Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:36 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a two-level LCA with
  	categorical latent class indicators with covariates
  DATA: 	FILE IS ex10.6.dat;
  VARIABLE:	NAMES ARE u1-u6 x w class clus;
  	USEVARIABLES = u1-u6 x w;
  	CATEGORICAL = u1-u6;
  	CLASSES = c (3);
  	WITHIN = x;
  	BETWEEN = w;
  	CLUSTER = clus;
  ANALYSIS:	TYPE = TWOLEVEL MIXTURE;
  MODEL:
  	%WITHIN%
  	%OVERALL%
  	c ON x;	
  	%BETWEEN%
  	%OVERALL%
  	f BY c#1 c#2;
  	f ON w;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a two-level LCA with
categorical latent class indicators with covariates

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of dependent variables                                    6
Number of independent variables                                  2
Number of continuous latent variables                            1
Number of categorical latent variables                           1

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4          U5          U6

Observed independent variables
   X           W

Continuous latent variables
   F

Categorical latent variables
   C

Variables with special functions

  Cluster variable      CLUS

  Within variables
   X

  Between variables
   W


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-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
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-02
  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-02
  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
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            1
  Adaptive quadrature                                           ON
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
Cholesky                                                        ON

Input data file(s)
  ex10.6.dat
Input data format  FREE


SUMMARY OF DATA

     Number of clusters                        110



UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.461      461.000
      Category 2    0.539      539.000
    U2
      Category 1    0.460      460.000
      Category 2    0.540      540.000
    U3
      Category 1    0.453      453.000
      Category 2    0.547      547.000
    U4
      Category 1    0.619      619.000
      Category 2    0.381      381.000
    U5
      Category 1    0.632      632.000
      Category 2    0.368      368.000
    U6
      Category 1    0.601      601.000
      Category 2    0.399      399.000


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:

           -3888.076  unperturbed      0
           -3888.080  253358           2
           -3919.898  285380           1
           -3920.717  903420           5



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                       25

Loglikelihood

          H0 Value                       -3888.076
          H0 Scaling Correction Factor      1.0588
            for MLR

Information Criteria

          Akaike (AIC)                    7826.152
          Bayesian (BIC)                  7948.846
          Sample-Size Adjusted BIC        7869.444
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        198.14635          0.19815
       2        378.52119          0.37852
       3        423.33246          0.42333


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

Class Counts and Proportions

    Latent
   Classes

       1              189          0.18900
       2              376          0.37600
       3              435          0.43500


CLASSIFICATION QUALITY

     Entropy                         0.548


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

           1        2        3

    1   0.717    0.199    0.084
    2   0.103    0.789    0.108
    3   0.055    0.102    0.843


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

           1        2        3

    1   0.684    0.196    0.121
    2   0.099    0.783    0.117
    3   0.038    0.096    0.866


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

              1        2        3

    1      1.734    0.483    0.000
    2     -0.165    1.900    0.000
    3     -3.138   -2.199    0.000


MODEL RESULTS

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

Within Level

Between Level

Latent Class 1

 F        BY
    C#1                1.000      0.000    999.000    999.000
    C#2                1.642      0.544      3.019      0.003

 F          ON
    W                  0.794      0.203      3.907      0.000

 Thresholds
    U1$1              -0.932      0.223     -4.187      0.000
    U2$1              -0.992      0.307     -3.227      0.001
    U3$1              -1.041      0.273     -3.821      0.000
    U4$1              -0.945      0.343     -2.756      0.006
    U5$1              -1.431      0.675     -2.120      0.034
    U6$1              -1.042      0.317     -3.290      0.001

 Residual Variances
    F                  0.589      0.337      1.746      0.081

Latent Class 2

 F        BY
    C#1                1.000      0.000    999.000    999.000
    C#2                1.642      0.544      3.019      0.003

 F          ON
    W                  0.794      0.203      3.907      0.000

 Thresholds
    U1$1              -0.990      0.163     -6.077      0.000
    U2$1              -1.072      0.218     -4.910      0.000
    U3$1              -0.886      0.171     -5.177      0.000
    U4$1               0.876      0.219      4.008      0.000
    U5$1               1.028      0.237      4.333      0.000
    U6$1               0.577      0.221      2.609      0.009

 Residual Variances
    F                  0.589      0.337      1.746      0.081

Latent Class 3

 F        BY
    C#1                1.000      0.000    999.000    999.000
    C#2                1.642      0.544      3.019      0.003

 F          ON
    W                  0.794      0.203      3.907      0.000

 Thresholds
    U1$1               0.918      0.161      5.700      0.000
    U2$1               1.005      0.156      6.448      0.000
    U3$1               0.786      0.149      5.267      0.000
    U4$1               0.847      0.129      6.544      0.000
    U5$1               1.068      0.146      7.337      0.000
    U6$1               0.970      0.123      7.907      0.000

 Residual Variances
    F                  0.589      0.337      1.746      0.081

Categorical Latent Variables

Within Level

 C#1        ON
    X                  0.877      0.216      4.066      0.000

 C#2        ON
    X                  1.872      0.419      4.474      0.000

 Intercepts
    C#1               -0.316      0.313     -1.009      0.313
    C#2               -0.103      0.378     -0.272      0.786

Between Level


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

Within Level

 C#1      ON
    X                  2.404

 C#2      ON
    X                  6.504

Between Level


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.925E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             0             0             0
 F                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             0             0             0
 F                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             0             0             0
 F                  0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             0
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             1             0             0
 F                  0             0             0             0             2
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             3
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             1             0             0
 F                  0             0             0             0             2
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             3
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U6            X             W
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1                 0             0             0             0             0
 U2                 0             0             0             0             0
 U3                 0             0             0             0             0
 U4                 0             0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 U5                 0             0             0             0             0
 U6                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              U6            X             W
              ________      ________      ________
 U6                 0
 X                  0             0
 W                  0             0             0


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0             0             0
 C#2                0             0             1             0             0
 F                  0             0             0             0             2
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0
 C#2                0             0
 F                  0             0             3
 X                  0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
 1                  0


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
 1                  0


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
 1                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1                  4             5             6             7             8


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
 1                  9


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1                 10            11            12            13            14


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
 1                 15


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1                 16            17            18            19            20


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
 1                 21


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
 1                 22            23             0


           GAMMA(C)
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1                0             0             0            24             0
 C#2                0             0             0            25             0
 C#3                0             0             0             0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             1.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.468
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             1.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.468
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 U5             0.000         0.000         0.000         0.000         1.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             1.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.000
 X              0.000         0.000         0.000         0.468
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.050
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.421


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.050
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.421


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 3


           NU
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U6            X             W
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 U1             0.000         0.000         0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              U1            U2            U3            U4            U5
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 U5             0.000         0.000         0.000         0.000         0.000
 U6             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              U6            X             W
              ________      ________      ________
 U6             0.000
 X              0.000         0.000
 W              0.000         0.000         0.000


           ALPHA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         1.000         0.000         0.000
 C#2            0.000         0.000         1.000         0.000         0.000
 F              0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000
 C#2            0.000         0.000
 F              0.000         0.000         0.050
 X              0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.421


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
 1              0.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
 1              0.000


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
 1              0.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1             -1.156        -1.160        -1.189        -0.515        -0.459


           TAU(U) FOR LATENT CLASS 1
              U6$1
              ________
 1             -0.590


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1             -0.156        -0.160        -0.189         0.485         0.541


           TAU(U) FOR LATENT CLASS 2
              U6$1
              ________
 1              0.410


           TAU(U) FOR LATENT CLASS 3
              U1$1          U2$1          U3$1          U4$1          U5$1
              ________      ________      ________      ________      ________
 1              0.844         0.840         0.811         1.485         1.541


           TAU(U) FOR LATENT CLASS 3
              U6$1
              ________
 1              1.410


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
 1              0.000         0.000         0.000


           GAMMA(C)
              C#1           C#2           F             X             W
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000
 C#3            0.000         0.000         0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.39911770D+04    0.0000000    0.0000000    321.059   345.173    EM
                                                    333.769
     2 -0.39695385D+04   21.6385643    0.0054216    320.189   344.995    EM
                                                    334.816
     3 -0.39581626D+04   11.3758089    0.0028658    319.027   345.085    EM
                                                    335.888
     4 -0.39479576D+04   10.2050522    0.0025782    316.743   346.359    EM
                                                    336.898
     5 -0.39382175D+04    9.7401303    0.0024671    313.189   348.901    EM
                                                    337.910
     6 -0.39292446D+04    8.9728255    0.0022784    308.811   352.161    EM
                                                    339.028
     7 -0.39214175D+04    7.8270963    0.0019920    304.218   355.297    EM
                                                    340.486
     8 -0.39150603D+04    6.3572675    0.0016212    299.770   357.674    EM
                                                    342.556
     9 -0.39102859D+04    4.7743453    0.0012195    295.509   359.090    EM
                                                    345.402
    10 -0.39068612D+04    3.4247399    0.0008758    291.321   359.672    EM
                                                    349.006


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44884049D+04    0.0000000    0.0000000     73.803   879.877    EM
                                                     46.319
     2 -0.43768247D+04  111.5802057    0.0248597     62.691   838.223    FS
                                                     99.086
     3 -0.43093697D+04   67.4550113    0.0154119     11.664   952.101    FS
                                                     36.235
     4 -0.42338302D+04   75.5395711    0.0175291      2.436   941.111    FS
                                                     56.454
     5 -0.40528686D+04  180.9615672    0.0427418      2.955   935.911    EM
                                                     61.134
     6 -0.40421221D+04   10.7465143    0.0026516      3.051   926.322    EM
                                                     70.628
     7 -0.40289926D+04   13.1294245    0.0032482      3.070   913.852    EM
                                                     83.079
     8 -0.40176009D+04   11.3917198    0.0028274      3.037   902.851    EM
                                                     94.111
     9 -0.40110385D+04    6.5624602    0.0016334      3.002   894.561    EM
                                                    102.437
    10 -0.40071808D+04    3.8576840    0.0009618      2.970   887.121    EM
                                                    109.909


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55529193D+04    0.0000000    0.0000000    304.244   135.723    EM
                                                    560.033
     2 -0.53210871D+04  231.8322240    0.0417496    263.441   169.317    FS
                                                    567.242
     3 -0.41000476D+04 1221.0394681    0.2294718    251.468   164.416    EM
                                                    584.116
     4 -0.40299433D+04   70.1043485    0.0170984    243.495   173.722    EM
                                                    582.784
     5 -0.39956593D+04   34.2839905    0.0085073    243.146   182.532    EM
                                                    574.322
     6 -0.39705546D+04   25.1047217    0.0062830    250.194   189.814    EM
                                                    559.992
     7 -0.39493737D+04   21.1809100    0.0053345    260.561   196.141    EM
                                                    543.297
     8 -0.39320968D+04   17.2768709    0.0043746    271.554   201.144    EM
                                                    527.302
     9 -0.39198060D+04   12.2907833    0.0031258    281.719   204.499    EM
                                                    513.782
    10 -0.39120651D+04    7.7409447    0.0019748    290.623   206.477    EM
                                                    502.899


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52728549D+04    0.0000000    0.0000000    156.395   450.906    EM
                                                    392.698
     2 -0.51792132D+04   93.6417176    0.0177592    154.240   391.739    FS
                                                    454.021
     3 -0.50891047D+04   90.1084766    0.0173981    158.014   344.560    FS
                                                    497.427
     4 -0.49949670D+04   94.1376434    0.0184979    177.081   323.145    FS
                                                    499.775
     5 -0.49019076D+04   93.0594410    0.0186306    187.947   315.726    FS
                                                    496.327
     6 -0.48117177D+04   90.1898954    0.0183989    192.247   320.094    FS
                                                    487.659
     7 -0.47226676D+04   89.0500828    0.0185069    195.844   330.994    FS
                                                    473.161
     8 -0.46365419D+04   86.1256904    0.0182367    196.217   330.351    FS
                                                    473.432
     9 -0.45461009D+04   90.4410243    0.0195061    189.771   347.206    FS
                                                    463.022
    10 -0.44644980D+04   81.6029192    0.0179501    195.484   346.597    FS
                                                    457.919


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60539165D+04    0.0000000    0.0000000    298.132   240.279    EM
                                                    461.589
     2 -0.59557773D+04   98.1391947    0.0162109    301.697   235.151    FS
                                                    463.152
     3 -0.58515878D+04  104.1895177    0.0174939    299.621   246.631    FS
                                                    453.748
     4 -0.57481895D+04  103.3983453    0.0176701    313.466   244.464    FS
                                                    442.070
     5 -0.56477738D+04  100.4156425    0.0174691    331.040   241.105    FS
                                                    427.855
     6 -0.55493910D+04   98.3827966    0.0174197    355.232   234.314    FS
                                                    410.453
     7 -0.54504635D+04   98.9275746    0.0178267    385.262   223.123    FS
                                                    391.614
     8 -0.53475141D+04  102.9493581    0.0188882    419.079   205.435    FS
                                                    375.486
     9 -0.51904805D+04  157.0335928    0.0293657    508.852   121.710    FS
                                                    369.438
    10 -0.50803578D+04  110.1226655    0.0212163    526.897   109.712    FS
                                                    363.390


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.43972330D+04    0.0000000    0.0000000     51.464   734.058    EM
                                                    214.478
     2 -0.43315957D+04   65.6373197    0.0149270     25.745   767.188    FS
                                                    207.067
     3 -0.43061642D+04   25.4314903    0.0058712     27.852   824.670    FS
                                                    147.477
     4 -0.42259410D+04   80.2231824    0.0186298     18.290   822.065    FS
                                                    159.645
     5 -0.41597597D+04   66.1813024    0.0156607      1.172   719.987    FS
                                                    278.842
     6 -0.41215363D+04   38.2234603    0.0091889      1.972   781.329    FS
                                                    216.700
     7 -0.40135631D+04  107.9732047    0.0261973      1.891   764.827    EM
                                                    233.282
     8 -0.40015224D+04   12.0407072    0.0030000      1.918   744.453    EM
                                                    253.629
     9 -0.39927687D+04    8.7536579    0.0021876      1.987   723.082    EM
                                                    274.931
    10 -0.39848022D+04    7.9664568    0.0019952      2.071   701.000    EM
                                                    296.929


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62063488D+04    0.0000000    0.0000000    200.948   755.095    EM
                                                     43.958
     2 -0.61112027D+04   95.1460315    0.0153304    178.050   777.353    FS
                                                     44.597
     3 -0.60161993D+04   95.0034284    0.0155458    186.355   771.227    FS
                                                     42.418
     4 -0.59229511D+04   93.2482482    0.0154995    180.071   784.074    FS
                                                     35.856
     5 -0.58675556D+04   55.3954266    0.0093527    163.207   829.135    FS
                                                      7.658
     6 -0.57706092D+04   96.9464514    0.0165225    186.422   810.609    FS
                                                      2.969
     7 -0.56818247D+04   88.7845207    0.0153856    189.793   809.644    FS
                                                      0.564
     8 -0.56009241D+04   80.9005875    0.0142385    184.477   815.520    FS
                                                      0.002
     9 -0.55485387D+04   52.3853861    0.0093530    179.464   820.536    FS
                                                      0.000
    10 -0.54536944D+04   94.8442812    0.0170936    198.470   801.530    FS
                                                      0.000


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.68655709D+04    0.0000000    0.0000000    272.088   313.397    EM
                                                    414.515
     2 -0.67729194D+04   92.6515402    0.0134951    284.727   315.091    FS
                                                    400.182
     3 -0.66744736D+04   98.4457741    0.0145352    295.095   313.521    FS
                                                    391.385
     4 -0.65799007D+04   94.5729064    0.0141693    299.312   315.625    FS
                                                    385.062
     5 -0.64867630D+04   93.1377143    0.0141549    303.471   319.455    FS
                                                    377.074
     6 -0.63942753D+04   92.4876814    0.0142579    305.800   324.040    FS
                                                    370.160
     7 -0.63021079D+04   92.1673961    0.0144140    307.572   328.822    FS
                                                    363.606
     8 -0.62102785D+04   91.8293848    0.0145712    308.313   333.762    FS
                                                    357.925
     9 -0.61188172D+04   91.4612878    0.0147274    304.767   338.949    FS
                                                    356.284
    10 -0.60276485D+04   91.1687714    0.0148997    300.839   344.095    FS
                                                    355.066


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60091583D+04    0.0000000    0.0000000    512.763   143.615    EM
                                                    343.622
     2 -0.59163964D+04   92.7618456    0.0154367    517.171   147.845    FS
                                                    334.984
     3 -0.58235490D+04   92.8474724    0.0156932    518.698   151.852    FS
                                                    329.450
     4 -0.57320032D+04   91.5457968    0.0157199    522.512   154.885    FS
                                                    322.604
     5 -0.56407691D+04   91.2341048    0.0159166    526.797   157.375    FS
                                                    315.828
     6 -0.55497758D+04   90.9932756    0.0161314    531.263   159.743    FS
                                                    308.994
     7 -0.54590053D+04   90.7705013    0.0163557    535.280   162.286    FS
                                                    302.434
     8 -0.53686102D+04   90.3951228    0.0165589    538.618   165.096    FS
                                                    296.285
     9 -0.52787120D+04   89.8982086    0.0167452    541.202   168.171    FS
                                                    290.627
    10 -0.51894791D+04   89.2328083    0.0169043    542.869   171.076    FS
                                                    286.055


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65899415D+04    0.0000000    0.0000000    347.674   253.362    EM
                                                    398.964
     2 -0.64954169D+04   94.5246017    0.0143438    340.350   263.503    FS
                                                    396.147
     3 -0.64007326D+04   94.6842822    0.0145771    333.132   273.960    FS
                                                    392.908
     4 -0.63058227D+04   94.9099866    0.0148280    324.707   285.761    FS
                                                    389.532
     5 -0.62106413D+04   95.1813461    0.0150942    314.523   297.942    FS
                                                    387.536
     6 -0.61143424D+04   96.2988946    0.0155055    303.353   309.641    FS
                                                    387.006
     7 -0.60149818D+04   99.3606614    0.0162504    294.336   320.268    FS
                                                    385.396
     8 -0.59114606D+04  103.5211515    0.0172106    290.988   327.680    FS
                                                    381.332
     9 -0.58216351D+04   89.8254746    0.0151951    293.575   328.210    FS
                                                    378.214
    10 -0.57322217D+04   89.4134312    0.0153588    296.138   328.855    FS
                                                    375.007


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.75293935D+04    0.0000000    0.0000000    441.648   298.240    EM
                                                    260.111
     2 -0.74349571D+04   94.4364564    0.0125424    433.471   304.335    FS
                                                    262.195
     3 -0.73402921D+04   94.6649373    0.0127324    424.555   309.632    FS
                                                    265.813
     4 -0.72453304D+04   94.9616868    0.0129370    414.682   313.979    FS
                                                    271.338
     5 -0.71501566D+04   95.1738374    0.0131359    403.448   318.107    FS
                                                    278.446
     6 -0.70549318D+04   95.2247654    0.0133179    390.648   322.648    FS
                                                    286.703
     7 -0.69605243D+04   94.4075781    0.0133818    377.912   326.205    FS
                                                    295.882
     8 -0.68668656D+04   93.6586974    0.0134557    367.392   325.858    FS
                                                    306.749
     9 -0.67740397D+04   92.8258904    0.0135179    358.386   326.890    FS
                                                    314.724
    10 -0.66829048D+04   91.1348615    0.0134535    352.805   327.468    FS
                                                    319.727


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51437980D+04    0.0000000    0.0000000     79.305   394.030    EM
                                                    526.665
     2 -0.50559707D+04   87.8272371    0.0170744     74.927   408.712    FS
                                                    516.361
     3 -0.49699289D+04   86.0418582    0.0170179     72.926   427.846    FS
                                                    499.227
     4 -0.48865802D+04   83.3486385    0.0167706     70.684   446.995    FS
                                                    482.321
     5 -0.48029095D+04   83.6707650    0.0171226     70.707   455.478    FS
                                                    473.815
     6 -0.47182312D+04   84.6782823    0.0176306     81.481   454.532    FS
                                                    463.987
     7 -0.46387150D+04   79.5161933    0.0168530    101.022   457.278    FS
                                                    441.700
     8 -0.45626007D+04   76.1143531    0.0164085    130.709   458.774    FS
                                                    410.517
     9 -0.44891658D+04   73.4348833    0.0160950    164.483   462.294    FS
                                                    373.223
    10 -0.44140970D+04   75.0687523    0.0167222    181.985   464.796    FS
                                                    353.219


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54404062D+04    0.0000000    0.0000000    428.024   310.746    EM
                                                    261.230
     2 -0.53249559D+04  115.4503086    0.0212209    427.722   334.486    FS
                                                    237.792
     3 -0.52109411D+04  114.0148168    0.0214114    415.949   382.358    FS
                                                    201.693
     4 -0.51004743D+04  110.4668078    0.0211990    393.272   460.059    FS
                                                    146.669
     5 -0.50149852D+04   85.4890867    0.0167610    389.872   483.021    FS
                                                    127.108
     6 -0.49275788D+04   87.4063578    0.0174290    389.816   495.805    FS
                                                    114.379
     7 -0.48403205D+04   87.2583084    0.0177082    391.502   504.584    FS
                                                    103.913
     8 -0.47534489D+04   86.8716288    0.0179475    395.102   508.830    FS
                                                     96.068
     9 -0.46671525D+04   86.2964252    0.0181545    400.630   508.284    FS
                                                     91.086
    10 -0.45817926D+04   85.3598275    0.0182895    408.229   503.198    FS
                                                     88.573


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62563425D+04    0.0000000    0.0000000    380.273   108.021    EM
                                                    511.706
     2 -0.61628305D+04   93.5119820    0.0149467    379.735   109.461    FS
                                                    510.804
     3 -0.60693337D+04   93.4968093    0.0151711    376.520   112.349    FS
                                                    511.131
     4 -0.59747192D+04   94.6144510    0.0155889    374.490   114.389    FS
                                                    511.121
     5 -0.58812689D+04   93.4503455    0.0156410    371.685   117.317    FS
                                                    510.999
     6 -0.57886311D+04   92.6377910    0.0157513    368.686   119.839    FS
                                                    511.475
     7 -0.56956107D+04   93.0204282    0.0160695    364.769   123.642    FS
                                                    511.589
     8 -0.56038777D+04   91.7329552    0.0161059    362.316   126.946    FS
                                                    510.738
     9 -0.55124247D+04   91.4530356    0.0163196    360.167   128.284    FS
                                                    511.549
    10 -0.54219642D+04   90.4604432    0.0164103    356.783   132.316    FS
                                                    510.901


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.66571207D+04    0.0000000    0.0000000    257.858   117.468    EM
                                                    624.675
     2 -0.65634282D+04   93.6924887    0.0140740    261.213   122.397    FS
                                                    616.391
     3 -0.64891304D+04   74.2978493    0.0113200    265.041   122.475    FS
                                                    612.484
     4 -0.63961698D+04   92.9605412    0.0143256    265.308   127.992    FS
                                                    606.700
     5 -0.63033504D+04   92.8194125    0.0145117    264.396   133.332    FS
                                                    602.272
     6 -0.62111587D+04   92.1917240    0.0146258    263.037   138.405    FS
                                                    598.558
     7 -0.61195452D+04   91.6134658    0.0147498    261.626   143.390    FS
                                                    594.985
     8 -0.60284177D+04   91.1274751    0.0148912    260.304   148.544    FS
                                                    591.153
     9 -0.59377428D+04   90.6749816    0.0150413    259.130   154.081    FS
                                                    586.789
    10 -0.58475337D+04   90.2090716    0.0151925    258.052   160.052    FS
                                                    581.895


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58999618D+04    0.0000000    0.0000000    239.802   171.239    EM
                                                    588.959
     2 -0.58063830D+04   93.5787806    0.0158609    236.990   163.638    FS
                                                    599.373
     3 -0.57133966D+04   92.9863981    0.0160145    233.383   155.194    FS
                                                    611.423
     4 -0.56212977D+04   92.0989691    0.0161198    230.406   147.386    FS
                                                    622.208
     5 -0.55302412D+04   91.0564935    0.0161985    228.525   141.221    FS
                                                    630.254
     6 -0.54404057D+04   89.8354975    0.0162444    227.234   136.497    FS
                                                    636.269
     7 -0.53517032D+04   88.7024589    0.0163044    226.033   132.901    FS
                                                    641.066
     8 -0.52640778D+04   87.6254422    0.0163734    224.767   130.418    FS
                                                    644.815
     9 -0.51774998D+04   86.5779986    0.0164469    223.336   129.416    FS
                                                    647.247
    10 -0.50918649D+04   85.6348713    0.0165398    221.628   129.847    FS
                                                    648.525


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48490301D+04    0.0000000    0.0000000    208.395    96.789    EM
                                                    694.816
     2 -0.47568991D+04   92.1310329    0.0189999    215.801   101.654    FS
                                                    682.545
     3 -0.46569346D+04   99.9645248    0.0210146    213.931   137.407    FS
                                                    648.663
     4 -0.45624480D+04   94.4865335    0.0202894    211.531   157.770    FS
                                                    630.698
     5 -0.44771364D+04   85.3116351    0.0186987    209.087   156.990    FS
                                                    633.923
     6 -0.43932022D+04   83.9342556    0.0187473    199.704   165.088    FS
                                                    635.207
     7 -0.43124922D+04   80.7099219    0.0183715    178.908   178.963    FS
                                                    642.129
     8 -0.42359144D+04   76.5778063    0.0177572    157.068   196.619    FS
                                                    646.313
     9 -0.41641153D+04   71.7991202    0.0169501    101.167   225.487    FS
                                                    673.346
    10 -0.41057759D+04   58.3393784    0.0140100     57.087   241.320    FS
                                                    701.593


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.68666960D+04    0.0000000    0.0000000     51.698   171.828    EM
                                                    776.475
     2 -0.67527232D+04  113.9727336    0.0165979     51.997   188.244    FS
                                                    759.759
     3 -0.66400170D+04  112.7062276    0.0166905     50.714   189.361    FS
                                                    759.925
     4 -0.65472593D+04   92.7577371    0.0139695     54.336   194.730    FS
                                                    750.934
     5 -0.64547689D+04   92.4903821    0.0141266     55.566   190.991    FS
                                                    753.443
     6 -0.63592368D+04   95.5320531    0.0148002     58.711   200.078    FS
                                                    741.212
     7 -0.62693250D+04   89.9118631    0.0141388     60.095   199.298    FS
                                                    740.606
     8 -0.61809540D+04   88.3709247    0.0140958     61.794   198.885    FS
                                                    739.321
     9 -0.60871427D+04   93.8113856    0.0151775     65.285   198.216    FS
                                                    736.499
    10 -0.59957558D+04   91.3868503    0.0150131     67.785   196.669    FS
                                                    735.545


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.67079229D+04    0.0000000    0.0000000    238.236   530.681    EM
                                                    231.082
     2 -0.66161339D+04   91.7889684    0.0136837    247.354   517.597    FS
                                                    235.049
     3 -0.65255362D+04   90.5977637    0.0136935    243.176   514.029    FS
                                                    242.794
     4 -0.64356694D+04   89.8667583    0.0137716    246.696   499.222    FS
                                                    254.083
     5 -0.63475648D+04   88.1045618    0.0136900    251.262   489.459    FS
                                                    259.279
     6 -0.62608795D+04   86.6853525    0.0136565    259.820   475.050    FS
                                                    265.130
     7 -0.61745738D+04   86.3057195    0.0137849    271.610   456.611    FS
                                                    271.779
     8 -0.60881610D+04   86.4128053    0.0139949    285.260   435.576    FS
                                                    279.164
     9 -0.60015165D+04   86.6445004    0.0142316    298.847   414.236    FS
                                                    286.917
    10 -0.59146953D+04   86.8211569    0.0144665    310.871   394.716    FS
                                                    294.412


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.69498734D+04    0.0000000    0.0000000    428.556   149.007    EM
                                                    422.436
     2 -0.68552693D+04   94.6041734    0.0136124    430.814   146.062    FS
                                                    423.124
     3 -0.67593639D+04   95.9054051    0.0139900    429.573   154.472    FS
                                                    415.955
     4 -0.66656971D+04   93.6667244    0.0138573    429.593   152.609    FS
                                                    417.798
     5 -0.65726029D+04   93.0942170    0.0139662    428.875   157.773    FS
                                                    413.352
     6 -0.64825083D+04   90.0946492    0.0137076    429.217   155.882    FS
                                                    414.901
     7 -0.63893604D+04   93.1479131    0.0143691    429.435   152.347    FS
                                                    418.217
     8 -0.62968582D+04   92.5021992    0.0144775    426.046   151.770    FS
                                                    422.184
     9 -0.62042640D+04   92.5941536    0.0147048    423.178   152.797    FS
                                                    424.024
    10 -0.61106081D+04   93.6558750    0.0150954    418.825   154.402    FS
                                                    426.773


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53788434D+04    0.0000000    0.0000000     95.187   482.896    EM
                                                    421.918
     2 -0.52867063D+04   92.1371865    0.0171296    106.494   474.989    FS
                                                    418.516
     3 -0.51948242D+04   91.8820823    0.0173798    115.494   466.101    FS
                                                    418.404
     4 -0.51028111D+04   92.0130453    0.0177124    122.231   459.009    FS
                                                    418.760
     5 -0.50106698D+04   92.1413667    0.0180570    128.080   453.538    FS
                                                    418.381
     6 -0.49188716D+04   91.7982031    0.0183205    132.664   448.512    FS
                                                    418.824
     7 -0.48276473D+04   91.2242396    0.0185458    136.441   443.295    FS
                                                    420.264
     8 -0.47372693D+04   90.3780564    0.0187209    139.351   437.673    FS
                                                    422.976
     9 -0.46479239D+04   89.3453618    0.0188601    140.866   431.093    FS
                                                    428.041
    10 -0.45597299D+04   88.1939553    0.0189749    140.710   422.946    FS
                                                    436.344


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.39911770D+04    0.0000000    0.0000000    321.059   345.173    EM
                                                    333.769
     2 -0.39695385D+04   21.6385643    0.0054216    320.189   344.995    EM
                                                    334.816
     3 -0.39581626D+04   11.3758089    0.0028658    319.027   345.085    EM
                                                    335.888
     4 -0.39479576D+04   10.2050522    0.0025782    316.743   346.359    EM
                                                    336.898
     5 -0.39382175D+04    9.7401303    0.0024671    313.189   348.901    EM
                                                    337.910
     6 -0.39292446D+04    8.9728255    0.0022784    308.811   352.161    EM
                                                    339.028
     7 -0.39214175D+04    7.8270963    0.0019920    304.218   355.297    EM
                                                    340.486
     8 -0.39150603D+04    6.3572675    0.0016212    299.770   357.674    EM
                                                    342.556
     9 -0.39102859D+04    4.7743453    0.0012195    295.509   359.090    EM
                                                    345.402
    10 -0.39068612D+04    3.4247399    0.0008758    291.321   359.672    EM
                                                    349.006
    11 -0.39043745D+04    2.4866874    0.0006365    287.108   359.672    EM
                                                    353.220
    12 -0.39024747D+04    1.8998156    0.0004866    282.835   359.325    EM
                                                    357.839
    13 -0.39009466D+04    1.5280643    0.0003916    278.520   358.808    EM
                                                    362.672
    14 -0.38996759D+04    1.2707083    0.0003257    274.201   358.239    EM
                                                    367.561
    15 -0.38986008D+04    1.0750765    0.0002757    269.922   357.693    EM
                                                    372.385
    16 -0.38976834D+04    0.9174051    0.0002353    265.721   357.218    EM
                                                    377.060
    17 -0.38968964D+04    0.7870088    0.0002019    261.629   356.843    EM
                                                    381.528
    18 -0.38962181D+04    0.6783574    0.0001741    257.666   356.584    EM
                                                    385.751
    19 -0.38956302D+04    0.5878520    0.0001509    253.846   356.445    EM
                                                    389.709
    20 -0.38951175D+04    0.5126674    0.0001316    250.177   356.429    EM
                                                    393.394
    21 -0.38946672D+04    0.4503805    0.0001156    246.663   356.531    EM
                                                    396.806
    22 -0.38942683D+04    0.3988613    0.0001024    243.304   356.743    EM
                                                    399.953
    23 -0.38939121D+04    0.3562535    0.0000915    240.098   357.058    EM
                                                    402.844
    24 -0.38935911D+04    0.3209591    0.0000824    237.042   357.464    EM
                                                    405.494
    25 -0.38932995D+04    0.2916249    0.0000749    234.131   357.952    EM
                                                    407.917
    26 -0.38930324D+04    0.2671196    0.0000686    231.361   358.510    EM
                                                    410.129
    27 -0.38927858D+04    0.2465082    0.0000633    228.726   359.128    EM
                                                    412.146
    28 -0.38925568D+04    0.2290235    0.0000588    226.220   359.797    EM
                                                    413.983
    29 -0.38923428D+04    0.2140405    0.0000550    223.838   360.506    EM
                                                    415.655
    30 -0.38921417D+04    0.2010521    0.0000517    221.575   361.248    EM
                                                    417.177
    31 -0.38919521D+04    0.1896488    0.0000487    219.425   362.014    EM
                                                    418.561
    32 -0.38917726D+04    0.1795016    0.0000461    217.383   362.797    EM
                                                    419.820
    33 -0.38916022D+04    0.1703478    0.0000438    215.444   363.590    EM
                                                    420.965
    34 -0.38914402D+04    0.1619795    0.0000416    213.605   364.389    EM
                                                    422.006
    35 -0.38912860D+04    0.1542343    0.0000396    211.860   365.186    EM
                                                    422.954
    36 -0.38911390D+04    0.1469874    0.0000378    210.206   365.979    EM
                                                    423.815
    37 -0.38909989D+04    0.1401451    0.0000360    208.638   366.763    EM
                                                    424.599
    38 -0.38908652D+04    0.1336391    0.0000343    207.153   367.535    EM
                                                    425.312
    39 -0.38907378D+04    0.1274215    0.0000327    205.748   368.291    EM
                                                    425.960
    40 -0.38906164D+04    0.1214606    0.0000312    204.420   369.031    EM
                                                    426.549
    41 -0.38905006D+04    0.1157371    0.0000297    203.165   369.751    EM
                                                    427.084
    42 -0.38903904D+04    0.1102402    0.0000283    201.980   370.451    EM
                                                    427.569
    43 -0.38902854D+04    0.1049654    0.0000270    200.863   371.128    EM
                                                    428.009
    44 -0.38901855D+04    0.0999069    0.0000257    199.811   371.783    EM
                                                    428.406
    45 -0.38900904D+04    0.0950803    0.0000244    198.822   372.414    EM
                                                    428.765
    46 -0.38900000D+04    0.0904680    0.0000233    197.892   373.021    EM
                                                    429.087
    47 -0.38899139D+04    0.0860851    0.0000221    197.019   373.604    EM
                                                    429.376
    48 -0.38898320D+04    0.0819178    0.0000211    196.202   374.163    EM
                                                    429.634
    49 -0.38897540D+04    0.0779744    0.0000200    195.438   374.699    EM
                                                    429.864
    50 -0.38896797D+04    0.0742402    0.0000191    194.724   375.210    EM
                                                    430.066
    51 -0.38896090D+04    0.0707174    0.0000182    194.058   375.698    EM
                                                    430.244
    52 -0.38895416D+04    0.0673903    0.0000173    193.439   376.163    EM
                                                    430.398
    53 -0.38894774D+04    0.0642569    0.0000165    192.864   376.605    EM
                                                    430.531
    54 -0.38894161D+04    0.0613011    0.0000158    192.331   377.025    EM
                                                    430.643
    55 -0.38893576D+04    0.0585156    0.0000150    191.839   377.424    EM
                                                    430.737
    56 -0.38893017D+04    0.0558933    0.0000144    191.385   377.802    EM
                                                    430.812
    57 -0.38892483D+04    0.0534164    0.0000137    190.968   378.160    EM
                                                    430.872
    58 -0.38886148D+04    0.6334975    0.0001629    204.316   368.372    QN
                                                    427.313
    59 -0.38884652D+04    0.1495632    0.0000385    203.569   369.197    EM
                                                    427.235
    60 -0.38884040D+04    0.0611529    0.0000157    203.020   369.730    EM
                                                    427.250
    61 -0.38883642D+04    0.0398420    0.0000102    202.579   370.166    EM
                                                    427.255
    62 -0.38883351D+04    0.0290866    0.0000075    202.205   370.553    EM
                                                    427.241
    63 -0.38883121D+04    0.0229712    0.0000059    201.878   370.909    EM
                                                    427.214
    64 -0.38882930D+04    0.0191376    0.0000049    201.584   371.238    EM
                                                    427.177
    65 -0.38882765D+04    0.0165274    0.0000043    201.318   371.548    EM
                                                    427.134
    66 -0.38882619D+04    0.0146222    0.0000038    201.076   371.839    EM
                                                    427.085
    67 -0.38882487D+04    0.0131523    0.0000034    200.853   372.115    EM
                                                    427.033
    68 -0.38882367D+04    0.0119673    0.0000031    200.647   372.376    EM
                                                    426.977
    69 -0.38882258D+04    0.0109813    0.0000028    200.457   372.624    EM
                                                    426.918
    70 -0.38882156D+04    0.0101410    0.0000026    200.282   372.861    EM
                                                    426.857
    71 -0.38882062D+04    0.0094056    0.0000024    200.119   373.086    EM
                                                    426.794
    72 -0.38881975D+04    0.0087518    0.0000023    199.969   373.301    EM
                                                    426.730
    73 -0.38881893D+04    0.0081634    0.0000021    199.830   373.506    EM
                                                    426.664
    74 -0.38881137D+04    0.0756304    0.0000195    198.415   379.258    QN
                                                    422.327
    75 -0.38880970D+04    0.0166706    0.0000043    198.327   379.060    EM
                                                    422.613
    76 -0.38880905D+04    0.0065207    0.0000017    198.268   378.957    EM
                                                    422.775
    77 -0.38880866D+04    0.0038881    0.0000010    198.228   378.881    EM
                                                    422.891
    78 -0.38880839D+04    0.0026602    0.0000007    198.199   378.816    EM
                                                    422.985
    79 -0.38880819D+04    0.0019975    0.0000005    198.178   378.758    EM
                                                    423.064
    80 -0.38880803D+04    0.0015970    0.0000004    198.163   378.704    EM
                                                    423.133
    81 -0.38880790D+04    0.0013318    0.0000003    198.153   378.653    EM
                                                    423.194
    82 -0.38880779D+04    0.0011432    0.0000003    198.147   378.607    EM
                                                    423.246
    83 -0.38880768D+04    0.0010012    0.0000003    198.145   378.563    EM
                                                    423.292
    84 -0.38880760D+04    0.0008897    0.0000002    198.146   378.521    EM
                                                    423.332


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55529193D+04    0.0000000    0.0000000    304.244   135.723    EM
                                                    560.033
     2 -0.53210871D+04  231.8322240    0.0417496    263.441   169.317    FS
                                                    567.242
     3 -0.41000476D+04 1221.0394681    0.2294718    251.468   164.416    EM
                                                    584.116
     4 -0.40299433D+04   70.1043485    0.0170984    243.495   173.722    EM
                                                    582.784
     5 -0.39956593D+04   34.2839905    0.0085073    243.146   182.532    EM
                                                    574.322
     6 -0.39705546D+04   25.1047217    0.0062830    250.194   189.814    EM
                                                    559.992
     7 -0.39493737D+04   21.1809100    0.0053345    260.561   196.141    EM
                                                    543.297
     8 -0.39320968D+04   17.2768709    0.0043746    271.554   201.144    EM
                                                    527.302
     9 -0.39198060D+04   12.2907833    0.0031258    281.719   204.499    EM
                                                    513.782
    10 -0.39120651D+04    7.7409447    0.0019748    290.623   206.477    EM
                                                    502.899
    11 -0.39072848D+04    4.7802896    0.0012219    298.480   207.530    EM
                                                    493.989
    12 -0.39041333D+04    3.1514513    0.0008066    305.629   207.997    EM
                                                    486.374
    13 -0.39018697D+04    2.2636156    0.0005798    312.303   208.082    EM
                                                    479.616
    14 -0.39001251D+04    1.7445812    0.0004471    318.625   207.904    EM
                                                    473.471
    15 -0.38987113D+04    1.4137997    0.0003625    324.649   207.539    EM
                                                    467.812
    16 -0.38975256D+04    1.1857442    0.0003041    330.397   207.037    EM
                                                    462.566
    17 -0.38965080D+04    1.0175978    0.0002611    335.880   206.433    EM
                                                    457.687
    18 -0.38956215D+04    0.8864945    0.0002275    341.100   205.758    EM
                                                    453.142
    19 -0.38948419D+04    0.7795916    0.0002001    346.061   205.033    EM
                                                    448.906
    20 -0.38941525D+04    0.6894265    0.0001770    350.766   204.277    EM
                                                    444.956
    21 -0.38935409D+04    0.6115616    0.0001570    355.220   203.507    EM
                                                    441.273
    22 -0.38929976D+04    0.5433013    0.0001395    359.427   202.735    EM
                                                    437.838
    23 -0.38925147D+04    0.4829563    0.0001241    363.394   201.971    EM
                                                    434.635
    24 -0.38920852D+04    0.4294116    0.0001103    367.128   201.223    EM
                                                    431.649
    25 -0.38917034D+04    0.3818715    0.0000981    370.636   200.499    EM
                                                    428.865
    26 -0.38913637D+04    0.3397126    0.0000873    373.928   199.802    EM
                                                    426.271
    27 -0.38910613D+04    0.3024038    0.0000777    377.011   199.136    EM
                                                    423.852
    28 -0.38907918D+04    0.2694869    0.0000693    379.897   198.505    EM
                                                    421.598
    29 -0.38905513D+04    0.2404471    0.0000618    382.594   197.908    EM
                                                    419.498
    30 -0.38903364D+04    0.2149479    0.0000552    385.113   197.347    EM
                                                    417.540
    31 -0.38901438D+04    0.1925483    0.0000495    387.463   196.821    EM
                                                    415.716
    32 -0.38899709D+04    0.1728825    0.0000444    389.654   196.331    EM
                                                    414.014
    33 -0.38898153D+04    0.1556263    0.0000400    391.697   195.876    EM
                                                    412.428
    34 -0.38896748D+04    0.1404720    0.0000361    393.599   195.454    EM
                                                    410.947
    35 -0.38895477D+04    0.1271455    0.0000327    395.371   195.064    EM
                                                    409.565
    36 -0.38894323D+04    0.1154024    0.0000297    397.021   194.705    EM
                                                    408.274
    37 -0.38893273D+04    0.1050273    0.0000270    398.558   194.375    EM
                                                    407.067
    38 -0.38892314D+04    0.0958321    0.0000246    399.988   194.074    EM
                                                    405.938
    39 -0.38891438D+04    0.0876538    0.0000225    401.321   193.799    EM
                                                    404.880
    40 -0.38890634D+04    0.0803519    0.0000207    402.562   193.549    EM
                                                    403.889
    41 -0.38889896D+04    0.0738062    0.0000190    403.719   193.323    EM
                                                    402.958
    42 -0.38889217D+04    0.0679143    0.0000175    404.797   193.120    EM
                                                    402.083
    43 -0.38888591D+04    0.0625896    0.0000161    405.803   192.937    EM
                                                    401.260
    44 -0.38888014D+04    0.0577589    0.0000149    406.741   192.775    EM
                                                    400.484
    45 -0.38887480D+04    0.0533604    0.0000137    407.618   192.631    EM
                                                    399.751
    46 -0.38886987D+04    0.0493422    0.0000127    408.437   192.505    EM
                                                    399.058
    47 -0.38885578D+04    0.1409061    0.0000362    425.784   212.459    FS
                                                    361.757
    48 -0.38881895D+04    0.3682361    0.0000947    424.912   211.945    EM
                                                    363.143
    49 -0.38881362D+04    0.0533505    0.0000137    424.542   211.534    EM
                                                    363.924
    50 -0.38881143D+04    0.0218441    0.0000056    424.320   211.189    EM
                                                    364.491
    51 -0.38881035D+04    0.0108696    0.0000028    424.150   210.881    EM
                                                    364.969
    52 -0.38880971D+04    0.0063124    0.0000016    424.006   210.596    EM
                                                    365.398
    53 -0.38880930D+04    0.0041486    0.0000011    423.881   210.325    EM
                                                    365.794
    54 -0.38880900D+04    0.0029940    0.0000008    423.769   210.065    EM
                                                    366.165
    55 -0.38880877D+04    0.0023099    0.0000006    423.671   209.813    EM
                                                    366.516
    56 -0.38880858D+04    0.0018699    0.0000005    423.583   209.568    EM
                                                    366.849
    57 -0.38880843D+04    0.0015679    0.0000004    423.506   209.328    EM
                                                    367.166
    58 -0.38880829D+04    0.0013501    0.0000003    423.437   209.095    EM
                                                    367.468
    59 -0.38880817D+04    0.0011866    0.0000003    423.377   208.866    EM
                                                    367.757
    60 -0.38880807D+04    0.0010598    0.0000003    423.323   208.643    EM
                                                    368.034
    61 -0.38880797D+04    0.0009586    0.0000002    423.276   208.425    EM
                                                    368.299


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.43972330D+04    0.0000000    0.0000000     51.464   734.058    EM
                                                    214.478
     2 -0.43315957D+04   65.6373197    0.0149270     25.745   767.188    FS
                                                    207.067
     3 -0.43061642D+04   25.4314903    0.0058712     27.852   824.670    FS
                                                    147.477
     4 -0.42259410D+04   80.2231824    0.0186298     18.290   822.065    FS
                                                    159.645
     5 -0.41597597D+04   66.1813024    0.0156607      1.172   719.987    FS
                                                    278.842
     6 -0.41215363D+04   38.2234603    0.0091889      1.972   781.329    FS
                                                    216.700
     7 -0.40135631D+04  107.9732047    0.0261973      1.891   764.827    EM
                                                    233.282
     8 -0.40015224D+04   12.0407072    0.0030000      1.918   744.453    EM
                                                    253.629
     9 -0.39927687D+04    8.7536579    0.0021876      1.987   723.082    EM
                                                    274.931
    10 -0.39848022D+04    7.9664568    0.0019952      2.071   701.000    EM
                                                    296.929
    11 -0.39770581D+04    7.7441147    0.0019434      2.167   678.518    EM
                                                    319.314
    12 -0.39695582D+04    7.4999322    0.0018858      2.285   656.038    EM
                                                    341.677
    13 -0.39625211D+04    7.0370576    0.0017728      2.441   634.022    EM
                                                    363.537
    14 -0.39562112D+04    6.3099412    0.0015924      2.661   612.897    EM
                                                    384.442
    15 -0.39508128D+04    5.3984397    0.0013645      2.966   592.961    EM
                                                    404.073
    16 -0.39463630D+04    4.4497912    0.0011263      3.370   574.353    EM
                                                    422.277
    17 -0.39427697D+04    3.5932737    0.0009105      3.881   557.087    EM
                                                    439.032
    18 -0.39398741D+04    2.8955756    0.0007344      4.502   541.104    EM
                                                    454.394
    19 -0.39375092D+04    2.3649146    0.0006003      5.242   526.308    EM
                                                    468.450
    20 -0.39355332D+04    1.9759732    0.0005018      6.115   512.596    EM
                                                    481.290
    21 -0.39338411D+04    1.6920973    0.0004300      7.140   499.867    EM
                                                    492.993
    22 -0.39323640D+04    1.4771341    0.0003755      8.327   488.041    EM
                                                    503.632
    23 -0.39310635D+04    1.3004608    0.0003307      9.662   477.069    EM
                                                    513.269
    24 -0.39299228D+04    1.1407464    0.0002902     11.106   466.926    EM
                                                    521.967
    25 -0.39289341D+04    0.9887273    0.0002516     12.599   457.605    EM
                                                    529.796
    26 -0.39280886D+04    0.8454314    0.0002152     14.075   449.094    EM
                                                    536.831
    27 -0.39273725D+04    0.7161105    0.0001823     15.483   441.368    EM
                                                    543.150
    28 -0.39267677D+04    0.6048179    0.0001540     16.782   434.384    EM
                                                    548.834
    29 -0.39262551D+04    0.5126039    0.0001305     17.952   428.089    EM
                                                    553.959
    30 -0.39258169D+04    0.4382208    0.0001116     18.983   422.424    EM
                                                    558.593
    31 -0.39254375D+04    0.3793393    0.0000966     19.876   417.329    EM
                                                    562.795
    32 -0.39251042D+04    0.3333804    0.0000849     20.637   412.744    EM
                                                    566.619
    33 -0.39248063D+04    0.2979129    0.0000759     21.276   408.617    EM
                                                    570.107
    34 -0.39245355D+04    0.2707941    0.0000690     21.806   404.898    EM
                                                    573.297
    35 -0.39242853D+04    0.2501901    0.0000638     22.238   401.543    EM
                                                    576.219
    36 -0.39240507D+04    0.2345495    0.0000598     22.586   398.513    EM
                                                    578.901
    37 -0.39238282D+04    0.2225605    0.0000567     22.861   395.775    EM
                                                    581.365
    38 -0.39236150D+04    0.2131124    0.0000543     23.072   393.298    EM
                                                    583.629
    39 -0.39234098D+04    0.2052547    0.0000523     23.231   391.057    EM
                                                    585.712
    40 -0.39232116D+04    0.1981765    0.0000505     23.344   389.029    EM
                                                    587.627
    41 -0.39230204D+04    0.1911934    0.0000487     23.420   387.193    EM
                                                    589.387
    42 -0.39228367D+04    0.1837482    0.0000468     23.466   385.531    EM
                                                    591.003
    43 -0.39226613D+04    0.1754211    0.0000447     23.486   384.027    EM
                                                    592.487
    44 -0.39224953D+04    0.1659439    0.0000423     23.487   382.665    EM
                                                    593.848
    45 -0.39223401D+04    0.1552129    0.0000396     23.472   381.432    EM
                                                    595.096
    46 -0.39221968D+04    0.1432919    0.0000365     23.448   380.314    EM
                                                    596.238
    47 -0.39220664D+04    0.1303990    0.0000332     23.417   379.300    EM
                                                    597.283
    48 -0.39219495D+04    0.1168753    0.0000298     23.382   378.378    EM
                                                    598.239
    49 -0.39218464D+04    0.1031379    0.0000263     23.347   377.539    EM
                                                    599.114
    50 -0.39217568D+04    0.0896224    0.0000229     23.314   376.771    EM
                                                    599.914
    51 -0.39216800D+04    0.0767375    0.0000196     23.285   376.068    EM
                                                    600.647
    52 -0.39216152D+04    0.0648045    0.0000165     23.262   375.421    EM
                                                    601.317
    53 -0.39215612D+04    0.0540573    0.0000138     23.245   374.824    EM
                                                    601.931
    54 -0.39215166D+04    0.0446115    0.0000114     23.234   374.271    EM
                                                    602.495
    55 -0.39214801D+04    0.0364954    0.0000093     23.231   373.757    EM
                                                    603.012
    56 -0.39214504D+04    0.0296561    0.0000076     23.235   373.279    EM
                                                    603.486
    57 -0.39214264D+04    0.0239891    0.0000061     23.245   372.832    EM
                                                    603.923
    58 -0.39214071D+04    0.0193597    0.0000049     23.262   372.413    EM
                                                    604.325
    59 -0.39213914D+04    0.0156217    0.0000040     23.285   372.020    EM
                                                    604.695
    60 -0.39212394D+04    0.1519937    0.0000388     23.944   371.649    QN
                                                    604.407
    61 -0.39211898D+04    0.0496169    0.0000127     24.451   370.549    EM
                                                    605.000
    62 -0.39211592D+04    0.0306656    0.0000078     24.880   369.699    EM
                                                    605.421
    63 -0.39211326D+04    0.0265979    0.0000068     25.273   368.950    EM
                                                    605.777
    64 -0.39211083D+04    0.0242168    0.0000062     25.645   368.257    EM
                                                    606.099
    65 -0.39210860D+04    0.0223690    0.0000057     26.001   367.600    EM
                                                    606.399
    66 -0.39210652D+04    0.0207698    0.0000053     26.344   366.972    EM
                                                    606.683
    67 -0.39210459D+04    0.0193024    0.0000049     26.677   366.370    EM
                                                    606.953
    68 -0.39210280D+04    0.0179068    0.0000046     26.998   365.791    EM
                                                    607.211
    69 -0.39210114D+04    0.0165504    0.0000042     27.309   365.233    EM
                                                    607.458
    70 -0.39209962D+04    0.0152212    0.0000039     27.609   364.696    EM
                                                    607.695
    71 -0.39209823D+04    0.0139184    0.0000035     27.897   364.179    EM
                                                    607.924
    72 -0.39209697D+04    0.0126490    0.0000032     28.174   363.682    EM
                                                    608.145
    73 -0.39208553D+04    0.1143359    0.0000292     30.918   359.953    QN
                                                    609.130
    74 -0.39208247D+04    0.0306327    0.0000078     31.240   359.614    EM
                                                    609.147
    75 -0.39208104D+04    0.0142843    0.0000036     31.514   359.319    EM
                                                    609.167
    76 -0.39208009D+04    0.0094904    0.0000024     31.754   359.046    EM
                                                    609.200
    77 -0.39207937D+04    0.0072584    0.0000019     31.967   358.790    EM
                                                    609.243
    78 -0.39207878D+04    0.0058725    0.0000015     32.158   358.549    EM
                                                    609.293
    79 -0.39207829D+04    0.0048606    0.0000012     32.331   358.321    EM
                                                    609.348
    80 -0.39207789D+04    0.0040688    0.0000010     32.489   358.106    EM
                                                    609.406
    81 -0.39207754D+04    0.0034312    0.0000009     32.632   357.902    EM
                                                    609.465
    82 -0.39207725D+04    0.0029114    0.0000007     32.764   357.710    EM
                                                    609.527
    83 -0.39207700D+04    0.0024849    0.0000006     32.885   357.527    EM
                                                    609.588
    84 -0.39207679D+04    0.0021337    0.0000005     32.996   357.354    EM
                                                    609.650
    85 -0.39207660D+04    0.0018438    0.0000005     33.098   357.190    EM
                                                    609.712
    86 -0.39207644D+04    0.0016039    0.0000004     33.192   357.035    EM
                                                    609.772
    87 -0.39207630D+04    0.0014051    0.0000004     33.279   356.889    EM
                                                    609.832
    88 -0.39207327D+04    0.0303488    0.0000077     35.689   353.881    QN
                                                    610.429
    89 -0.39207228D+04    0.0098705    0.0000025     35.557   354.096    EM
                                                    610.347
    90 -0.39207196D+04    0.0031914    0.0000008     35.484   354.200    EM
                                                    610.316
    91 -0.39207181D+04    0.0015332    0.0000004     35.439   354.260    EM
                                                    610.301
    92 -0.39207171D+04    0.0009554    0.0000002     35.410   354.300    EM
                                                    610.291


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44884049D+04    0.0000000    0.0000000     73.803   879.877    EM
                                                     46.319
     2 -0.43768247D+04  111.5802057    0.0248597     62.691   838.223    FS
                                                     99.086
     3 -0.43093697D+04   67.4550113    0.0154119     11.664   952.101    FS
                                                     36.235
     4 -0.42338302D+04   75.5395711    0.0175291      2.436   941.111    FS
                                                     56.454
     5 -0.40528686D+04  180.9615672    0.0427418      2.955   935.911    EM
                                                     61.134
     6 -0.40421221D+04   10.7465143    0.0026516      3.051   926.322    EM
                                                     70.628
     7 -0.40289926D+04   13.1294245    0.0032482      3.070   913.852    EM
                                                     83.079
     8 -0.40176009D+04   11.3917198    0.0028274      3.037   902.851    EM
                                                     94.111
     9 -0.40110385D+04    6.5624602    0.0016334      3.002   894.561    EM
                                                    102.437
    10 -0.40071808D+04    3.8576840    0.0009618      2.970   887.121    EM
                                                    109.909
    11 -0.40041707D+04    3.0100662    0.0007512      2.930   879.455    EM
                                                    117.615
    12 -0.40015240D+04    2.6467467    0.0006610      2.880   871.398    EM
                                                    125.722
    13 -0.39991842D+04    2.3397583    0.0005847      2.828   863.062    EM
                                                    134.110
    14 -0.39971038D+04    2.0804272    0.0005202      2.798   854.514    EM
                                                    142.688
    15 -0.39951456D+04    1.9581566    0.0004899      2.829   845.688    EM
                                                    151.483
    16 -0.39931119D+04    2.0336992    0.0005090      2.952   836.437    EM
                                                    160.611
    17 -0.39908833D+04    2.2286388    0.0005581      3.083   826.666    EM
                                                    170.251
    18 -0.39886010D+04    2.2823345    0.0005719      3.043   816.353    EM
                                                    180.604
    19 -0.39863329D+04    2.2680409    0.0005686      2.847   805.351    EM
                                                    191.802
    20 -0.39839507D+04    2.3822606    0.0005976      2.612   793.496    EM
                                                    203.892
    21 -0.39813762D+04    2.5744421    0.0006462      2.392   780.716    EM
                                                    216.892
    22 -0.39785948D+04    2.7814468    0.0006986      2.210   766.990    EM
                                                    230.800
    23 -0.39756219D+04    2.9728853    0.0007472      2.076   752.333    EM
                                                    245.591
    24 -0.39724824D+04    3.1394546    0.0007897      1.988   736.792    EM
                                                    261.220
    25 -0.39691944D+04    3.2880573    0.0008277      1.937   720.442    EM
                                                    277.621
    26 -0.39657681D+04    3.4262404    0.0008632      1.911   703.387    EM
                                                    294.703
    27 -0.39622212D+04    3.5469734    0.0008944      1.899   685.763    EM
                                                    312.338
    28 -0.39585888D+04    3.6323633    0.0009167      1.894   667.738    EM
                                                    330.367
    29 -0.39549235D+04    3.6653304    0.0009259      1.894   649.508    EM
                                                    348.598
    30 -0.39512883D+04    3.6351431    0.0009191      1.894   631.288    EM
                                                    366.818
    31 -0.39477504D+04    3.5379341    0.0008954      1.896   613.304    EM
                                                    384.801
    32 -0.39443743D+04    3.3761116    0.0008552      1.898   595.777    EM
                                                    402.325
    33 -0.39412162D+04    3.1581150    0.0008007      1.900   578.909    EM
                                                    419.191
    34 -0.39383183D+04    2.8978651    0.0007353      1.902   562.865    EM
                                                    435.233
    35 -0.39357056D+04    2.6126745    0.0006634      1.904   547.760    EM
                                                    450.336
    36 -0.39333857D+04    2.3198987    0.0005894      1.906   533.661    EM
                                                    464.432
    37 -0.39313517D+04    2.0339774    0.0005171      1.908   520.593    EM
                                                    477.498
    38 -0.39295867D+04    1.7650556    0.0004490      1.910   508.546    EM
                                                    489.544
    39 -0.39280676D+04    1.5191075    0.0003866      1.911   497.485    EM
                                                    500.603
    40 -0.39267688D+04    1.2988179    0.0003307      1.912   487.361    EM
                                                    510.727
    41 -0.39256642D+04    1.1045896    0.0002813      1.913   478.113    EM
                                                    519.974
    42 -0.39247288D+04    0.9353846    0.0002383      1.914   469.679    EM
                                                    528.406
    43 -0.39239394D+04    0.7893407    0.0002011      1.915   461.996    EM
                                                    536.089
    44 -0.39232753D+04    0.6641942    0.0001693      1.916   455.001    EM
                                                    543.083
    45 -0.39227177D+04    0.5575599    0.0001421      1.917   448.635    EM
                                                    549.449
    46 -0.39222506D+04    0.4671045    0.0001191      1.917   442.843    EM
                                                    555.240
    47 -0.39218599D+04    0.3906467    0.0000996      1.918   437.575    EM
                                                    560.508
    48 -0.39215337D+04    0.3262085    0.0000832      1.918   432.783    EM
                                                    565.299
    49 -0.39212617D+04    0.2720310    0.0000694      1.919   428.424    EM
                                                    569.657
    50 -0.39210351D+04    0.2265747    0.0000578      1.919   424.461    EM
                                                    573.620
    51 -0.39208466D+04    0.1885051    0.0000481      1.920   420.857    EM
                                                    577.223
    52 -0.39206899D+04    0.1566726    0.0000400      1.920   417.580    EM
                                                    580.500
    53 -0.39205599D+04    0.1300944    0.0000332      1.920   414.601    EM
                                                    583.479
    54 -0.39204519D+04    0.1079330    0.0000275      1.921   411.893    EM
                                                    586.186
    55 -0.39203624D+04    0.0894775    0.0000228      1.921   409.432    EM
                                                    588.647
    56 -0.39202883D+04    0.0741258    0.0000189      1.921   407.196    EM
                                                    590.883
    57 -0.39202269D+04    0.0613698    0.0000157      1.921   405.164    EM
                                                    592.915
    58 -0.39201762D+04    0.0507811    0.0000130      1.922   403.318    EM
                                                    594.760
    59 -0.39201429D+04    0.0332406    0.0000085      1.917   403.087    QN
                                                    594.995
    60 -0.39200917D+04    0.0512158    0.0000131      1.923   401.394    EM
                                                    596.684
    61 -0.39200555D+04    0.0362095    0.0000092      1.923   399.891    EM
                                                    598.186
    62 -0.39200268D+04    0.0287359    0.0000073      1.924   398.533    EM
                                                    599.543
    63 -0.39200034D+04    0.0233676    0.0000060      1.924   397.300    EM
                                                    600.776
    64 -0.39199842D+04    0.0191587    0.0000049      1.924   396.180    EM
                                                    601.896
    65 -0.39199685D+04    0.0157566    0.0000040      1.924   395.163    EM
                                                    602.913
    66 -0.39199555D+04    0.0129768    0.0000033      1.924   394.239    EM
                                                    603.837
    67 -0.39199448D+04    0.0106958    0.0000027      1.924   393.401    EM
                                                    604.675
    68 -0.39199360D+04    0.0088213    0.0000023      1.924   392.641    EM
                                                    605.435
    69 -0.39199287D+04    0.0072799    0.0000019      1.924   391.951    EM
                                                    606.125
    70 -0.39199227D+04    0.0060121    0.0000015      1.925   391.325    EM
                                                    606.750
    71 -0.39199177D+04    0.0049694    0.0000013      1.925   390.758    EM
                                                    607.317
    72 -0.39199136D+04    0.0041117    0.0000010      1.925   390.244    EM
                                                    607.831
    73 -0.39199102D+04    0.0034063    0.0000009      1.925   389.778    EM
                                                    608.297
    74 -0.39199074D+04    0.0028261    0.0000007      1.925   389.356    EM
                                                    608.720
    75 -0.39199050D+04    0.0023490    0.0000006      1.925   388.972    EM
                                                    609.103
    76 -0.39199031D+04    0.0019567    0.0000005      1.925   388.625    EM
                                                    609.450
    77 -0.39199014D+04    0.0016341    0.0000004      1.925   388.310    EM
                                                    609.765
    78 -0.39199001D+04    0.0013689    0.0000003      1.925   388.025    EM
                                                    610.050
    79 -0.39198989D+04    0.0011508    0.0000003      1.925   387.767    EM
                                                    610.308
    80 -0.39198980D+04    0.0009716    0.0000002      1.925   387.532    EM
                                                    610.543


     Beginning Time:  17:36:58
        Ending Time:  17:37:10
       Elapsed Time:  00:00:12



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