.0277155    0.0013427    361.818   138.182    EM
     5 -0.37364376D+04    3.1310261    0.0008373    361.819   138.181    EM
     6 -0.37340953D+04    2.3422620    0.0006269    361.602   138.398    EM
     7 -0.37322600D+04    1.8353008    0.0004915    361.020   138.980    EM
     8 -0.37306630D+04    1.5969655    0.0004279    359.918   140.082    EM
     9 -0.37290499D+04    1.6131463    0.0004324    358.125   141.875    EM
    10 -0.37272565D+04    1.7933965    0.0004809    355.461   144.539    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.81782789D+04    0.0000000    0.0000000    207.094   292.906    EM
     2 -0.37354244D+04 4442.8545237    0.5432506    197.004   302.996    EM
     3 -0.37210061D+04   14.4183219    0.0038599    202.342   297.658    EM
     4 -0.37147071D+04    6.2989200    0.0016928    208.352   291.648    EM
     5 -0.37095528D+04    5.1543330    0.0013875    214.733   285.267    EM
     6 -0.37052109D+04    4.3418615    0.0011705    221.166   278.834    EM
     7 -0.37015982D+04    3.6127508    0.0009750    227.282   272.718    EM
     8 -0.36987447D+04    2.8534742    0.0007709    232.766   267.234    EM
     9 -0.36966664D+04    2.0782887    0.0005619    237.431   262.569    EM
    10 -0.36952859D+04    1.3805336    0.0003735    241.231   258.769    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65588059D+04    0.0000000    0.0000000    210.106   289.894    EM
     2 -0.37517593D+04 2807.0465701    0.4279813    236.055   263.945    EM
     3 -0.37464800D+04    5.2792983    0.0014072    234.200   265.800    EM
     4 -0.37460008D+04    0.4792342    0.0001279    232.374   267.626    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63919248D+04    0.0000000    0.0000000    496.447     3.553    EM
     2 -0.37472373D+04 2644.6874149    0.4137545    496.283     3.717    EM
     3 -0.37466305D+04    0.6068565    0.0001619    495.607     4.393    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65578755D+04    0.0000000    0.0000000    224.588   275.412    EM
     2 -0.37540545D+04 2803.8210778    0.4275502    224.140   275.860    EM
     3 -0.37479885D+04    6.0659115    0.0016158    223.296   276.704    EM
     4 -0.37463358D+04    1.6527793    0.0004410    222.415   277.585    EM
     5 -0.37454814D+04    0.8543605    0.0002281    221.538   278.462    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.66390176D+04    0.0000000    0.0000000     13.623   486.377    EM
     2 -0.39391979D+04 2699.8196524    0.4066595     43.047   456.953    EM
     3 -0.37590105D+04  180.1874194    0.0457422     36.574   463.426    EM
     4 -0.37477799D+04   11.2306177    0.0029877     36.495   463.505    EM
     5 -0.37433609D+04    4.4190258    0.0011791     38.687   461.313    EM
     6 -0.37400657D+04    3.2951925    0.0008803     42.345   457.655    EM
     7 -0.37373832D+04    2.6824873    0.0007172     46.830   453.170    EM
     8 -0.37354043D+04    1.9789320    0.0005295     51.620   448.380    EM
     9 -0.37339964D+04    1.4078061    0.0003769     56.453   443.547    EM
    10 -0.37329046D+04    1.0918632    0.0002924     61.291   438.709    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11128360D+05    0.0000000    0.0000000    322.607   177.393    EM
     2 -0.37543728D+04 7373.9873149    0.6626302    323.308   176.692    EM
     3 -0.37458563D+04    8.5165685    0.0022684    323.102   176.898    EM
     4 -0.37427581D+04    3.0981775    0.0008271    323.030   176.970    EM
     5 -0.37401305D+04    2.6275778    0.0007020    323.155   176.845    EM
     6 -0.37372086D+04    2.9219483    0.0007812    323.314   176.686    EM
     7 -0.37338924D+04    3.3161510    0.0008873    323.243   176.757    EM
     8 -0.37302519D+04    3.6405072    0.0009750    322.633   177.367    EM
     9 -0.37264010D+04    3.8508819    0.0010323    321.173   178.827    EM
    10 -0.37224675D+04    3.9334924    0.0010556    318.556   181.444    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.69250210D+04    0.0000000    0.0000000    387.077   112.923    EM
     2 -0.37653046D+04 3159.7164495    0.4562754    302.285   197.715    EM
     3 -0.37395912D+04   25.7133329    0.0068290    303.608   196.392    EM
     4 -0.37388958D+04    0.6954299    0.0001860    304.504   195.496    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.71677112D+04    0.0000000    0.0000000    118.231   381.769    EM
     2 -0.37196487D+04 3448.0625549    0.4810549    124.058   375.942    EM
     3 -0.37129714D+04    6.6772790    0.0017951    131.771   368.229    EM
     4 -0.37094244D+04    3.5469746    0.0009553    138.965   361.035    EM
     5 -0.37075768D+04    1.8476792    0.0004981    145.101   354.899    EM
     6 -0.37065885D+04    0.9882139    0.0002665    150.189   349.811    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10727194D+05    0.0000000    0.0000000    167.447   332.553    EM
     2 -0.37468752D+04 6980.3184194    0.6507124    169.036   330.964    EM
     3 -0.37395386D+04    7.3365994    0.0019581    170.913   329.087    EM
     4 -0.37374188D+04    2.1197666    0.0005669    172.681   327.319    EM
     5 -0.37359110D+04    1.5077825    0.0004034    174.782   325.218    EM
     6 -0.37342130D+04    1.6980322    0.0004545    177.461   322.539    EM
     7 -0.37318997D+04    2.3133047    0.0006195    180.971   319.029    EM
     8 -0.37285916D+04    3.3080687    0.0008864    185.551   314.449    EM
     9 -0.37239964D+04    4.5952389    0.0012324    191.332   308.668    EM
    10 -0.37181223D+04    5.8740403    0.0015773    198.174   301.826    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10007561D+05    0.0000000    0.0000000    141.669   358.331    EM
     2 -0.37456357D+04 6261.9252768    0.6257194    143.445   356.555    EM
     3 -0.37406459D+04    4.9898037    0.0013322    145.060   354.940    EM
     4 -0.37397168D+04    0.9291470    0.0002484    146.215   353.785    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11081382D+05    0.0000000    0.0000000    319.214   180.786    EM
     2 -0.37326195D+04 7348.7619986    0.6631630    309.212   190.788    EM
     3 -0.37159500D+04   16.6695545    0.0044659    297.651   202.349    EM
     4 -0.37073274D+04    8.6225816    0.0023204    288.135   211.865    EM
     5 -0.37015857D+04    5.7416735    0.0015487    280.307   219.693    EM
     6 -0.36980566D+04    3.5291519    0.0009534    274.116   225.884    EM
     7 -0.36959745D+04    2.0820771    0.0005630    269.296   230.704    EM
     8 -0.36947714D+04    1.2030694    0.0003255    265.598   234.402    EM
     9 -0.36940964D+04    0.6749778    0.0001827    262.799   237.201    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.87960924D+04    0.0000000    0.0000000    281.354   218.646    EM
     2 -0.37415221D+04 5054.5702445    0.5746381    214.538   285.462    EM
     3 -0.37195576D+04   21.9645641    0.0058705    220.054   279.946    EM
     4 -0.37129036D+04    6.6540127    0.0017889    223.314   276.686    EM
     5 -0.37069356D+04    5.9679258    0.0016073    227.469   272.531    EM
     6 -0.37020958D+04    4.8398854    0.0013056    232.038   267.962    EM
     7 -0.36985881D+04    3.5076216    0.0009475    236.480   263.520    EM
     8 -0.36962918D+04    2.2963343    0.0006209    240.407   259.593    EM
     9 -0.36949152D+04    1.3766392    0.0003724    243.659   256.341    EM
    10 -0.36941499D+04    0.7652756    0.0002071    246.238   253.762    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


     9 -0.36940964D+04    0.6749778    0.0001827    262.799   237.201    EM
    10 -0.36937307D+04    0.3657309    0.0000990    260.704   239.296    EM
    11 -0.36935387D+04    0.1920551    0.0000520    259.148   240.852    EM
    12 -0.36934401D+04    0.0985145    0.0000267    257.998   242.002    EM
    13 -0.36933904D+04    0.0497897    0.0000135    257.150   242.850    EM
    14 -0.36933654D+04    0.0249846    0.0000068    256.526   243.474    EM
    15 -0.36933528D+04    0.0125272    0.0000034    256.066   243.934    EM
    16 -0.36933465D+04    0.0063081    0.0000017    255.727   244.273    EM
    17 -0.36933433D+04    0.0032033    0.0000009    255.476   244.524    EM
    18 -0.36933417D+04    0.0016463    0.0000004    255.290   244.710    EM
    19 -0.36933408D+04    0.0008589    0.0000002    255.151   244.849    EM
    20 -0.36933404D+04    0.0004563    0.0000001    255.048   244.952    EM
    21 -0.36933401D+04    0.0002475    0.0000001    254.970   245.030    EM
    22 -0.36933400D+04    0.0001372    0.0000000    254.911   245.089    EM
    23 -0.36933399D+04    0.0000779    0.0000000    254.866   245.134    EM
    24 -0.36933399D+04    0.0000452    0.0000000    254.833   245.167    EM
    25 -0.36933398D+04    0.0000269    0.0000000    254.807   245.193    EM
    26 -0.36933398D+04    0.0000163    0.0000000    254.787   245.213    EM
    27 -0.36933398D+04    0.0000101    0.0000000    254.771   245.229    EM
    28 -0.36933398D+04    0.0000063    0.0000000    254.759   245.241    EM
    29 -0.36933398D+04    0.0000040    0.0000000    254.750   245.250    EM
    30 -0.36933398D+04    0.0000026    0.0000000    254.742   245.258    EM
    31 -0.36933398D+04    0.0000017    0.0000000    254.737   245.263    EM
    32 -0.36933398D+04    0.0000011    0.0000000    254.732   245.268    EM
    33 -0.36933398D+04    0.0000007    0.0000000    254.728   245.272    EM
    34 -0.36933398D+04    0.0000005    0.0000000    254.726   245.274    EM
    35 -0.36933398D+04    0.0000008    0.0000000    254.716   245.284    FS
    36 -0.36933398D+04    0.0000001    0.0000000    254.715   245.285    FS
    37 -0.36933398D+04    0.0000000    0.0000000    254.714   245.286    FS
    38 -0.36933398D+04    0.0000000    0.0000000    254.714   245.286    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


    10 -0.36941499D+04    0.7652756    0.0002071    246.238   253.762    EM
    11 -0.36937494D+04    0.4004473    0.0001084    248.229   251.771    EM
    12 -0.36935480D+04    0.2013936    0.0000545    249.745   250.255    EM
    13 -0.36934483D+04    0.0997668    0.0000270    250.893   249.107    EM
    14 -0.36933984D+04    0.0498474    0.0000135    251.762   248.238    EM
    15 -0.36933728D+04    0.0256005    0.0000069    252.421   247.579    EM
    16 -0.36933592D+04    0.0136735    0.0000037    252.924   247.076    EM
    17 -0.36933515D+04    0.0076282    0.0000021    253.310   246.690    EM
    18 -0.36933471D+04    0.0044342    0.0000012    253.607   246.393    EM
    19 -0.36933444D+04    0.0026698    0.0000007    253.838   246.162    EM
    20 -0.36933428D+04    0.0016527    0.0000004    254.018   245.982    EM
    21 -0.36933417D+04    0.0010446    0.0000003    254.159   245.841    EM
    22 -0.36933411D+04    0.0006703    0.0000002    254.270   245.730    EM
    23 -0.36933406D+04    0.0004349    0.0000001    254.358   245.642    EM
    24 -0.36933403D+04    0.0002842    0.0000001    254.427   245.573    EM
    25 -0.36933402D+04    0.0001867    0.0000001    254.483   245.517    EM
    26 -0.36933400D+04    0.0001232    0.0000000    254.528   245.472    EM
    27 -0.36933399D+04    0.0000815    0.0000000    254.563   245.437    EM
    28 -0.36933399D+04    0.0000540    0.0000000    254.592   245.408    EM
    29 -0.36933399D+04    0.0000358    0.0000000    254.615   245.385    EM
    30 -0.36933398D+04    0.0000238    0.0000000    254.634   245.366    EM
    31 -0.36933398D+04    0.0000158    0.0000000    254.649   245.351    EM
    32 -0.36933398D+04    0.0000105    0.0000000    254.661   245.339    EM
    33 -0.36933398D+04    0.0000070    0.0000000    254.671   245.329    EM
    34 -0.36933398D+04    0.0000047    0.0000000    254.679   245.321    EM
    35 -0.36933398D+04    0.0000031    0.0000000    254.685   245.315    EM
    36 -0.36933398D+04    0.0000021    0.0000000    254.691   245.309    EM
    37 -0.36933398D+04    0.0000014    0.0000000    254.695   245.305    EM
    38 -0.36933398D+04    0.0000024    0.0000000    254.709   245.291    FS
    39 -0.36933398D+04    0.0000003    0.0000000    254.711   245.289    FS
    40 -0.36933398D+04    0.0000001    0.0000000    254.713   245.287    FS
    41 -0.36933398D+04    0.0000000    0.0000000    254.713   245.287    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


    10 -0.36952859D+04    1.3805336    0.0003735    241.231   258.769    EM
    11 -0.36944437D+04    0.8422461    0.0002279    244.231   255.769    EM
    12 -0.36939615D+04    0.4821972    0.0001305    246.555   253.445    EM
    13 -0.36936946D+04    0.2668587    0.0000722    248.338   251.662    EM
    14 -0.36935475D+04    0.1470729    0.0000398    249.704   250.296    EM
    15 -0.36934650D+04    0.0825632    0.0000224    250.755   249.245    EM
    16 -0.36934172D+04    0.0477713    0.0000129    251.568   248.432    EM
    17 -0.36933886D+04    0.0285455    0.0000077    252.202   247.798    EM
    18 -0.36933711D+04    0.0175479    0.0000048    252.700   247.300    EM
    19 -0.36933601D+04    0.0110277    0.0000030    253.094   246.906    EM
    20 -0.36933530D+04    0.0070439    0.0000019    253.407   246.593    EM
    21 -0.36933485D+04    0.0045513    0.0000012    253.657   246.343    EM
    22 -0.36933455D+04    0.0029648    0.0000008    253.857   246.143    EM
    23 -0.36933436D+04    0.0019424    0.0000005    254.019   245.981    EM
    24 -0.36933423D+04    0.0012779    0.0000003    254.149   245.851    EM
    25 -0.36933414D+04    0.0008432    0.0000002    254.254   245.746    EM
    26 -0.36933409D+04    0.0005576    0.0000002    254.340   245.660    EM
    27 -0.36933405D+04    0.0003696    0.0000001    254.409   245.591    EM
    28 -0.36933403D+04    0.0002451    0.0000001    254.466   245.534    EM
    29 -0.36933401D+04    0.0001627    0.0000000    254.512   245.488    EM
    30 -0.36933400D+04    0.0001081    0.0000000    254.549   245.451    EM
    31 -0.36933399D+04    0.0000719    0.0000000    254.579   245.421    EM
    32 -0.36933399D+04    0.0000478    0.0000000    254.604   245.396    EM
    33 -0.36933399D+04    0.0000318    0.0000000    254.624   245.376    EM
    34 -0.36933398D+04    0.0000212    0.0000000    254.641   245.359    EM
    35 -0.36933398D+04    0.0000141    0.0000000    254.654   245.346    EM
    36 -0.36933398D+04    0.0000241    0.0000000    254.698   245.302    FS
    37 -0.36933398D+04    0.0000034    0.0000000    254.706   245.294    FS
    38 -0.36933398D+04    0.0000005    0.0000000    254.711   245.289    FS
    39 -0.36933398D+04    0.0000001    0.0000000    254.712   245.288    FS
    40 -0.36933398D+04    0.0000000    0.0000000    254.713   245.287    FS
    41 -0.36933398D+04    0.0000000    0.0000000    254.713   245.287    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


    10 -0.36965140D+04    1.9572223    0.0005292    236.023   263.977    EM
    11 -0.36951637D+04    1.3503417    0.0003653    240.532   259.468    EM
    12 -0.36943273D+04    0.8364014    0.0002264    244.022   255.978    EM
    13 -0.36938554D+04    0.4719048    0.0001277    246.663   253.337    EM
    14 -0.36936062D+04    0.2491297    0.0000674    248.636   251.364    EM
    15 -0.36934793D+04    0.1269706    0.0000344    250.105   249.895    EM
    16 -0.36934149D+04    0.0643205    0.0000174    251.197   248.803    EM
    17 -0.36933818D+04    0.0331423    0.0000090    252.013   247.987    EM
    18 -0.36933642D+04    0.0176335    0.0000048    252.627   247.373    EM
    19 -0.36933544D+04    0.0097548    0.0000026    253.091   246.909    EM
    20 -0.36933488D+04    0.0056107    0.0000015    253.445   246.555    EM
    21 -0.36933455D+04    0.0033414    0.0000009    253.716   246.284    EM
    22 -0.36933434D+04    0.0020474    0.0000006    253.925   246.075    EM
    23 -0.36933421D+04    0.0012826    0.0000003    254.088   245.912    EM
    24 -0.36933413D+04    0.0008169    0.0000002    254.216   245.784    EM
    25 -0.36933408D+04    0.0005269    0.0000001    254.316   245.684    EM
    26 -0.36933404D+04    0.0003427    0.0000001    254.395   245.605    EM
    27 -0.36933402D+04    0.0002244    0.0000001    254.458   245.542    EM
    28 -0.36933401D+04    0.0001476    0.0000000    254.508   245.492    EM
    29 -0.36933400D+04    0.0000974    0.0000000    254.547   245.453    EM
    30 -0.36933399D+04    0.0000644    0.0000000    254.579   245.421    EM
    31 -0.36933399D+04    0.0000427    0.0000000    254.605   245.395    EM
    32 -0.36933398D+04    0.0000283    0.0000000    254.626   245.374    EM
    33 -0.36933398D+04    0.0000188    0.0000000    254.642   245.358    EM
    34 -0.36933398D+04    0.0000125    0.0000000    254.656   245.344    EM
    35 -0.36933398D+04    0.0000214    0.0000000    254.699   245.301    FS
    36 -0.36933398D+04    0.0000030    0.0000000    254.706   245.294    FS
    37 -0.36933398D+04    0.0000005    0.0000000    254.711   245.289    FS
    38 -0.36933398D+04    0.0000001    0.0000000    254.712   245.288    FS
    39 -0.36933398D+04    0.0000000    0.0000000    254.713   245.287    FS
    40 -0.36933398D+04    0.0000000    0.0000000    254.713   245.287    FS


     Beginning Time:  17:57:36
        Ending Time:  17:57:36
       Elapsed Time:  00:00:00



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