Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:34 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a two-level multiple
  		indicator growth model with categorical
  		outcomes using multiple imputation data
  DATA:           FILE = ex11.8implist.dat;
  		TYPE = IMPUTATION;
  VARIABLE:	NAMES are u11 u21 u31 u12 u22 u32 u13 u23 u33 clus;
  		CATEGORICAL = u11-u33;
  		CLUSTER = clus;
  ANALYSIS:	TYPE = TWOLEVEL;
  		ESTIMATOR = WLSMV;
  		PROCESSORS = 2;
  MODEL:	%WITHIN%
  		f1w BY u11
  	             u21 (1)
  		       u31 (2);
  		f2w BY u12
  			 u22 (1)
  			 u32 (2);
  		f3w BY u13
  			 u23 (1)
  			 u33 (2);
  		iw sw | f1w@0 f2w@1 f3w@2;
   		%BETWEEN%
  		f1b BY u11
  			 u21 (1)
  			 u31 (2);
  		f2b BY u12
  			 u22 (1)
  			 u32 (2);
  		f3b BY u13
  			 u23 (1)
  			 u33 (2);
  		[u11$1 u12$1 u13$1] (3);
  		[u21$1 u22$1 u23$1] (4);
  		[u31$1 u32$1 u33$1] (5);
  		u11-u33;
  		ib sb | f1b@0 f2b@1 f3b@2;
  		[f1b-f3b@0 ib@0 sb];
  		f1b-f3b (6);
  OUTPUT:	TECH1 TECH8;
  SAVEDATA:       SWMATRIX = ex11.8sw*.dat;



*** WARNING in OUTPUT command
  TECH1 option is the default for multiple imputation.
   1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS



this is an example of a two-level multiple
indicator growth model with categorical
outcomes using multiple imputation data

SUMMARY OF ANALYSIS

Number of groups                                                 1
Average number of observations                                1000

Number of replications
    Requested                                                    5
    Completed                                                    5

Number of dependent variables                                    9
Number of independent variables                                  0
Number of continuous latent variables                           10

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U11         U21         U31         U12         U22         U32
   U13         U23         U33

Continuous latent variables
   F1W         F2W         F3W         IW          SW          F1B
   F2B         F3B         IB          SB

Variables with special functions

  Cluster variable      CLUS

Estimator                                                    WLSMV
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                1000
  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                            10
  Minimum value for logit thresholds                           -10
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                          FS
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                   7
  Dimensions of numerical integration                            2
  Adaptive quadrature                                           ON
Link                                                        PROBIT
Cholesky                                                        ON

Input data file(s)
  Multiple data files from
    ex11.8implist.dat
Input data format  FREE


SUMMARY OF DATA FOR THE FIRST DATA SET

     Number of clusters                         20

     Average cluster size       50.000

     Estimated Intraclass Correlations for the Y Variables

                Intraclass              Intraclass              Intraclass
     Variable  Correlation   Variable  Correlation   Variable  Correlation

     U11          0.292      U21          0.344      U31          0.318
     U12          0.426      U22          0.437      U32          0.335
     U13          0.318      U23          0.219      U33          0.224



UNIVARIATE PROPORTIONS FOR CATEGORICAL VARIABLES

NOTE:  These are average results over 5 data sets.

    U11
      Category 1    0.511
      Category 2    0.489
    U21
      Category 1    0.460
      Category 2    0.540
    U31
      Category 1    0.602
      Category 2    0.398
    U12
      Category 1    0.290
      Category 2    0.710
    U22
      Category 1    0.223
      Category 2    0.777
    U32
      Category 1    0.363
      Category 2    0.637
    U13
      Category 1    0.234
      Category 2    0.766
    U23
      Category 1    0.161
      Category 2    0.839
    U33
      Category 1    0.324
      Category 2    0.676


SAMPLE STATISTICS

NOTE:  These are average results over 5 data sets.


     ESTIMATED SAMPLE STATISTICS


           MEANS/INTERCEPTS/THRESHOLDS
              U11$1         U21$1         U31$1         U12$1         U22$1
              ________      ________      ________      ________      ________
 1              0.031        -0.148         0.329        -0.725        -1.035


           MEANS/INTERCEPTS/THRESHOLDS
              U32$1         U13$1         U23$1         U33$1
              ________      ________      ________      ________
 1             -0.416        -0.887        -1.139        -0.571


           WITHIN LEVEL VARIANCE/COVARIANCE
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U21            0.610         1.000
 U31            0.487         0.568         1.000
 U12            0.346         0.439         0.384         1.000
 U22            0.287         0.386         0.303         0.576         1.000
 U32            0.297         0.368         0.331         0.619         0.598
 U13            0.291         0.307         0.392         0.531         0.574
 U23            0.178         0.244         0.245         0.550         0.533
 U33            0.248         0.322         0.322         0.477         0.549


           WITHIN LEVEL VARIANCE/COVARIANCE
              U32           U13           U23           U33
              ________      ________      ________      ________
 U32            1.000
 U13            0.574         1.000
 U23            0.527         0.751         1.000
 U33            0.525         0.746         0.706         1.000


           WITHIN LEVEL CORRELATION
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U21            0.610         1.000
 U31            0.487         0.568         1.000
 U12            0.346         0.439         0.384         1.000
 U22            0.287         0.386         0.303         0.576         1.000
 U32            0.297         0.368         0.331         0.619         0.598
 U13            0.291         0.307         0.392         0.531         0.574
 U23            0.178         0.244         0.245         0.550         0.533
 U33            0.248         0.322         0.322         0.477         0.549


           WITHIN LEVEL CORRELATION
              U32           U13           U23           U33
              ________      ________      ________      ________
 U32            1.000
 U13            0.574         1.000
 U23            0.527         0.751         1.000
 U33            0.525         0.746         0.706         1.000


           BETWEEN LEVEL VARIANCE/COVARIANCE
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11            0.412
 U21            0.226         0.524
 U31            0.243         0.051         0.467
 U12            0.305         0.311         0.351         0.613
 U22            0.271         0.225         0.273         0.423         0.774
 U32            0.136         0.095         0.152         0.279         0.221
 U13            0.171         0.227         0.147         0.216         0.275
 U23            0.176         0.129         0.116         0.156         0.291
 U33            0.169         0.150         0.082         0.064         0.230


           BETWEEN LEVEL VARIANCE/COVARIANCE
              U32           U13           U23           U33
              ________      ________      ________      ________
 U32            0.477
 U13            0.017         0.446
 U23            0.099         0.258         0.279
 U33            0.070         0.266         0.249         0.385


           BETWEEN LEVEL CORRELATION
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U21            0.486         1.000
 U31            0.553         0.104         1.000
 U12            0.607         0.549         0.656         1.000
 U22            0.480         0.353         0.454         0.614         1.000
 U32            0.307         0.190         0.322         0.517         0.364
 U13            0.399         0.468         0.322         0.413         0.469
 U23            0.519         0.337         0.322         0.377         0.625
 U33            0.424         0.334         0.194         0.132         0.420


           BETWEEN LEVEL CORRELATION
              U32           U13           U23           U33
              ________      ________      ________      ________
 U32            1.000
 U13            0.036         1.000
 U23            0.273         0.731         1.000
 U33            0.163         0.643         0.761         1.000




MODEL FIT INFORMATION

Number of Free Parameters                       25

Chi-Square Test of Model Fit

        Degrees of freedom                      65

        Mean                                57.060
        Std Dev                              1.635
        Number of successful computations        5

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000           41.444         55.581
           0.980       1.000           43.779         55.581
           0.950       1.000           47.450         55.581
           0.900       1.000           50.883         55.581
           0.800       1.000           55.262         55.581
           0.700       0.200           58.573         55.581
           0.500       0.000           64.335         55.937
           0.300       0.000           70.462         56.544
           0.200       0.000           74.351         57.072
           0.100       0.000           79.973         57.072
           0.050       0.000           84.821         57.072
           0.020       0.000           90.501         57.072
           0.010       0.000           94.422         57.072

RMSEA (Root Mean Square Error Of Approximation)

        Mean                                 0.000
        Std Dev                              0.000
        Number of successful computations        5

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000            0.000          0.000
           0.980       0.000            0.000          0.000
           0.950       0.000            0.000          0.000
           0.900       0.000            0.000          0.000
           0.800       0.000            0.000          0.000
           0.700       0.000            0.000          0.000
           0.500       0.000            0.000          0.000
           0.300       0.000            0.000          0.000
           0.200       0.000            0.000          0.000
           0.100       0.000            0.000          0.000
           0.050       0.000            0.000          0.000
           0.020       0.000            0.000          0.000
           0.010       0.000            0.000          0.000

CFI/TLI

    CFI

        Mean                                 1.000
        Std Dev                              0.000
        Number of successful computations        5

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000            1.000          1.000
           0.980       0.000            1.000          1.000
           0.950       0.000            1.000          1.000
           0.900       0.000            1.000          1.000
           0.800       0.000            1.000          1.000
           0.700       0.000            1.000          1.000
           0.500       0.000            1.000          1.000
           0.300       0.000            1.000          1.000
           0.200       0.000            1.000          1.000
           0.100       0.000            1.000          1.000
           0.050       0.000            1.000          1.000
           0.020       0.000            1.000          1.000
           0.010       0.000            1.000          1.000

    TLI

        Mean                                 1.011
        Std Dev                              0.002
        Number of successful computations        5

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000            1.005          1.006
           0.980       1.000            1.006          1.006
           0.950       0.800            1.007          1.006
           0.900       0.800            1.008          1.006
           0.800       0.800            1.009          1.006
           0.700       0.800            1.009          1.006
           0.500       0.800            1.011          1.011
           0.300       0.400            1.012          1.012
           0.200       0.000            1.013          1.012
           0.100       0.000            1.014          1.012
           0.050       0.000            1.014          1.012
           0.020       0.000            1.015          1.012
           0.010       0.000            1.016          1.012

SRMR (Standardized Root Mean Square Residual) for the WITHIN level

        Mean                                 0.043
        Std Dev                              0.005
        Number of successful computations        5

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000            0.031          0.036
           0.980       1.000            0.033          0.036
           0.950       1.000            0.035          0.036
           0.900       0.800            0.036          0.036
           0.800       0.800            0.039          0.036
           0.700       0.600            0.040          0.036
           0.500       0.400            0.043          0.040
           0.300       0.200            0.045          0.042
           0.200       0.200            0.047          0.045
           0.100       0.200            0.049          0.045
           0.050       0.000            0.051          0.045
           0.020       0.000            0.053          0.045
           0.010       0.000            0.054          0.045

SRMR (Standardized Root Mean Square Residual) for the BETWEEN level

        Mean                                 0.165
        Std Dev                              0.014
        Number of successful computations        5

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000            0.131          0.144
           0.980       1.000            0.135          0.144
           0.950       1.000            0.141          0.144
           0.900       0.800            0.146          0.144
           0.800       0.800            0.153          0.144
           0.700       0.600            0.157          0.144
           0.500       0.600            0.165          0.155
           0.300       0.400            0.172          0.165
           0.200       0.200            0.177          0.173
           0.100       0.200            0.183          0.173
           0.050       0.000            0.188          0.173
           0.020       0.000            0.194          0.173
           0.010       0.000            0.198          0.173



MODEL RESULTS

                                                    Two-Tailed   Rate of
                    Estimate       S.E.  Est./S.E.    P-Value    Missing

Within Level

 IW       |
    F1W                1.000      0.000    999.000    999.000      0.000
    F2W                1.000      0.000    999.000    999.000      0.000
    F3W                1.000      0.000    999.000    999.000      0.000

 SW       |
    F1W                0.000      0.000    999.000    999.000      0.000
    F2W                1.000      0.000    999.000    999.000      0.000
    F3W                2.000      0.000    999.000    999.000      0.000

 F1W      BY
    U11                1.000      0.000    999.000    999.000      0.000
    U21                1.057      0.162      6.522      0.000      0.238
    U31                0.912      0.137      6.680      0.000      0.160

 F2W      BY
    U12                1.000      0.000    999.000    999.000      0.000
    U22                1.057      0.162      6.522      0.000      0.238
    U32                0.912      0.137      6.680      0.000      0.160

 F3W      BY
    U13                1.000      0.000    999.000    999.000      0.000
    U23                1.057      0.162      6.522      0.000      0.238
    U33                0.912      0.137      6.680      0.000      0.160

 SW       WITH
    IW                 0.003      0.162      0.017      0.986      0.326

 Variances
    IW                 0.851      0.315      2.699      0.007      0.223
    SW                 0.456      0.195      2.340      0.019      0.228

 Residual Variances
    F1W                0.406      0.263      1.543      0.123      0.269
    F2W                0.237      0.297      0.797      0.425      0.163
    F3W                0.315      0.457      0.689      0.491      0.355

Between Level

 IB       |
    F1B                1.000      0.000    999.000    999.000      0.000
    F2B                1.000      0.000    999.000    999.000      0.000
    F3B                1.000      0.000    999.000    999.000      0.000

 SB       |
    F1B                0.000      0.000    999.000    999.000      0.000
    F2B                1.000      0.000    999.000    999.000      0.000
    F3B                2.000      0.000    999.000    999.000      0.000

 F1B      BY
    U11                1.000      0.000    999.000    999.000      0.000
    U21                1.057      0.162      6.522      0.000      0.238
    U31                0.912      0.137      6.680      0.000      0.160

 F2B      BY
    U12                1.000      0.000    999.000    999.000      0.000
    U22                1.057      0.162      6.522      0.000      0.238
    U32                0.912      0.137      6.680      0.000      0.160

 F3B      BY
    U13                1.000      0.000    999.000    999.000      0.000
    U23                1.057      0.162      6.522      0.000      0.238
    U33                0.912      0.137      6.680      0.000      0.160

 SB       WITH
    IB                 0.099      0.132      0.752      0.452      0.041

 Means
    IB                 0.000      0.000    999.000    999.000      0.000
    SB                 0.942      0.151      6.253      0.000      0.069

 Intercepts
    F1B                0.000      0.000    999.000    999.000      0.000
    F2B                0.000      0.000    999.000    999.000      0.000
    F3B                0.000      0.000    999.000    999.000      0.000

 Thresholds
    U11$1              0.024      0.237      0.102      0.919      0.001
    U21$1             -0.407      0.227     -1.791      0.073      0.006
    U31$1              0.428      0.201      2.127      0.033      0.036
    U12$1              0.024      0.237      0.102      0.919      0.001
    U22$1             -0.407      0.227     -1.791      0.073      0.006
    U32$1              0.428      0.201      2.127      0.033      0.036
    U13$1              0.024      0.237      0.102      0.919      0.001
    U23$1             -0.407      0.227     -1.791      0.073      0.006
    U33$1              0.428      0.201      2.127      0.033      0.036

 Variances
    IB                 0.239      0.227      1.051      0.293      0.068
    SB                -0.038      0.109     -0.352      0.725      0.059

 Residual Variances
    U11                0.455      0.345      1.320      0.187      0.001
    U21                0.731      0.603      1.211      0.226      0.003
    U31                0.561      0.317      1.769      0.077      0.001
    U12                0.918      0.841      1.092      0.275      0.050
    U22                1.400      0.903      1.550      0.121      0.048
    U32                0.560      0.358      1.564      0.118      0.014
    U13                1.062      0.514      2.065      0.039      0.098
    U23                0.417      0.370      1.126      0.260      0.079
    U33                0.766      0.555      1.381      0.167      0.208
    F1B                0.236      0.212      1.111      0.266      0.019
    F2B                0.236      0.212      1.111      0.266      0.019
    F3B                0.236      0.212      1.111      0.266      0.019


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.348E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN


           TAU
              U11$1         U21$1         U31$1         U12$1         U22$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU
              U32$1         U13$1         U23$1         U33$1
              ________      ________      ________      ________
 1                  0             0             0             0


           NU
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U32           U13           U23           U33
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 U11                0             0             0             0             0
 U21                1             0             0             0             0
 U31                2             0             0             0             0
 U12                0             0             0             0             0
 U22                0             1             0             0             0
 U32                0             2             0             0             0
 U13                0             0             0             0             0
 U23                0             0             1             0             0
 U33                0             0             2             0             0


           LAMBDA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 U11                0             0             0             0             0
 U21                0             0             0             0             0
 U31                0             0             0             0             0
 U12                0             0             0             0             0
 U22                0             0             0             0             0
 U32                0             0             0             0             0
 U13                0             0             0             0             0
 U23                0             0             0             0             0
 U33                0             0             0             0             0


           THETA
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11                0
 U21                0             0
 U31                0             0             0
 U12                0             0             0             0
 U22                0             0             0             0             0
 U32                0             0             0             0             0
 U13                0             0             0             0             0
 U23                0             0             0             0             0
 U33                0             0             0             0             0


           THETA
              U32           U13           U23           U33
              ________      ________      ________      ________
 U32                0
 U13                0             0
 U23                0             0             0
 U33                0             0             0             0


           ALPHA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W                0             0             0             0             0
 F2W                0             0             0             0             0
 F3W                0             0             0             0             0
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 F1B                0             0             0             0             0
 F2B                0             0             0             0             0
 F3B                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0


           BETA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1W                0             0             0             0             0
 F2W                0             0             0             0             0
 F3W                0             0             0             0             0
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 F1B                0             0             0             0             0
 F2B                0             0             0             0             0
 F3B                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0


           PSI
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W                3
 F2W                0             4
 F3W                0             0             5
 IW                 0             0             0             6
 SW                 0             0             0             7             8
 F1B                0             0             0             0             0
 F2B                0             0             0             0             0
 F3B                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0


           PSI
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1B                0
 F2B                0             0
 F3B                0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN


           TAU
              U11$1         U21$1         U31$1         U12$1         U22$1
              ________      ________      ________      ________      ________
 1                 23            24            25            23            24


           TAU
              U32$1         U13$1         U23$1         U33$1
              ________      ________      ________      ________
 1                 25            23            24            25


           NU
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              U32           U13           U23           U33
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 U11                0             0             0             0             0
 U21                0             0             0             0             0
 U31                0             0             0             0             0
 U12                0             0             0             0             0
 U22                0             0             0             0             0
 U32                0             0             0             0             0
 U13                0             0             0             0             0
 U23                0             0             0             0             0
 U33                0             0             0             0             0


           LAMBDA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 U11                0             0             0             0             0
 U21                1             0             0             0             0
 U31                2             0             0             0             0
 U12                0             0             0             0             0
 U22                0             1             0             0             0
 U32                0             2             0             0             0
 U13                0             0             0             0             0
 U23                0             0             1             0             0
 U33                0             0             2             0             0


           THETA
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11                9
 U21                0            10
 U31                0             0            11
 U12                0             0             0            12
 U22                0             0             0             0            13
 U32                0             0             0             0             0
 U13                0             0             0             0             0
 U23                0             0             0             0             0
 U33                0             0             0             0             0


           THETA
              U32           U13           U23           U33
              ________      ________      ________      ________
 U32               14
 U13                0            15
 U23                0             0            16
 U33                0             0             0            17


           ALPHA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             0            18


           BETA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W                0             0             0             0             0
 F2W                0             0             0             0             0
 F3W                0             0             0             0             0
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 F1B                0             0             0             0             0
 F2B                0             0             0             0             0
 F3B                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0


           BETA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1W                0             0             0             0             0
 F2W                0             0             0             0             0
 F3W                0             0             0             0             0
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 F1B                0             0             0             0             0
 F2B                0             0             0             0             0
 F3B                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0


           PSI
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W                0
 F2W                0             0
 F3W                0             0             0
 IW                 0             0             0             0
 SW                 0             0             0             0             0
 F1B                0             0             0             0             0
 F2B                0             0             0             0             0
 F3B                0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0


           PSI
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1B               19
 F2B                0            19
 F3B                0             0            19
 IB                 0             0             0            20
 SB                 0             0             0            21            22


     STARTING VALUES FOR WITHIN


           TAU
              U11$1         U21$1         U31$1         U12$1         U22$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU
              U32$1         U13$1         U23$1         U33$1
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           NU
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U32           U13           U23           U33
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 U11            1.000         0.000         0.000         0.000         0.000
 U21            1.000         0.000         0.000         0.000         0.000
 U31            1.000         0.000         0.000         0.000         0.000
 U12            0.000         1.000         0.000         0.000         0.000
 U22            0.000         1.000         0.000         0.000         0.000
 U32            0.000         1.000         0.000         0.000         0.000
 U13            0.000         0.000         1.000         0.000         0.000
 U23            0.000         0.000         1.000         0.000         0.000
 U33            0.000         0.000         1.000         0.000         0.000


           LAMBDA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000
 U31            0.000         0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000         0.000
 U32            0.000         0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U33            0.000         0.000         0.000         0.000         0.000


           THETA
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U21            0.000         1.000
 U31            0.000         0.000         1.000
 U12            0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         1.000
 U32            0.000         0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U33            0.000         0.000         0.000         0.000         0.000


           THETA
              U32           U13           U23           U33
              ________      ________      ________      ________
 U32            1.000
 U13            0.000         1.000
 U23            0.000         0.000         1.000
 U33            0.000         0.000         0.000         1.000


           ALPHA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W            0.000         0.000         0.000         1.000         0.000
 F2W            0.000         0.000         0.000         1.000         1.000
 F3W            0.000         0.000         0.000         1.000         2.000
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 F1B            0.000         0.000         0.000         0.000         0.000
 F2B            0.000         0.000         0.000         0.000         0.000
 F3B            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


           BETA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1W            0.000         0.000         0.000         0.000         0.000
 F2W            0.000         0.000         0.000         0.000         0.000
 F3W            0.000         0.000         0.000         0.000         0.000
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 F1B            0.000         0.000         0.000         0.000         0.000
 F2B            0.000         0.000         0.000         0.000         0.000
 F3B            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


           PSI
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W            0.050
 F2W            0.000         0.050
 F3W            0.000         0.000         0.050
 IW             0.000         0.000         0.000         0.050
 SW             0.000         0.000         0.000         0.000         0.050
 F1B            0.000         0.000         0.000         0.000         0.000
 F2B            0.000         0.000         0.000         0.000         0.000
 F3B            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


           PSI
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1B            0.000
 F2B            0.000         0.000
 F3B            0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN


           TAU
              U11$1         U21$1         U31$1         U12$1         U22$1
              ________      ________      ________      ________      ________
 1             -0.377        -0.567        -0.164        -0.377        -0.567


           TAU
              U32$1         U13$1         U23$1         U33$1
              ________      ________      ________      ________
 1             -0.164        -0.377        -0.567        -0.164


           NU
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              U32           U13           U23           U33
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 U11            0.000         0.000         0.000         0.000         0.000
 U21            0.000         0.000         0.000         0.000         0.000
 U31            0.000         0.000         0.000         0.000         0.000
 U12            0.000         0.000         0.000         0.000         0.000
 U22            0.000         0.000         0.000         0.000         0.000
 U32            0.000         0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U33            0.000         0.000         0.000         0.000         0.000


           LAMBDA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 U11            1.000         0.000         0.000         0.000         0.000
 U21            1.000         0.000         0.000         0.000         0.000
 U31            1.000         0.000         0.000         0.000         0.000
 U12            0.000         1.000         0.000         0.000         0.000
 U22            0.000         1.000         0.000         0.000         0.000
 U32            0.000         1.000         0.000         0.000         0.000
 U13            0.000         0.000         1.000         0.000         0.000
 U23            0.000         0.000         1.000         0.000         0.000
 U33            0.000         0.000         1.000         0.000         0.000


           THETA
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11            1.000
 U21            0.000         1.000
 U31            0.000         0.000         1.000
 U12            0.000         0.000         0.000         1.000
 U22            0.000         0.000         0.000         0.000         1.000
 U32            0.000         0.000         0.000         0.000         0.000
 U13            0.000         0.000         0.000         0.000         0.000
 U23            0.000         0.000         0.000         0.000         0.000
 U33            0.000         0.000         0.000         0.000         0.000


           THETA
              U32           U13           U23           U33
              ________      ________      ________      ________
 U32            1.000
 U13            0.000         1.000
 U23            0.000         0.000         1.000
 U33            0.000         0.000         0.000         1.000


           ALPHA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W            0.000         0.000         0.000         0.000         0.000
 F2W            0.000         0.000         0.000         0.000         0.000
 F3W            0.000         0.000         0.000         0.000         0.000
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 F1B            0.000         0.000         0.000         0.000         0.000
 F2B            0.000         0.000         0.000         0.000         0.000
 F3B            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


           BETA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1W            0.000         0.000         0.000         0.000         0.000
 F2W            0.000         0.000         0.000         0.000         0.000
 F3W            0.000         0.000         0.000         0.000         0.000
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 F1B            0.000         0.000         0.000         1.000         0.000
 F2B            0.000         0.000         0.000         1.000         1.000
 F3B            0.000         0.000         0.000         1.000         2.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


           PSI
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W            0.000
 F2W            0.000         0.000
 F3W            0.000         0.000         0.000
 IW             0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 F1B            0.000         0.000         0.000         0.000         0.000
 F2B            0.000         0.000         0.000         0.000         0.000
 F3B            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


           PSI
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1B            0.050
 F2B            0.000         0.050
 F3B            0.000         0.000         0.050
 IB             0.000         0.000         0.000         0.050
 SB             0.000         0.000         0.000         0.000         0.050


TECHNICAL 8 OUTPUT

  UNIVARIATE ESTIMATION FOR U11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62402686D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.62011331D+03    3.9135481    0.0062714   1000.000              FS
     3 -0.61710370D+03    3.0096114    0.0048533   1000.000              FS
     4 -0.61516818D+03    1.9355202    0.0031365   1000.000              FS
     5 -0.61430004D+03    0.8681388    0.0014112   1000.000              FS
     6 -0.61413178D+03    0.1682647    0.0002739   1000.000              FS
     7 -0.61412843D+03    0.0033456    0.0000054   1000.000              FS
     8 -0.61412857D+03   -0.0001440   -0.0000002   1000.000              EM

  UNIVARIATE ESTIMATION FOR U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60673447D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60148746D+03    5.2470039    0.0086479   1000.000              FS
     3 -0.59748481D+03    4.0026502    0.0066546   1000.000              FS
     4 -0.59456557D+03    2.9192426    0.0048859   1000.000              FS
     5 -0.59246886D+03    2.0967126    0.0035265   1000.000              FS
     6 -0.59111724D+03    1.3516141    0.0022813   1000.000              FS
     7 -0.59049083D+03    0.6264144    0.0010597   1000.000              FS
     8 -0.59032132D+03    0.1695113    0.0002871   1000.000              FS
     9 -0.59030273D+03    0.0185912    0.0000315   1000.000              FS
    10 -0.59030206D+03    0.0006687    0.0000011   1000.000              FS
    11 -0.59030206D+03   -0.0000065    0.0000000   1000.000              EM

  UNIVARIATE ESTIMATION FOR U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61081745D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60636777D+03    4.4496748    0.0072848   1000.000              FS
     3 -0.60245107D+03    3.9167042    0.0064593   1000.000              FS
     4 -0.59920507D+03    3.2459939    0.0053880   1000.000              FS
     5 -0.59669338D+03    2.5116917    0.0041917   1000.000              FS
     6 -0.59493980D+03    1.7535877    0.0029388   1000.000              FS
     7 -0.59388865D+03    1.0511480    0.0017668   1000.000              FS
     8 -0.59338123D+03    0.5074219    0.0008544   1000.000              FS
     9 -0.59319612D+03    0.1851007    0.0003119   1000.000              FS
    10 -0.59314660D+03    0.0495235    0.0000835   1000.000              FS
    11 -0.59313659D+03    0.0100064    0.0000169   1000.000              FS
    12 -0.59313498D+03    0.0016106    0.0000027   1000.000              FS
    13 -0.59313479D+03    0.0001971    0.0000003   1000.000              FS

  UNIVARIATE ESTIMATION FOR U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57644548D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.56498718D+03   11.4583002    0.0198775   1000.000              FS
     3 -0.56017279D+03    4.8143832    0.0085212   1000.000              FS
     4 -0.55578284D+03    4.3899548    0.0078368   1000.000              FS
     5 -0.55176838D+03    4.0144564    0.0072231   1000.000              FS
     6 -0.54812437D+03    3.6440095    0.0066042   1000.000              FS
     7 -0.54489146D+03    3.2329113    0.0058981   1000.000              FS
     8 -0.54210258D+03    2.7888816    0.0051182   1000.000              FS
     9 -0.53979053D+03    2.3120501    0.0042650   1000.000              FS
    10 -0.53797434D+03    1.8161910    0.0033646   1000.000              FS
    11 -0.53665222D+03    1.3221155    0.0024576   1000.000              FS
    12 -0.53578335D+03    0.8688697    0.0016191   1000.000              FS
    13 -0.53528653D+03    0.4968269    0.0009273   1000.000              FS
    14 -0.53504512D+03    0.2414045    0.0004510   1000.000              FS
    15 -0.53495072D+03    0.0943998    0.0001764   1000.000              FS
    16 -0.53493217D+03    0.0185571    0.0000347   1000.000              FS
    17 -0.53492223D+03    0.0099395    0.0000186   1000.000              EM
    18 -0.53491611D+03    0.0061167    0.0000114   1000.000              EM
    19 -0.53491224D+03    0.0038663    0.0000072   1000.000              EM
    20 -0.53490977D+03    0.0024774    0.0000046   1000.000              EM
    21 -0.53490815D+03    0.0016138    0.0000030   1000.000              EM
    22 -0.53490708D+03    0.0010728    0.0000020   1000.000              EM
    23 -0.53490635D+03    0.0007304    0.0000014   1000.000              EM
    24 -0.53490584D+03    0.0005117    0.0000010   1000.000              EM

  UNIVARIATE ESTIMATION FOR U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50526239D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.49284560D+03   12.4167898    0.0245749   1000.000              FS
     3 -0.48281092D+03   10.0346833    0.0203607   1000.000              FS
     4 -0.47329707D+03    9.5138502    0.0197051   1000.000              FS
     5 -0.46435501D+03    8.9420607    0.0188931   1000.000              FS
     6 -0.45609539D+03    8.2596215    0.0177873   1000.000              FS
     7 -0.44868405D+03    7.4113398    0.0162495   1000.000              FS
     8 -0.44235432D+03    6.3297219    0.0141073   1000.000              FS
     9 -0.43741522D+03    4.9391024    0.0111655   1000.000              FS
    10 -0.43419943D+03    3.2157947    0.0073518   1000.000              FS
    11 -0.43279219D+03    1.4072334    0.0032410   1000.000              FS
    12 -0.43254157D+03    0.2506203    0.0005791   1000.000              FS
    13 -0.43253606D+03    0.0055123    0.0000127   1000.000              FS
    14 -0.43253654D+03   -0.0004825   -0.0000011   1000.000              EM

  UNIVARIATE ESTIMATION FOR U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59215707D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.58548289D+03    6.6741849    0.0112710   1000.000              FS
     3 -0.57968389D+03    5.7989992    0.0099046   1000.000              FS
     4 -0.57490744D+03    4.7764461    0.0082397   1000.000              FS
     5 -0.57134249D+03    3.5649516    0.0062009   1000.000              FS
     6 -0.56910853D+03    2.2339543    0.0039100   1000.000              FS
     7 -0.56808863D+03    1.0199001    0.0017921   1000.000              FS
     8 -0.56781841D+03    0.2702262    0.0004757   1000.000              FS
     9 -0.56778587D+03    0.0325337    0.0000573   1000.000              FS
    10 -0.56778431D+03    0.0015673    0.0000028   1000.000              FS
    11 -0.56778441D+03   -0.0001078   -0.0000002   1000.000              EM

  UNIVARIATE ESTIMATION FOR U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53328355D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.52099187D+03   12.2916770    0.0230490   1000.000              FS
     3 -0.51066814D+03   10.3237273    0.0198155   1000.000              FS
     4 -0.50165638D+03    9.0117614    0.0176470   1000.000              FS
     5 -0.49394437D+03    7.7120074    0.0153731   1000.000              FS
     6 -0.48762325D+03    6.3211218    0.0127972   1000.000              FS
     7 -0.48282297D+03    4.8002842    0.0098442   1000.000              FS
     8 -0.47961888D+03    3.2040898    0.0066362   1000.000              FS
     9 -0.47788331D+03    1.7355679    0.0036186   1000.000              FS
    10 -0.47718698D+03    0.6963300    0.0014571   1000.000              FS
    11 -0.47698632D+03    0.2006640    0.0004205   1000.000              FS
    12 -0.47694196D+03    0.0443542    0.0000930   1000.000              FS
    13 -0.47693437D+03    0.0075869    0.0000159   1000.000              FS
    14 -0.47693344D+03    0.0009373    0.0000020   1000.000              FS
    15 -0.47693339D+03    0.0000480    0.0000001   1000.000              FS

  UNIVARIATE ESTIMATION FOR U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49227615D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.47309882D+03   19.1773269    0.0389564   1000.000              FS
     3 -0.45693755D+03   16.1612664    0.0341604   1000.000              FS
     4 -0.44443565D+03   12.5019006    0.0273602   1000.000              FS
     5 -0.43462529D+03    9.8103644    0.0220738   1000.000              FS
     6 -0.42680954D+03    7.8157454    0.0179827   1000.000              FS
     7 -0.42080329D+03    6.0062521    0.0140724   1000.000              FS
     8 -0.41653196D+03    4.2713315    0.0101504   1000.000              FS
     9 -0.41382220D+03    2.7097554    0.0065055   1000.000              FS
    10 -0.41233349D+03    1.4887167    0.0035975   1000.000              FS
    11 -0.41163881D+03    0.6946805    0.0016848   1000.000              FS
    12 -0.41137145D+03    0.2673536    0.0006495   1000.000              FS
    13 -0.41129181D+03    0.0796460    0.0001936   1000.000              FS
    14 -0.41127419D+03    0.0176194    0.0000428   1000.000              FS
    15 -0.41127118D+03    0.0030031    0.0000073   1000.000              FS
    16 -0.41127079D+03    0.0003923    0.0000010   1000.000              FS

  UNIVARIATE ESTIMATION FOR U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59212935D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.58428135D+03    7.8479997    0.0132539   1000.000              FS
     3 -0.57920475D+03    5.0765927    0.0086886   1000.000              FS
     4 -0.57475741D+03    4.4473405    0.0076784   1000.000              FS
     5 -0.57096340D+03    3.7940118    0.0066011   1000.000              FS
     6 -0.56792256D+03    3.0408381    0.0053258   1000.000              FS
     7 -0.56569317D+03    2.2293934    0.0039255   1000.000              FS
     8 -0.56427124D+03    1.4219329    0.0025136   1000.000              FS
     9 -0.56353877D+03    0.7324709    0.0012981   1000.000              FS
    10 -0.56326156D+03    0.2772093    0.0004919   1000.000              FS
    11 -0.56319026D+03    0.0712976    0.0001266   1000.000              FS
    12 -0.56317784D+03    0.0124219    0.0000221   1000.000              FS
    13 -0.56317629D+03    0.0015490    0.0000028   1000.000              FS
    14 -0.56317617D+03    0.0001193    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12166413D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11879047D+04   28.7365854    0.0236196   1000.000              FS
     3 -0.11722845D+04   15.6202058    0.0131494   1000.000              FS
     4 -0.11577831D+04   14.5014007    0.0123702   1000.000              FS
     5 -0.11457104D+04   12.0726990    0.0104274   1000.000              FS
     6 -0.11392295D+04    6.4809050    0.0056567   1000.000              FS
     7 -0.11388696D+04    0.3599491    0.0003160   1000.000              FS
     8 -0.11388292D+04    0.0403701    0.0000354   1000.000              FS
     9 -0.11388282D+04    0.0009841    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12056806D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11925616D+04   13.1189501    0.0108809   1000.000              FS
     3 -0.11799281D+04   12.6335595    0.0105936   1000.000              FS
     4 -0.11702139D+04    9.7141870    0.0082329   1000.000              FS
     5 -0.11657415D+04    4.4723838    0.0038219   1000.000              FS
     6 -0.11652353D+04    0.5062515    0.0004343   1000.000              FS
     7 -0.11652199D+04    0.0153765    0.0000132   1000.000              FS
     8 -0.11652194D+04    0.0005304    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11916810D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11691562D+04   22.5247838    0.0189017   1000.000              FS
     3 -0.11551395D+04   14.0167758    0.0119888   1000.000              FS
     4 -0.11430358D+04   12.1036512    0.0104781   1000.000              FS
     5 -0.11341124D+04    8.9234059    0.0078068   1000.000              FS
     6 -0.11309209D+04    3.1914718    0.0028141   1000.000              FS
     7 -0.11308677D+04    0.0532362    0.0000471   1000.000              FS
     8 -0.11308645D+04    0.0032232    0.0000029   1000.000              FS
     9 -0.11308641D+04    0.0003500    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11547611D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11384640D+04   16.2971400    0.0141130   1000.000              FS
     3 -0.11335841D+04    4.8798454    0.0042863   1000.000              FS
     4 -0.11324231D+04    1.1610671    0.0010242   1000.000              FS
     5 -0.11324170D+04    0.0060911    0.0000054   1000.000              FS
     6 -0.11324170D+04   -0.0000844   -0.0000001   1000.000              EM

  BIVARIATE ESTIMATION FOR U21 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11407615D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11113030D+04   29.4584798    0.0258235   1000.000              FS
     3 -0.10998973D+04   11.4057371    0.0102634   1000.000              FS
     4 -0.10918080D+04    8.0892955    0.0073546   1000.000              FS
     5 -0.10895857D+04    2.2223457    0.0020355   1000.000              FS
     6 -0.10895550D+04    0.0306874    0.0000282   1000.000              FS
     7 -0.10895510D+04    0.0039857    0.0000037   1000.000              FS
     8 -0.10895504D+04    0.0005542    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11298008D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11163544D+04   13.4463980    0.0119016   1000.000              FS
     3 -0.11100779D+04    6.2764690    0.0056223   1000.000              FS
     4 -0.11061559D+04    3.9219992    0.0035331   1000.000              FS
     5 -0.11058080D+04    0.3479654    0.0003146   1000.000              FS
     6 -0.11057821D+04    0.0258594    0.0000234   1000.000              FS
     7 -0.11057814D+04    0.0006715    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10561267D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10391319D+04   16.9947621    0.0160916   1000.000              FS
     3 -0.10377790D+04    1.3529227    0.0013020   1000.000              FS
     4 -0.10374805D+04    0.2985064    0.0002876   1000.000              FS
     5 -0.10374633D+04    0.0171479    0.0000165   1000.000              FS
     6 -0.10374418D+04    0.0215345    0.0000208   1000.000              FS
     7 -0.10374143D+04    0.0275084    0.0000265   1000.000              EM
     8 -0.10374140D+04    0.0002870    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10421271D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10161963D+04   25.9308300    0.0248826   1000.000              FS
     3 -0.10113458D+04    4.8504500    0.0047731   1000.000              FS
     4 -0.10095789D+04    1.7668863    0.0017471   1000.000              FS
     5 -0.10092509D+04    0.3280614    0.0003249   1000.000              FS
     6 -0.10092227D+04    0.0282144    0.0000280   1000.000              FS
     7 -0.10092208D+04    0.0018627    0.0000018   1000.000              FS
     8 -0.10092207D+04    0.0001143    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10311664D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10189846D+04   12.1817603    0.0118136   1000.000              FS
     3 -0.10169657D+04    2.0189390    0.0019813   1000.000              FS
     4 -0.10168821D+04    0.0835847    0.0000822   1000.000              FS
     5 -0.10168784D+04    0.0036972    0.0000036   1000.000              FS
     6 -0.10168780D+04    0.0003961    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.98024689D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.95456647D+03   25.6804107    0.0261979   1000.000              FS
     3 -0.94284686D+03   11.7196108    0.0122774   1000.000              FS
     4 -0.93304974D+03    9.7971248    0.0103910   1000.000              FS
     5 -0.92626910D+03    6.7806403    0.0072672   1000.000              FS
     6 -0.92445385D+03    1.8152493    0.0019597   1000.000              FS
     7 -0.92444870D+03    0.0051452    0.0000056   1000.000              FS
     8 -0.92444856D+03    0.0001418    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11888333D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11737267D+04   15.1065616    0.0127070   1000.000              FS
     3 -0.11703414D+04    3.3853170    0.0028842   1000.000              FS
     4 -0.11701896D+04    0.1518488    0.0001297   1000.000              FS
     5 -0.11701896D+04   -0.0000181    0.0000000   1000.000              EM

  BIVARIATE ESTIMATION FOR U21 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11748337D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11477988D+04   27.0349400    0.0230117   1000.000              FS
     3 -0.11413768D+04    6.4219753    0.0055950   1000.000              FS
     4 -0.11400621D+04    1.3147003    0.0011519   1000.000              FS
     5 -0.11399512D+04    0.1109407    0.0000973   1000.000              FS
     6 -0.11399248D+04    0.0263440    0.0000231   1000.000              FS
     7 -0.11399194D+04    0.0053879    0.0000047   1000.000              FS
     8 -0.11399184D+04    0.0010494    0.0000009   1000.000              FS
     9 -0.11399182D+04    0.0001994    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11638730D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11517082D+04   12.1647783    0.0104520   1000.000              FS
     3 -0.11483125D+04    3.3956777    0.0029484   1000.000              FS
     4 -0.11467711D+04    1.5414237    0.0013423   1000.000              FS
     5 -0.11466949D+04    0.0762031    0.0000665   1000.000              FS
     6 -0.11464997D+04    0.1952429    0.0001703   1000.000              EM
     7 -0.11464934D+04    0.0062951    0.0000055   1000.000              EM
     8 -0.11464932D+04    0.0001389    0.0000001   1000.000              QN
     9 -0.11464932D+04    0.0000091    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11129535D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10893506D+04   23.6028643    0.0212074   1000.000              FS
     3 -0.10771067D+04   12.2438874    0.0112396   1000.000              FS
     4 -0.10661542D+04   10.9525763    0.0101685   1000.000              FS
     5 -0.10565297D+04    9.6244928    0.0090273   1000.000              FS
     6 -0.10489432D+04    7.5864821    0.0071806   1000.000              FS
     7 -0.10444673D+04    4.4758800    0.0042670   1000.000              FS
     8 -0.10432188D+04    1.2485366    0.0011954   1000.000              FS
     9 -0.10431349D+04    0.0838262    0.0000804   1000.000              FS
    10 -0.10431328D+04    0.0021637    0.0000021   1000.000              FS
    11 -0.10431327D+04    0.0000377    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10143191D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.98914386D+03   25.1752123    0.0248198   1000.000              FS
     3 -0.97847702D+03   10.6668366    0.0107839   1000.000              FS
     4 -0.96980368D+03    8.6733377    0.0088641   1000.000              FS
     5 -0.96318732D+03    6.6163618    0.0068224   1000.000              FS
     6 -0.95917109D+03    4.0162357    0.0041697   1000.000              FS
     7 -0.95751337D+03    1.6577182    0.0017283   1000.000              FS
     8 -0.95705526D+03    0.4581132    0.0004784   1000.000              FS
     9 -0.95694866D+03    0.1065915    0.0001114   1000.000              FS
    10 -0.95692408D+03    0.0245811    0.0000257   1000.000              FS
    11 -0.95691831D+03    0.0057731    0.0000060   1000.000              FS
    12 -0.95691694D+03    0.0013709    0.0000014   1000.000              FS
    13 -0.95691661D+03    0.0003258    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10966566D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10820036D+04   14.6530852    0.0133616   1000.000              FS
     3 -0.10802536D+04    1.7499850    0.0016174   1000.000              FS
     4 -0.10798573D+04    0.3963038    0.0003669   1000.000              FS
     5 -0.10798253D+04    0.0320165    0.0000296   1000.000              FS
     6 -0.10797930D+04    0.0322629    0.0000299   1000.000              FS
     7 -0.10797250D+04    0.0679899    0.0000630   1000.000              EM
     8 -0.10797249D+04    0.0000739    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10826571D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10578830D+04   24.7741116    0.0228827   1000.000              FS
     3 -0.10534579D+04    4.4250585    0.0041829   1000.000              FS
     4 -0.10522756D+04    1.1823161    0.0011223   1000.000              FS
     5 -0.10522283D+04    0.0473082    0.0000450   1000.000              FS
     6 -0.10522270D+04    0.0012292    0.0000012   1000.000              FS
     7 -0.10522270D+04    0.0000684    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10716963D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10591322D+04   12.5640983    0.0117236   1000.000              FS
     3 -0.10522055D+04    6.9267261    0.0065400   1000.000              FS
     4 -0.10512335D+04    0.9720355    0.0009238   1000.000              FS
     5 -0.10512142D+04    0.0193292    0.0000184   1000.000              FS
     6 -0.10512139D+04    0.0002103    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10207768D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10022603D+04   18.5165793    0.0181397   1000.000              FS
     3 -0.99272479D+03    9.5354755    0.0095140   1000.000              FS
     4 -0.98483553D+03    7.8892621    0.0079471   1000.000              FS
     5 -0.97864857D+03    6.1869620    0.0062822   1000.000              FS
     6 -0.97449087D+03    4.1576951    0.0042484   1000.000              FS
     7 -0.97230123D+03    2.1896453    0.0022470   1000.000              FS
     8 -0.97143468D+03    0.8665529    0.0008912   1000.000              FS
     9 -0.97115798D+03    0.2767017    0.0002848   1000.000              FS
    10 -0.97107777D+03    0.0802059    0.0000826   1000.000              FS
    11 -0.97105517D+03    0.0225955    0.0000233   1000.000              FS
    12 -0.97104885D+03    0.0063254    0.0000065   1000.000              FS
    13 -0.97104708D+03    0.0017669    0.0000018   1000.000              FS
    14 -0.97104659D+03    0.0004917    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.92214243D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.89685542D+03   25.2870095    0.0274220   1000.000              FS
     3 -0.88483465D+03   12.0207660    0.0134032   1000.000              FS
     4 -0.87439402D+03   10.4406346    0.0117995   1000.000              FS
     5 -0.86586232D+03    8.5317000    0.0097573   1000.000              FS
     6 -0.86071360D+03    5.1487120    0.0059463   1000.000              FS
     7 -0.85948116D+03    1.2324471    0.0014319   1000.000              FS
     8 -0.85943588D+03    0.0452755    0.0000527   1000.000              FS
     9 -0.85943480D+03    0.0010803    0.0000013   1000.000              FS
    10 -0.85943479D+03    0.0000142    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10548490D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10323038D+04   22.5452099    0.0213729   1000.000              FS
     3 -0.10209130D+04   11.3908511    0.0110344   1000.000              FS
     4 -0.10110470D+04    9.8659468    0.0096638   1000.000              FS
     5 -0.10038640D+04    7.1830323    0.0071045   1000.000              FS
     6 -0.10006920D+04    3.1719878    0.0031598   1000.000              FS
     7 -0.10003182D+04    0.3738259    0.0003736   1000.000              FS
     8 -0.10003092D+04    0.0089627    0.0000090   1000.000              FS
     9 -0.10003089D+04    0.0003106    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10276023D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10211355D+04    6.4667427    0.0062930   1000.000              FS
     3 -0.10204721D+04    0.6634329    0.0006497   1000.000              FS
     4 -0.10203963D+04    0.0757695    0.0000742   1000.000              FS
     5 -0.10203842D+04    0.0121101    0.0000119   1000.000              FS
     6 -0.10203790D+04    0.0051783    0.0000051   1000.000              FS
     7 -0.10203777D+04    0.0013348    0.0000013   1000.000              FS
     8 -0.10203770D+04    0.0006730    0.0000007   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10136027D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99693900D+03   16.6636848    0.0164401   1000.000              FS
     3 -0.99672039D+03    0.2186079    0.0002193   1000.000              FS
     4 -0.99671147D+03    0.0089203    0.0000089   1000.000              FS
     5 -0.99670905D+03    0.0024205    0.0000024   1000.000              FS
     6 -0.99670557D+03    0.0034791    0.0000035   1000.000              FS
     7 -0.99667962D+03    0.0259481    0.0000260   1000.000              EM
     8 -0.99667786D+03    0.0017629    0.0000018   1000.000              QN
     9 -0.99667785D+03    0.0000137    0.0000000   1000.000              EM

  BIVARIATE ESTIMATION FOR U31 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10026420D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10004643D+04    2.1776462    0.0021719   1000.000              FS
     3 -0.99973515D+03    0.7291681    0.0007288   1000.000              FS
     4 -0.99973175D+03    0.0033946    0.0000034   1000.000              FS
     5 -0.99973119D+03    0.0005641    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.95172247D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.93594282D+03   15.7796500    0.0165801   1000.000              FS
     3 -0.92581784D+03   10.1249792    0.0108179   1000.000              FS
     4 -0.91766680D+03    8.1510420    0.0088042   1000.000              FS
     5 -0.91249779D+03    5.1690103    0.0056328   1000.000              FS
     6 -0.91122442D+03    1.2733652    0.0013955   1000.000              FS
     7 -0.91118623D+03    0.0381981    0.0000419   1000.000              FS
     8 -0.91118579D+03    0.0004305    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.85308805D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.83441246D+03   18.6755901    0.0218917   1000.000              FS
     3 -0.82536881D+03    9.0436472    0.0108383   1000.000              FS
     4 -0.81821074D+03    7.1580681    0.0086726   1000.000              FS
     5 -0.81333516D+03    4.8755860    0.0059588   1000.000              FS
     6 -0.81139526D+03    1.9398978    0.0023851   1000.000              FS
     7 -0.81121085D+03    0.1844119    0.0002273   1000.000              FS
     8 -0.81120941D+03    0.0014334    0.0000018   1000.000              FS
     9 -0.81120938D+03    0.0000281    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.98579466D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.96669434D+03   19.1003154    0.0193756   1000.000              FS
     3 -0.95731467D+03    9.3796739    0.0097028   1000.000              FS
     4 -0.95057894D+03    6.7357295    0.0070361   1000.000              FS
     5 -0.94717920D+03    3.3997394    0.0035765   1000.000              FS
     6 -0.94614707D+03    1.0321300    0.0010897   1000.000              FS
     7 -0.94606894D+03    0.0781250    0.0000826   1000.000              FS
     8 -0.94605591D+03    0.0130347    0.0000138   1000.000              EM
     9 -0.94605519D+03    0.0007180    0.0000008   1000.000              EM

  BIVARIATE ESTIMATION FOR U13 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.89361801D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.87300540D+03   20.6126124    0.0230665   1000.000              FS
     3 -0.85762023D+03   15.3851730    0.0176232   1000.000              FS
     4 -0.84480067D+03   12.8195604    0.0149478   1000.000              FS
     5 -0.83123899D+03   13.5616737    0.0160531   1000.000              FS
     6 -0.81910345D+03   12.1355454    0.0145993   1000.000              FS
     7 -0.80949640D+03    9.6070501    0.0117287   1000.000              FS
     8 -0.80595988D+03    3.5365181    0.0043688   1000.000              FS
     9 -0.80595981D+03    0.0000710    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11789365D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11692836D+04    9.6529746    0.0081879   1000.000              FS
     3 -0.11675402D+04    1.7433449    0.0014910   1000.000              FS
     4 -0.11671212D+04    0.4190182    0.0003589   1000.000              FS
     5 -0.11670729D+04    0.0483335    0.0000414   1000.000              FS
     6 -0.11670631D+04    0.0097672    0.0000084   1000.000              FS
     7 -0.11670011D+04    0.0620371    0.0000532   1000.000              EM
     8 -0.11669994D+04    0.0017046    0.0000015   1000.000              EM
     9 -0.11669994D+04    0.0000016    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11649370D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11435024D+04   21.4345654    0.0183998   1000.000              FS
     3 -0.11401212D+04    3.3811999    0.0029569   1000.000              FS
     4 -0.11400244D+04    0.0967684    0.0000849   1000.000              FS
     5 -0.11398249D+04    0.1995754    0.0001751   1000.000              EM
     6 -0.11398239D+04    0.0009715    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11539762D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11487902D+04    5.1860374    0.0044941   1000.000              FS
     3 -0.11444238D+04    4.3663722    0.0038008   1000.000              FS
     4 -0.11435123D+04    0.9114860    0.0007965   1000.000              FS
     5 -0.11434943D+04    0.0180498    0.0000158   1000.000              FS
     6 -0.11434942D+04    0.0000949    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11030567D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10870105D+04   16.0462886    0.0145471   1000.000              FS
     3 -0.10763496D+04   10.6608446    0.0098075   1000.000              FS
     4 -0.10685254D+04    7.8241975    0.0072692   1000.000              FS
     5 -0.10654884D+04    3.0370152    0.0028422   1000.000              FS
     6 -0.10653618D+04    0.1265945    0.0001188   1000.000              FS
     7 -0.10653364D+04    0.0253846    0.0000238   1000.000              FS
     8 -0.10653324D+04    0.0040037    0.0000038   1000.000              FS
     9 -0.10653318D+04    0.0005794    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10044223D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.98261523D+03   21.8070951    0.0217111   1000.000              FS
     3 -0.96966907D+03   12.9461589    0.0131752   1000.000              FS
     4 -0.95955785D+03   10.1112142    0.0104275   1000.000              FS
     5 -0.95574621D+03    3.8116406    0.0039723   1000.000              FS
     6 -0.95481813D+03    0.9280796    0.0009711   1000.000              FS
     7 -0.95472000D+03    0.0981370    0.0001028   1000.000              FS
     8 -0.95470631D+03    0.0136823    0.0000143   1000.000              FS
     9 -0.95470332D+03    0.0029942    0.0000031   1000.000              FS
    10 -0.95470220D+03    0.0011209    0.0000012   1000.000              FS
    11 -0.95470179D+03    0.0004126    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11371289D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11154595D+04   21.6694730    0.0190563   1000.000              FS
     3 -0.11016338D+04   13.8256205    0.0123946   1000.000              FS
     4 -0.10926581D+04    8.9757723    0.0081477   1000.000              FS
     5 -0.10914302D+04    1.2278560    0.0011237   1000.000              FS
     6 -0.10911789D+04    0.2513448    0.0002303   1000.000              FS
     7 -0.10911414D+04    0.0374609    0.0000343   1000.000              FS
     8 -0.10911175D+04    0.0238818    0.0000219   1000.000              FS
     9 -0.10911112D+04    0.0063084    0.0000058   1000.000              FS
    10 -0.10911082D+04    0.0029741    0.0000027   1000.000              FS
    11 -0.10911072D+04    0.0010321    0.0000009   1000.000              FS
    12 -0.10911068D+04    0.0004266    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10449523D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10242018D+04   20.7504437    0.0198578   1000.000              FS
     3 -0.10082942D+04   15.9076149    0.0155317   1000.000              FS
     4 -0.99366713D+03   14.6270951    0.0145068   1000.000              FS
     5 -0.97955599D+03   14.1111429    0.0142011   1000.000              FS
     6 -0.96664300D+03   12.9129912    0.0131825   1000.000              FS
     7 -0.95608973D+03   10.5532719    0.0109174   1000.000              FS
     8 -0.95094297D+03    5.1467524    0.0053831   1000.000              FS
     9 -0.95047694D+03    0.4660368    0.0004901   1000.000              FS
    10 -0.95045105D+03    0.0258895    0.0000272   1000.000              FS
    11 -0.95045080D+03    0.0002437    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U23 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.97589791D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.95953429D+03   16.3636164    0.0167678   1000.000              FS
     3 -0.94447303D+03   15.0612606    0.0156964   1000.000              FS
     4 -0.93111223D+03   13.3607971    0.0141463   1000.000              FS
     5 -0.91890749D+03   12.2047458    0.0131077   1000.000              FS
     6 -0.90993961D+03    8.9678742    0.0097593   1000.000              FS
     7 -0.90633350D+03    3.6061127    0.0039630   1000.000              FS
     8 -0.90618245D+03    0.1510489    0.0001667   1000.000              FS
     9 -0.90618055D+03    0.0018979    0.0000021   1000.000              FS
    10 -0.90618061D+03   -0.0000520   -0.0000001   1000.000              EM

  UNIVARIATE ESTIMATION FOR U11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62402686D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.62011331D+03    3.9135481    0.0062714   1000.000              FS
     3 -0.61710370D+03    3.0096114    0.0048533   1000.000              FS
     4 -0.61516818D+03    1.9355202    0.0031365   1000.000              FS
     5 -0.61430004D+03    0.8681388    0.0014112   1000.000              FS
     6 -0.61413178D+03    0.1682647    0.0002739   1000.000              FS
     7 -0.61412843D+03    0.0033456    0.0000054   1000.000              FS
     8 -0.61412857D+03   -0.0001440   -0.0000002   1000.000              EM

  UNIVARIATE ESTIMATION FOR U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60673447D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60148746D+03    5.2470039    0.0086479   1000.000              FS
     3 -0.59748481D+03    4.0026502    0.0066546   1000.000              FS
     4 -0.59456557D+03    2.9192426    0.0048859   1000.000              FS
     5 -0.59246886D+03    2.0967126    0.0035265   1000.000              FS
     6 -0.59111724D+03    1.3516141    0.0022813   1000.000              FS
     7 -0.59049083D+03    0.6264144    0.0010597   1000.000              FS
     8 -0.59032132D+03    0.1695113    0.0002871   1000.000              FS
     9 -0.59030273D+03    0.0185912    0.0000315   1000.000              FS
    10 -0.59030206D+03    0.0006687    0.0000011   1000.000              FS
    11 -0.59030206D+03   -0.0000065    0.0000000   1000.000              EM

  UNIVARIATE ESTIMATION FOR U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61081745D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60636777D+03    4.4496748    0.0072848   1000.000              FS
     3 -0.60245107D+03    3.9167042    0.0064593   1000.000              FS
     4 -0.59920507D+03    3.2459939    0.0053880   1000.000              FS
     5 -0.59669338D+03    2.5116917    0.0041917   1000.000              FS
     6 -0.59493980D+03    1.7535877    0.0029388   1000.000              FS
     7 -0.59388865D+03    1.0511480    0.0017668   1000.000              FS
     8 -0.59338123D+03    0.5074219    0.0008544   1000.000              FS
     9 -0.59319612D+03    0.1851007    0.0003119   1000.000              FS
    10 -0.59314660D+03    0.0495235    0.0000835   1000.000              FS
    11 -0.59313659D+03    0.0100064    0.0000169   1000.000              FS
    12 -0.59313498D+03    0.0016106    0.0000027   1000.000              FS
    13 -0.59313479D+03    0.0001971    0.0000003   1000.000              FS

  UNIVARIATE ESTIMATION FOR U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57832924D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.56693980D+03   11.3894383    0.0196937   1000.000              FS
     3 -0.56217930D+03    4.7604966    0.0083968   1000.000              FS
     4 -0.55784167D+03    4.3376360    0.0077158   1000.000              FS
     5 -0.55392545D+03    3.9162224    0.0070203   1000.000              FS
     6 -0.55036161D+03    3.5638368    0.0064338   1000.000              FS
     7 -0.54723505D+03    3.1265590    0.0056809   1000.000              FS
     8 -0.54454826D+03    2.6867847    0.0049097   1000.000              FS
     9 -0.54237352D+03    2.1747416    0.0039937   1000.000              FS
    10 -0.54068947D+03    1.6840510    0.0031050   1000.000              FS
    11 -0.53955775D+03    1.1317217    0.0020931   1000.000              FS
    12 -0.53889197D+03    0.6657827    0.0012339   1000.000              FS
    13 -0.53878281D+03    0.1091554    0.0002026   1000.000              FS
    14 -0.53871459D+03    0.0682245    0.0001266   1000.000              EM
    15 -0.53865661D+03    0.0579772    0.0001076   1000.000              EM
    16 -0.53860705D+03    0.0495593    0.0000920   1000.000              EM
    17 -0.53856431D+03    0.0427393    0.0000794   1000.000              EM
    18 -0.53852721D+03    0.0370983    0.0000689   1000.000              EM
    19 -0.53849486D+03    0.0323536    0.0000601   1000.000              EM
    20 -0.53846656D+03    0.0282973    0.0000525   1000.000              EM
    21 -0.53844174D+03    0.0248200    0.0000461   1000.000              EM
    22 -0.53841994D+03    0.0218046    0.0000405   1000.000              EM
    23 -0.53840076D+03    0.0191751    0.0000356   1000.000              EM
    24 -0.53838389D+03    0.0168731    0.0000313   1000.000              EM
    25 -0.53836904D+03    0.0148525    0.0000276   1000.000              EM
    26 -0.53835596D+03    0.0130754    0.0000243   1000.000              EM
    27 -0.53834445D+03    0.0115107    0.0000214   1000.000              EM
    28 -0.53833432D+03    0.0101319    0.0000188   1000.000              EM
    29 -0.53832540D+03    0.0089165    0.0000166   1000.000              EM
    30 -0.53831756D+03    0.0078449    0.0000146   1000.000              EM
    31 -0.53831066D+03    0.0069002    0.0000128   1000.000              EM
    32 -0.53830459D+03    0.0060674    0.0000113   1000.000              EM
    33 -0.53829926D+03    0.0053336    0.0000099   1000.000              EM
    34 -0.53829457D+03    0.0046870    0.0000087   1000.000              EM
    35 -0.53829045D+03    0.0041175    0.0000076   1000.000              EM
    36 -0.53828684D+03    0.0036162    0.0000067   1000.000              EM
    37 -0.53828366D+03    0.0031749    0.0000059   1000.000              EM
    38 -0.53828087D+03    0.0027868    0.0000052   1000.000              EM
    39 -0.53827843D+03    0.0024454    0.0000045   1000.000              EM
    40 -0.53827628D+03    0.0021452    0.0000040   1000.000              EM
    41 -0.53827440D+03    0.0018814    0.0000035   1000.000              EM
    42 -0.53827275D+03    0.0016497    0.0000031   1000.000              EM
    43 -0.53827131D+03    0.0014462    0.0000027   1000.000              EM
    44 -0.53827004D+03    0.0012674    0.0000024   1000.000              EM
    45 -0.53826893D+03    0.0011106    0.0000021   1000.000              EM
    46 -0.53826796D+03    0.0009729    0.0000018   1000.000              EM
    47 -0.53826710D+03    0.0008522    0.0000016   1000.000              EM
    48 -0.53826636D+03    0.0007463    0.0000014   1000.000              EM
    49 -0.53826570D+03    0.0006534    0.0000012   1000.000              EM
    50 -0.53826513D+03    0.0005720    0.0000011   1000.000              EM
    51 -0.53826463D+03    0.0005007    0.0000009   1000.000              EM

  UNIVARIATE ESTIMATION FOR U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49521640D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.48365799D+03   11.5584135    0.0233401   1000.000              FS
     3 -0.47295277D+03   10.7052244    0.0221339   1000.000              FS
     4 -0.46272867D+03   10.2240971    0.0216176   1000.000              FS
     5 -0.45306770D+03    9.6609732    0.0208783   1000.000              FS
     6 -0.44410126D+03    8.9664352    0.0197905   1000.000              FS
     7 -0.43602310D+03    8.0781636    0.0181899   1000.000              FS
     8 -0.42911439D+03    6.9087054    0.0158448   1000.000              FS
     9 -0.42376788D+03    5.3465090    0.0124594   1000.000              FS
    10 -0.42043516D+03    3.3327246    0.0078645   1000.000              FS
    11 -0.41921143D+03    1.2237281    0.0029106   1000.000              FS
    12 -0.41909358D+03    0.1178452    0.0002811   1000.000              FS
    13 -0.41909487D+03   -0.0012825   -0.0000031   1000.000              EM

  UNIVARIATE ESTIMATION FOR U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59619744D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.59010645D+03    6.0909853    0.0102164   1000.000              FS
     3 -0.58467550D+03    5.4309593    0.0092034   1000.000              FS
     4 -0.58025721D+03    4.4182861    0.0075568   1000.000              FS
     5 -0.57701164D+03    3.2455648    0.0055933   1000.000              FS
     6 -0.57500940D+03    2.0022441    0.0034700   1000.000              FS
     7 -0.57409385D+03    0.9155503    0.0015922   1000.000              FS
     8 -0.57383417D+03    0.2596828    0.0004523   1000.000              FS
     9 -0.57379493D+03    0.0392336    0.0000684   1000.000              FS
    10 -0.57379181D+03    0.0031270    0.0000054   1000.000              FS
    11 -0.57379173D+03    0.0000749    0.0000001   1000.000              FS

  UNIVARIATE ESTIMATION FOR U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52526603D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.51253266D+03   12.7333760    0.0242418   1000.000              FS
     3 -0.50168070D+03   10.8519579    0.0211732   1000.000              FS
     4 -0.49211293D+03    9.5677705    0.0190714   1000.000              FS
     5 -0.48383670D+03    8.2762236    0.0168177   1000.000              FS
     6 -0.47695917D+03    6.8775312    0.0142146   1000.000              FS
     7 -0.47163628D+03    5.3228923    0.0111601   1000.000              FS
     8 -0.46799103D+03    3.6452525    0.0077289   1000.000              FS
     9 -0.46595875D+03    2.0322762    0.0043426   1000.000              FS
    10 -0.46513172D+03    0.8270341    0.0017749   1000.000              FS
    11 -0.46489914D+03    0.2325731    0.0005000   1000.000              FS
    12 -0.46484918D+03    0.0499649    0.0001075   1000.000              FS
    13 -0.46484055D+03    0.0086315    0.0000186   1000.000              FS
    14 -0.46483947D+03    0.0010829    0.0000023   1000.000              FS
    15 -0.46483940D+03    0.0000605    0.0000001   1000.000              FS

  UNIVARIATE ESTIMATION FOR U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48766567D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.46782010D+03   19.8455664    0.0406950   1000.000              FS
     3 -0.45123695D+03   16.5831520    0.0354477   1000.000              FS
     4 -0.43840785D+03   12.8290956    0.0284310   1000.000              FS
     5 -0.42850204D+03    9.9058074    0.0225950   1000.000              FS
     6 -0.42065794D+03    7.8441045    0.0183059   1000.000              FS
     7 -0.41459683D+03    6.0611110    0.0144086   1000.000              FS
     8 -0.41019083D+03    4.4059954    0.0106272   1000.000              FS
     9 -0.40724353D+03    2.9473002    0.0071852   1000.000              FS
    10 -0.40544212D+03    1.8014113    0.0044234   1000.000              FS
    11 -0.40443392D+03    1.0082028    0.0024867   1000.000              FS
    12 -0.40392562D+03    0.5082990    0.0012568   1000.000              FS
    13 -0.40370631D+03    0.2193073    0.0005429   1000.000              FS
    14 -0.40362859D+03    0.0777222    0.0001925   1000.000              FS
    15 -0.40360559D+03    0.0229967    0.0000570   1000.000              FS
    16 -0.40359968D+03    0.0059165    0.0000147   1000.000              FS
    17 -0.40359832D+03    0.0013561    0.0000034   1000.000              FS
    18 -0.40359805D+03    0.0002684    0.0000007   1000.000              FS

  UNIVARIATE ESTIMATION FOR U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59294241D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.58527658D+03    7.6658361    0.0129285   1000.000              FS
     3 -0.57991852D+03    5.3580626    0.0091548   1000.000              FS
     4 -0.57534289D+03    4.5756262    0.0078901   1000.000              FS
     5 -0.57160050D+03    3.7423896    0.0065046   1000.000              FS
     6 -0.56876592D+03    2.8345818    0.0049590   1000.000              FS
     7 -0.56686564D+03    1.9002755    0.0033411   1000.000              FS
     8 -0.56581277D+03    1.0528690    0.0018574   1000.000              FS
     9 -0.56537390D+03    0.4388696    0.0007756   1000.000              FS
    10 -0.56524883D+03    0.1250709    0.0002212   1000.000              FS
    11 -0.56522535D+03    0.0234786    0.0000415   1000.000              FS
    12 -0.56522231D+03    0.0030488    0.0000054   1000.000              FS
    13 -0.56522204D+03    0.0002671    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12166413D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11879047D+04   28.7365854    0.0236196   1000.000              FS
     3 -0.11722845D+04   15.6202058    0.0131494   1000.000              FS
     4 -0.11577831D+04   14.5014007    0.0123702   1000.000              FS
     5 -0.11457104D+04   12.0726990    0.0104274   1000.000              FS
     6 -0.11392295D+04    6.4809050    0.0056567   1000.000              FS
     7 -0.11388696D+04    0.3599491    0.0003160   1000.000              FS
     8 -0.11388292D+04    0.0403701    0.0000354   1000.000              FS
     9 -0.11388282D+04    0.0009841    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12056806D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11925616D+04   13.1189501    0.0108809   1000.000              FS
     3 -0.11799281D+04   12.6335595    0.0105936   1000.000              FS
     4 -0.11702139D+04    9.7141870    0.0082329   1000.000              FS
     5 -0.11657415D+04    4.4723838    0.0038219   1000.000              FS
     6 -0.11652353D+04    0.5062515    0.0004343   1000.000              FS
     7 -0.11652199D+04    0.0153765    0.0000132   1000.000              FS
     8 -0.11652194D+04    0.0005304    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11916810D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11691562D+04   22.5247838    0.0189017   1000.000              FS
     3 -0.11551395D+04   14.0167758    0.0119888   1000.000              FS
     4 -0.11430358D+04   12.1036512    0.0104781   1000.000              FS
     5 -0.11341124D+04    8.9234059    0.0078068   1000.000              FS
     6 -0.11309209D+04    3.1914718    0.0028141   1000.000              FS
     7 -0.11308677D+04    0.0532362    0.0000471   1000.000              FS
     8 -0.11308645D+04    0.0032232    0.0000029   1000.000              FS
     9 -0.11308641D+04    0.0003500    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11587407D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11403553D+04   18.3854218    0.0158667   1000.000              FS
     3 -0.11372544D+04    3.1009039    0.0027192   1000.000              FS
     4 -0.11319370D+04    5.3173885    0.0046756   1000.000              FS
     5 -0.11312387D+04    0.6982441    0.0006169   1000.000              FS
     6 -0.11310932D+04    0.1454757    0.0001286   1000.000              FS
     7 -0.11310888D+04    0.0044135    0.0000039   1000.000              FS
     8 -0.11310889D+04   -0.0000735   -0.0000001   1000.000              EM

  BIVARIATE ESTIMATION FOR U21 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11447411D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11150398D+04   29.7013248    0.0259459   1000.000              FS
     3 -0.11042704D+04   10.7693573    0.0096583   1000.000              FS
     4 -0.10981740D+04    6.0963906    0.0055207   1000.000              FS
     5 -0.10971335D+04    1.0405208    0.0009475   1000.000              FS
     6 -0.10970573D+04    0.0762043    0.0000695   1000.000              FS
     7 -0.10970439D+04    0.0134420    0.0000123   1000.000              FS
     8 -0.10970422D+04    0.0017019    0.0000016   1000.000              FS
     9 -0.10970420D+04    0.0001731    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11337804D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11195425D+04   14.2378427    0.0125578   1000.000              FS
     3 -0.11136311D+04    5.9114357    0.0052802   1000.000              FS
     4 -0.11087878D+04    4.8433181    0.0043491   1000.000              FS
     5 -0.11083981D+04    0.3897079    0.0003515   1000.000              FS
     6 -0.11083728D+04    0.0252981    0.0000228   1000.000              FS
     7 -0.11083721D+04    0.0006335    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10458364D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10257076D+04   20.1288137    0.0192466   1000.000              FS
     3 -0.10223746D+04    3.3330610    0.0032495   1000.000              FS
     4 -0.10213465D+04    1.0280787    0.0010056   1000.000              FS
     5 -0.10213195D+04    0.0270127    0.0000264   1000.000              FS
     6 -0.10213186D+04    0.0008475    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10318368D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10009690D+04   30.8678889    0.0299155   1000.000              FS
     3 -0.99415147D+03    6.8174850    0.0068109   1000.000              FS
     4 -0.99022027D+03    3.9312023    0.0039543   1000.000              FS
     5 -0.98893739D+03    1.2828751    0.0012955   1000.000              FS
     6 -0.98879526D+03    0.1421370    0.0001437   1000.000              FS
     7 -0.98878791D+03    0.0073492    0.0000074   1000.000              FS
     8 -0.98878752D+03    0.0003911    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10208761D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10044706D+04   16.4055146    0.0160700   1000.000              FS
     3 -0.10011090D+04    3.3616034    0.0033466   1000.000              FS
     4 -0.10007066D+04    0.4023813    0.0004019   1000.000              FS
     5 -0.10007022D+04    0.0044714    0.0000045   1000.000              FS
     6 -0.10007019D+04    0.0002055    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.97393620D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.94350700D+03   30.4292018    0.0312435   1000.000              FS
     3 -0.93036443D+03   13.1425686    0.0139295   1000.000              FS
     4 -0.92010589D+03   10.2585438    0.0110264   1000.000              FS
     5 -0.91384112D+03    6.2647713    0.0068088   1000.000              FS
     6 -0.91301403D+03    0.8270864    0.0009051   1000.000              FS
     7 -0.91300074D+03    0.0132924    0.0000146   1000.000              FS
     8 -0.91299981D+03    0.0009303    0.0000010   1000.000              FS
     9 -0.91299912D+03    0.0006836    0.0000007   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11918328D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11796426D+04   12.1901510    0.0102281   1000.000              FS
     3 -0.11752779D+04    4.3647288    0.0037000   1000.000              FS
     4 -0.11749089D+04    0.3689422    0.0003139   1000.000              FS
     5 -0.11749075D+04    0.0013787    0.0000012   1000.000              FS
     6 -0.11749076D+04   -0.0000037    0.0000000   1000.000              EM

  BIVARIATE ESTIMATION FOR U21 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11778332D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11529994D+04   24.8337423    0.0210843   1000.000              FS
     3 -0.11454115D+04    7.5879725    0.0065811   1000.000              FS
     4 -0.11436372D+04    1.7742209    0.0015490   1000.000              FS
     5 -0.11434955D+04    0.1417492    0.0001239   1000.000              FS
     6 -0.11434626D+04    0.0328468    0.0000287   1000.000              FS
     7 -0.11434564D+04    0.0062813    0.0000055   1000.000              FS
     8 -0.11434552D+04    0.0011604    0.0000010   1000.000              FS
     9 -0.11434550D+04    0.0002078    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11668724D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11568086D+04   10.0638311    0.0086246   1000.000              FS
     3 -0.11511334D+04    5.6752031    0.0049059   1000.000              FS
     4 -0.11497432D+04    1.3901979    0.0012077   1000.000              FS
     5 -0.11495572D+04    0.1860143    0.0001618   1000.000              EM
     6 -0.11495544D+04    0.0028012    0.0000024   1000.000              EM
     7 -0.11495543D+04    0.0000815    0.0000001   1000.000              EM

  BIVARIATE ESTIMATION FOR U12 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11199325D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10979369D+04   21.9956201    0.0196401   1000.000              FS
     3 -0.10851864D+04   12.7505129    0.0116132   1000.000              FS
     4 -0.10739096D+04   11.2768172    0.0103916   1000.000              FS
     5 -0.10646768D+04    9.2328246    0.0085974   1000.000              FS
     6 -0.10588595D+04    5.8172151    0.0054638   1000.000              FS
     7 -0.10574666D+04    1.3929580    0.0013155   1000.000              FS
     8 -0.10574581D+04    0.0084532    0.0000080   1000.000              FS
     9 -0.10574578D+04    0.0002990    0.0000003   1000.000              EM

  BIVARIATE ESTIMATION FOR U22 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10070283D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.98082939D+03   26.1988827    0.0260160   1000.000              FS
     3 -0.96889529D+03   11.9341046    0.0121674   1000.000              FS
     4 -0.95850366D+03   10.3916243    0.0107252   1000.000              FS
     5 -0.95008055D+03    8.4231082    0.0087878   1000.000              FS
     6 -0.94493662D+03    5.1439314    0.0054142   1000.000              FS
     7 -0.94359249D+03    1.3441346    0.0014225   1000.000              FS
     8 -0.94353067D+03    0.0618163    0.0000655   1000.000              FS
     9 -0.94352923D+03    0.0014393    0.0000015   1000.000              FS
    10 -0.94352922D+03    0.0000093    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10840040D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10710026D+04   13.0013912    0.0119939   1000.000              FS
     3 -0.10675387D+04    3.4639628    0.0032343   1000.000              FS
     4 -0.10672438D+04    0.2948227    0.0002762   1000.000              FS
     5 -0.10672437D+04    0.0001732    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10700044D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10471953D+04   22.8091192    0.0213168   1000.000              FS
     3 -0.10441906D+04    3.0047211    0.0028693   1000.000              FS
     4 -0.10428816D+04    1.3090465    0.0012536   1000.000              FS
     5 -0.10427274D+04    0.1541247    0.0001478   1000.000              FS
     6 -0.10427087D+04    0.0187210    0.0000180   1000.000              FS
     7 -0.10427056D+04    0.0031601    0.0000030   1000.000              FS
     8 -0.10427052D+04    0.0003331    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10590437D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10466047D+04   12.4390566    0.0117456   1000.000              FS
     3 -0.10382348D+04    8.3699080    0.0079972   1000.000              FS
     4 -0.10359649D+04    2.2698729    0.0021863   1000.000              FS
     5 -0.10359587D+04    0.0061487    0.0000059   1000.000              FS
     6 -0.10359587D+04    0.0000692    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10121038D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99262614D+03   19.4776627    0.0192447   1000.000              FS
     3 -0.98242758D+03   10.1985627    0.0102743   1000.000              FS
     4 -0.97422472D+03    8.2028568    0.0083496   1000.000              FS
     5 -0.96845823D+03    5.7664928    0.0059191   1000.000              FS
     6 -0.96568505D+03    2.7731771    0.0028635   1000.000              FS
     7 -0.96501554D+03    0.6695120    0.0006933   1000.000              FS
     8 -0.96493358D+03    0.0819576    0.0000849   1000.000              FS
     9 -0.96492553D+03    0.0080499    0.0000083   1000.000              FS
    10 -0.96492476D+03    0.0007735    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.89919955D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.87199264D+03   27.2069085    0.0302568   1000.000              FS
     3 -0.86039972D+03   11.5929264    0.0132948   1000.000              FS
     4 -0.85210463D+03    8.2950852    0.0096410   1000.000              FS
     5 -0.84818486D+03    3.9197736    0.0046001   1000.000              FS
     6 -0.84771310D+03    0.4717519    0.0005562   1000.000              FS
     7 -0.84769947D+03    0.0136309    0.0000161   1000.000              FS
     8 -0.84769902D+03    0.0004511    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10451959D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10273147D+04   17.8812215    0.0171080   1000.000              FS
     3 -0.10171003D+04   10.2143447    0.0099428   1000.000              FS
     4 -0.10086468D+04    8.4535050    0.0083114   1000.000              FS
     5 -0.10025307D+04    6.1160616    0.0060636   1000.000              FS
     6 -0.99919829D+03    3.3324523    0.0033240   1000.000              FS
     7 -0.99802490D+03    1.1733876    0.0011743   1000.000              FS
     8 -0.99773938D+03    0.2855174    0.0002861   1000.000              FS
     9 -0.99767728D+03    0.0621010    0.0000622   1000.000              FS
    10 -0.99766368D+03    0.0136055    0.0000136   1000.000              FS
    11 -0.99766064D+03    0.0030384    0.0000030   1000.000              FS
    12 -0.99765995D+03    0.0006844    0.0000007   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10196353D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10117480D+04    7.8873456    0.0077355   1000.000              FS
     3 -0.10097768D+04    1.9711730    0.0019483   1000.000              FS
     4 -0.10097172D+04    0.0596320    0.0000591   1000.000              FS
     5 -0.10097152D+04    0.0019915    0.0000020   1000.000              FS
     6 -0.10097150D+04    0.0001426    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10056357D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.98795984D+03   17.6759130    0.0175769   1000.000              FS
     3 -0.98644198D+03    1.5178606    0.0015364   1000.000              FS
     4 -0.98643830D+03    0.0036748    0.0000037   1000.000              FS
     5 -0.98643827D+03    0.0000293    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.99467503D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.99052213D+03    4.1528963    0.0041751   1000.000              FS
     3 -0.98926575D+03    1.2563799    0.0012684   1000.000              FS
     4 -0.98918815D+03    0.0776029    0.0000784   1000.000              FS
     5 -0.98917034D+03    0.0178045    0.0000180   1000.000              FS
     6 -0.98916401D+03    0.0063306    0.0000064   1000.000              FS
     7 -0.98916198D+03    0.0020332    0.0000021   1000.000              FS
     8 -0.98916130D+03    0.0006849    0.0000007   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.94773511D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.93161326D+03   16.1218509    0.0170109   1000.000              FS
     3 -0.92144977D+03   10.1634827    0.0109096   1000.000              FS
     4 -0.91324880D+03    8.2009767    0.0089001   1000.000              FS
     5 -0.90776334D+03    5.4854570    0.0060065   1000.000              FS
     6 -0.90602424D+03    1.7391048    0.0019158   1000.000              FS
     7 -0.90597771D+03    0.0465232    0.0000513   1000.000              FS
     8 -0.90597697D+03    0.0007410    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83483086D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.81297520D+03   21.8556585    0.0261797   1000.000              FS
     3 -0.80249111D+03   10.4840873    0.0128959   1000.000              FS
     4 -0.79401762D+03    8.4734926    0.0105590   1000.000              FS
     5 -0.78759870D+03    6.4189147    0.0080841   1000.000              FS
     6 -0.78421447D+03    3.3842374    0.0042969   1000.000              FS
     7 -0.78362079D+03    0.5936760    0.0007570   1000.000              FS
     8 -0.78361318D+03    0.0076082    0.0000097   1000.000              FS
     9 -0.78361294D+03    0.0002437    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.98082718D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.96689243D+03   13.9347542    0.0142071   1000.000              FS
     3 -0.95828009D+03    8.6123351    0.0089072   1000.000              FS
     4 -0.95133280D+03    6.9472891    0.0072497   1000.000              FS
     5 -0.94644607D+03    4.8867319    0.0051367   1000.000              FS
     6 -0.94378784D+03    2.6582251    0.0028086   1000.000              FS
     7 -0.94280323D+03    0.9846122    0.0010433   1000.000              FS
     8 -0.94255228D+03    0.2509492    0.0002662   1000.000              FS
     9 -0.94249839D+03    0.0538914    0.0000572   1000.000              FS
    10 -0.94248716D+03    0.0112296    0.0000119   1000.000              FS
    11 -0.94248482D+03    0.0023454    0.0000025   1000.000              FS
    12 -0.94248434D+03    0.0004815    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.87299846D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.85293320D+03   20.0652560    0.0229843   1000.000              FS
     3 -0.83677742D+03   16.1557766    0.0189414   1000.000              FS
     4 -0.82329886D+03   13.4785595    0.0161077   1000.000              FS
     5 -0.80878920D+03   14.5096619    0.0176238   1000.000              FS
     6 -0.79559754D+03   13.1916657    0.0163104   1000.000              FS
     7 -0.78445686D+03   11.1406749    0.0140029   1000.000              FS
     8 -0.77966141D+03    4.7954544    0.0061131   1000.000              FS
     9 -0.77961259D+03    0.0488175    0.0000626   1000.000              FS
    10 -0.77961062D+03    0.0019679    0.0000025   1000.000              FS
    11 -0.77960610D+03    0.0045163    0.0000058   1000.000              FS
    12 -0.77960576D+03    0.0003443    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11795451D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11692885D+04   10.2566232    0.0086954   1000.000              FS
     3 -0.11680745D+04    1.2140004    0.0010382   1000.000              EM
     4 -0.11680744D+04    0.0001036    0.0000001   1000.000              QN
     5 -0.11680744D+04    0.0000011    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11655455D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11469694D+04   18.5761225    0.0159377   1000.000              FS
     3 -0.11425509D+04    4.4185268    0.0038523   1000.000              FS
     4 -0.11421597D+04    0.3911603    0.0003424   1000.000              FS
     5 -0.11421583D+04    0.0014394    0.0000013   1000.000              FS
     6 -0.11421583D+04    0.0000218    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11545848D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11499470D+04    4.6378391    0.0040169   1000.000              FS
     3 -0.11451385D+04    4.8084871    0.0041815   1000.000              FS
     4 -0.11445609D+04    0.5775855    0.0005044   1000.000              FS
     5 -0.11445580D+04    0.0029338    0.0000026   1000.000              FS
     6 -0.11445511D+04    0.0069086    0.0000060   1000.000              FS
     7 -0.11445494D+04    0.0016915    0.0000015   1000.000              FS
     8 -0.11445465D+04    0.0029117    0.0000025   1000.000              FS
     9 -0.11445456D+04    0.0009003    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11076449D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10917463D+04   15.8986147    0.0143535   1000.000              FS
     3 -0.10810020D+04   10.7443261    0.0098414   1000.000              FS
     4 -0.10748322D+04    6.1697510    0.0057074   1000.000              FS
     5 -0.10746195D+04    0.2127540    0.0001979   1000.000              FS
     6 -0.10744954D+04    0.1240960    0.0001155   1000.000              FS
     7 -0.10744681D+04    0.0272317    0.0000253   1000.000              FS
     8 -0.10744380D+04    0.0301193    0.0000280   1000.000              FS
     9 -0.10744274D+04    0.0105831    0.0000098   1000.000              FS
    10 -0.10744153D+04    0.0121147    0.0000113   1000.000              FS
    11 -0.10744099D+04    0.0054234    0.0000050   1000.000              FS
    12 -0.10744042D+04    0.0056415    0.0000053   1000.000              FS
    13 -0.10744013D+04    0.0029639    0.0000028   1000.000              FS
    14 -0.10743985D+04    0.0028056    0.0000026   1000.000              FS
    15 -0.10743968D+04    0.0016575    0.0000015   1000.000              FS
    16 -0.10743954D+04    0.0014452    0.0000013   1000.000              FS
    17 -0.10743944D+04    0.0009356    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.99474065D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.97267818D+03   22.0624707    0.0221791   1000.000              FS
     3 -0.96012483D+03   12.5533482    0.0129060   1000.000              FS
     4 -0.94987439D+03   10.2504434    0.0106762   1000.000              FS
     5 -0.94262248D+03    7.2519131    0.0076346   1000.000              FS
     6 -0.93979503D+03    2.8274478    0.0029996   1000.000              FS
     7 -0.93918167D+03    0.6133632    0.0006527   1000.000              FS
     8 -0.93905365D+03    0.1280151    0.0001363   1000.000              FS
     9 -0.93902678D+03    0.0268737    0.0000286   1000.000              FS
    10 -0.93901795D+03    0.0088217    0.0000094   1000.000              FS
    11 -0.93901448D+03    0.0034700    0.0000037   1000.000              FS
    12 -0.93901289D+03    0.0015902    0.0000017   1000.000              FS
    13 -0.93901245D+03    0.0004458    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11407370D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11244451D+04   16.2918354    0.0142819   1000.000              FS
     3 -0.11112577D+04   13.1874480    0.0117280   1000.000              FS
     4 -0.11011243D+04   10.1333757    0.0091188   1000.000              FS
     5 -0.10972225D+04    3.9018619    0.0035435   1000.000              FS
     6 -0.10971014D+04    0.1210064    0.0001103   1000.000              FS
     7 -0.10970941D+04    0.0073206    0.0000067   1000.000              FS
     8 -0.10970930D+04    0.0011144    0.0000010   1000.000              FS
     9 -0.10970927D+04    0.0003414    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10329083D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10146189D+04   18.2893205    0.0177066   1000.000              FS
     3 -0.99902790D+03   15.5910344    0.0153664   1000.000              FS
     4 -0.98419258D+03   14.8353149    0.0148498   1000.000              FS
     5 -0.97007489D+03   14.1176901    0.0143444   1000.000              FS
     6 -0.95688644D+03   13.1884463    0.0135953   1000.000              FS
     7 -0.94542223D+03   11.4642105    0.0119807   1000.000              FS
     8 -0.93760147D+03    7.8207681    0.0082722   1000.000              FS
     9 -0.93534016D+03    2.2613029    0.0024118   1000.000              FS
    10 -0.93521662D+03    0.1235434    0.0001321   1000.000              FS
    11 -0.93520752D+03    0.0091043    0.0000097   1000.000              FS
    12 -0.93520641D+03    0.0011064    0.0000012   1000.000              FS
    13 -0.93520634D+03    0.0000715    0.0000001   1000.000              EM

  BIVARIATE ESTIMATION FOR U23 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.96853956D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.95431930D+03   14.2202525    0.0146822   1000.000              FS
     3 -0.93954784D+03   14.7714656    0.0154785   1000.000              FS
     4 -0.92602492D+03   13.5229230    0.0143930   1000.000              FS
     5 -0.91352657D+03   12.4983437    0.0134968   1000.000              FS
     6 -0.90240136D+03   11.1252167    0.0121783   1000.000              FS
     7 -0.89419709D+03    8.2042706    0.0090916   1000.000              FS
     8 -0.89172445D+03    2.4726391    0.0027652   1000.000              FS
     9 -0.89172093D+03    0.0035176    0.0000039   1000.000              FS
    10 -0.89170003D+03    0.0208958    0.0000234   1000.000              FS
    11 -0.89169657D+03    0.0034664    0.0000039   1000.000              FS
    12 -0.89169188D+03    0.0046884    0.0000053   1000.000              FS
    13 -0.89169122D+03    0.0006530    0.0000007   1000.000              FS

  UNIVARIATE ESTIMATION FOR U11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62402686D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.62011331D+03    3.9135481    0.0062714   1000.000              FS
     3 -0.61710370D+03    3.0096114    0.0048533   1000.000              FS
     4 -0.61516818D+03    1.9355202    0.0031365   1000.000              FS
     5 -0.61430004D+03    0.8681388    0.0014112   1000.000              FS
     6 -0.61413178D+03    0.1682647    0.0002739   1000.000              FS
     7 -0.61412843D+03    0.0033456    0.0000054   1000.000              FS
     8 -0.61412857D+03   -0.0001440   -0.0000002   1000.000              EM

  UNIVARIATE ESTIMATION FOR U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60673447D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60148746D+03    5.2470039    0.0086479   1000.000              FS
     3 -0.59748481D+03    4.0026502    0.0066546   1000.000              FS
     4 -0.59456557D+03    2.9192426    0.0048859   1000.000              FS
     5 -0.59246886D+03    2.0967126    0.0035265   1000.000              FS
     6 -0.59111724D+03    1.3516141    0.0022813   1000.000              FS
     7 -0.59049083D+03    0.6264144    0.0010597   1000.000              FS
     8 -0.59032132D+03    0.1695113    0.0002871   1000.000              FS
     9 -0.59030273D+03    0.0185912    0.0000315   1000.000              FS
    10 -0.59030206D+03    0.0006687    0.0000011   1000.000              FS
    11 -0.59030206D+03   -0.0000065    0.0000000   1000.000              EM

  UNIVARIATE ESTIMATION FOR U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61081745D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60636777D+03    4.4496748    0.0072848   1000.000              FS
     3 -0.60245107D+03    3.9167042    0.0064593   1000.000              FS
     4 -0.59920507D+03    3.2459939    0.0053880   1000.000              FS
     5 -0.59669338D+03    2.5116917    0.0041917   1000.000              FS
     6 -0.59493980D+03    1.7535877    0.0029388   1000.000              FS
     7 -0.59388865D+03    1.0511480    0.0017668   1000.000              FS
     8 -0.59338123D+03    0.5074219    0.0008544   1000.000              FS
     9 -0.59319612D+03    0.1851007    0.0003119   1000.000              FS
    10 -0.59314660D+03    0.0495235    0.0000835   1000.000              FS
    11 -0.59313659D+03    0.0100064    0.0000169   1000.000              FS
    12 -0.59313498D+03    0.0016106    0.0000027   1000.000              FS
    13 -0.59313479D+03    0.0001971    0.0000003   1000.000              FS

  UNIVARIATE ESTIMATION FOR U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57259358D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.56098785D+03   11.6057242    0.0202687   1000.000              FS
     3 -0.55586617D+03    5.1216834    0.0091298   1000.000              FS
     4 -0.55116106D+03    4.7051132    0.0084645   1000.000              FS
     5 -0.54685832D+03    4.3027390    0.0078067   1000.000              FS
     6 -0.54294320D+03    3.9151167    0.0071593   1000.000              FS
     7 -0.53948513D+03    3.4580678    0.0063691   1000.000              FS
     8 -0.53652428D+03    2.9608520    0.0054883   1000.000              FS
     9 -0.53412431D+03    2.3999757    0.0044732   1000.000              FS
    10 -0.53231031D+03    1.8139941    0.0033962   1000.000              FS
    11 -0.53110135D+03    1.2089658    0.0022712   1000.000              FS
    12 -0.53040694D+03    0.6944051    0.0013075   1000.000              FS
    13 -0.53013661D+03    0.2703307    0.0005097   1000.000              FS
    14 -0.53010233D+03    0.0342810    0.0000647   1000.000              EM
    15 -0.53007755D+03    0.0247763    0.0000467   1000.000              EM
    16 -0.53005953D+03    0.0180208    0.0000340   1000.000              EM
    17 -0.53004598D+03    0.0135510    0.0000256   1000.000              EM
    18 -0.53003547D+03    0.0105086    0.0000198   1000.000              EM
    19 -0.53002710D+03    0.0083740    0.0000158   1000.000              EM
    20 -0.53002027D+03    0.0068241    0.0000129   1000.000              EM
    21 -0.53001460D+03    0.0056700    0.0000107   1000.000              EM
    22 -0.53000982D+03    0.0047809    0.0000090   1000.000              EM
    23 -0.53000575D+03    0.0040765    0.0000077   1000.000              EM
    24 -0.53000224D+03    0.0035050    0.0000066   1000.000              EM
    25 -0.52999921D+03    0.0030323    0.0000057   1000.000              EM
    26 -0.52999657D+03    0.0026350    0.0000050   1000.000              EM
    27 -0.52999428D+03    0.0022971    0.0000043   1000.000              EM
    28 -0.52999227D+03    0.0020071    0.0000038   1000.000              EM
    29 -0.52999051D+03    0.0017564    0.0000033   1000.000              EM
    30 -0.52998898D+03    0.0015386    0.0000029   1000.000              EM
    31 -0.52998763D+03    0.0013488    0.0000025   1000.000              EM
    32 -0.52998644D+03    0.0011830    0.0000022   1000.000              EM
    33 -0.52998541D+03    0.0010378    0.0000020   1000.000              EM
    34 -0.52998450D+03    0.0009106    0.0000017   1000.000              EM
    35 -0.52998370D+03    0.0007990    0.0000015   1000.000              EM
    36 -0.52998300D+03    0.0007010    0.0000013   1000.000              EM
    37 -0.52998238D+03    0.0006151    0.0000012   1000.000              EM
    38 -0.52998184D+03    0.0005396    0.0000010   1000.000              EM
    39 -0.52998137D+03    0.0004733    0.0000009   1000.000              EM

  UNIVARIATE ESTIMATION FOR U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49137434D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.47960619D+03   11.7681516    0.0239495   1000.000              FS
     3 -0.46876974D+03   10.8364480    0.0225945   1000.000              FS
     4 -0.45843859D+03   10.3311547    0.0220389   1000.000              FS
     5 -0.44865026D+03    9.7883224    0.0213514   1000.000              FS
     6 -0.43950940D+03    9.1408600    0.0203741   1000.000              FS
     7 -0.43117907D+03    8.3303307    0.0189537   1000.000              FS
     8 -0.42389767D+03    7.2814024    0.0168872   1000.000              FS
     9 -0.41800334D+03    5.8943341    0.0139051   1000.000              FS
    10 -0.41392514D+03    4.0781948    0.0097564   1000.000              FS
    11 -0.41196434D+03    1.9607986    0.0047371   1000.000              FS
    12 -0.41158650D+03    0.3778434    0.0009172   1000.000              FS
    13 -0.41157992D+03    0.0065824    0.0000160   1000.000              FS
    14 -0.41158024D+03   -0.0003173   -0.0000008   1000.000              EM

  UNIVARIATE ESTIMATION FOR U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59731256D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.59073532D+03    6.5772422    0.0110114   1000.000              FS
     3 -0.58504313D+03    5.6921939    0.0096358   1000.000              FS
     4 -0.58059410D+03    4.4490254    0.0076046   1000.000              FS
     5 -0.57766303D+03    2.9310758    0.0050484   1000.000              FS
     6 -0.57634845D+03    1.3145705    0.0022757   1000.000              FS
     7 -0.57612371D+03    0.2247465    0.0003899   1000.000              FS
     8 -0.57612036D+03    0.0033455    0.0000058   1000.000              FS
     9 -0.57612034D+03    0.0000190    0.0000000   1000.000              FS

  UNIVARIATE ESTIMATION FOR U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53156304D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.51914448D+03   12.4185653    0.0233624   1000.000              FS
     3 -0.50857144D+03   10.5730392    0.0203663   1000.000              FS
     4 -0.49928971D+03    9.2817312    0.0182506   1000.000              FS
     5 -0.49133658D+03    7.9531305    0.0159289   1000.000              FS
     6 -0.48486132D+03    6.4752603    0.0131789   1000.000              FS
     7 -0.48006968D+03    4.7916386    0.0098825   1000.000              FS
     8 -0.47710929D+03    2.9603834    0.0061666   1000.000              FS
     9 -0.47581611D+03    1.2931809    0.0027105   1000.000              FS
    10 -0.47551276D+03    0.3033530    0.0006375   1000.000              FS
    11 -0.47547925D+03    0.0335072    0.0000705   1000.000              FS
    12 -0.47547603D+03    0.0032189    0.0000068   1000.000              FS
    13 -0.47547578D+03    0.0002516    0.0000005   1000.000              FS

  UNIVARIATE ESTIMATION FOR U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48774026D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.46846089D+03   19.2793630    0.0395279   1000.000              FS
     3 -0.45200424D+03   16.4566523    0.0351292   1000.000              FS
     4 -0.43938910D+03   12.6151459    0.0279094   1000.000              FS
     5 -0.42931688D+03   10.0722163    0.0229232   1000.000              FS
     6 -0.42106764D+03    8.2492414    0.0192148   1000.000              FS
     7 -0.41456672D+03    6.5009145    0.0154391   1000.000              FS
     8 -0.40988570D+03    4.6810209    0.0112914   1000.000              FS
     9 -0.40699120D+03    2.8945066    0.0070617   1000.000              FS
    10 -0.40556942D+03    1.4217714    0.0034934   1000.000              FS
    11 -0.40505250D+03    0.5169249    0.0012746   1000.000              FS
    12 -0.40491683D+03    0.1356670    0.0003349   1000.000              FS
    13 -0.40489129D+03    0.0255439    0.0000631   1000.000              FS
    14 -0.40488791D+03    0.0033759    0.0000083   1000.000              FS
    15 -0.40488762D+03    0.0002894    0.0000007   1000.000              FS

  UNIVARIATE ESTIMATION FOR U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58699209D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.57930628D+03    7.6858156    0.0130936   1000.000              FS
     3 -0.57355911D+03    5.7471712    0.0099208   1000.000              FS
     4 -0.56860466D+03    4.9544505    0.0086381   1000.000              FS
     5 -0.56448087D+03    4.1237817    0.0072525   1000.000              FS
     6 -0.56128865D+03    3.1922200    0.0056551   1000.000              FS
     7 -0.55910200D+03    2.1866526    0.0038958   1000.000              FS
     8 -0.55788166D+03    1.2203380    0.0021827   1000.000              FS
     9 -0.55739386D+03    0.4878060    0.0008744   1000.000              FS
    10 -0.55727445D+03    0.1194119    0.0002142   1000.000              FS
    11 -0.55725817D+03    0.0162713    0.0000292   1000.000              FS
    12 -0.55725693D+03    0.0012456    0.0000022   1000.000              FS
    13 -0.55725691D+03    0.0000151    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12166413D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11879047D+04   28.7365854    0.0236196   1000.000              FS
     3 -0.11722845D+04   15.6202058    0.0131494   1000.000              FS
     4 -0.11577831D+04   14.5014007    0.0123702   1000.000              FS
     5 -0.11457104D+04   12.0726990    0.0104274   1000.000              FS
     6 -0.11392295D+04    6.4809050    0.0056567   1000.000              FS
     7 -0.11388696D+04    0.3599491    0.0003160   1000.000              FS
     8 -0.11388292D+04    0.0403701    0.0000354   1000.000              FS
     9 -0.11388282D+04    0.0009841    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12056806D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11925616D+04   13.1189501    0.0108809   1000.000              FS
     3 -0.11799281D+04   12.6335595    0.0105936   1000.000              FS
     4 -0.11702139D+04    9.7141870    0.0082329   1000.000              FS
     5 -0.11657415D+04    4.4723838    0.0038219   1000.000              FS
     6 -0.11652353D+04    0.5062515    0.0004343   1000.000              FS
     7 -0.11652199D+04    0.0153765    0.0000132   1000.000              FS
     8 -0.11652194D+04    0.0005304    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11916810D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11691562D+04   22.5247838    0.0189017   1000.000              FS
     3 -0.11551395D+04   14.0167758    0.0119888   1000.000              FS
     4 -0.11430358D+04   12.1036512    0.0104781   1000.000              FS
     5 -0.11341124D+04    8.9234059    0.0078068   1000.000              FS
     6 -0.11309209D+04    3.1914718    0.0028141   1000.000              FS
     7 -0.11308677D+04    0.0532362    0.0000471   1000.000              FS
     8 -0.11308645D+04    0.0032232    0.0000029   1000.000              FS
     9 -0.11308641D+04    0.0003500    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11510386D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11320183D+04   19.0202329    0.0165244   1000.000              FS
     3 -0.11246483D+04    7.3700007    0.0065105   1000.000              FS
     4 -0.11227515D+04    1.8968710    0.0016866   1000.000              FS
     5 -0.11227255D+04    0.0260027    0.0000232   1000.000              FS
     6 -0.11227233D+04    0.0021260    0.0000019   1000.000              FS
     7 -0.11227233D+04    0.0000156    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11370390D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11072504D+04   29.7885863    0.0261984   1000.000              FS
     3 -0.10974396D+04    9.8107817    0.0088605   1000.000              FS
     4 -0.10915672D+04    5.8724756    0.0053511   1000.000              FS
     5 -0.10903792D+04    1.1879888    0.0010883   1000.000              FS
     6 -0.10903299D+04    0.0493092    0.0000452   1000.000              FS
     7 -0.10903243D+04    0.0055262    0.0000051   1000.000              FS
     8 -0.10903240D+04    0.0003780    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11260783D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11109562D+04   15.1220674    0.0134290   1000.000              FS
     3 -0.11028173D+04    8.1389244    0.0073261   1000.000              FS
     4 -0.10976558D+04    5.1614781    0.0046803   1000.000              FS
     5 -0.10964324D+04    1.2233821    0.0011145   1000.000              FS
     6 -0.10963557D+04    0.0767387    0.0000700   1000.000              FS
     7 -0.10963526D+04    0.0031319    0.0000029   1000.000              FS
     8 -0.10963525D+04    0.0000097    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10363541D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10162337D+04   20.1203434    0.0194145   1000.000              FS
     3 -0.10143213D+04    1.9124733    0.0018819   1000.000              FS
     4 -0.10133130D+04    1.0082545    0.0009940   1000.000              FS
     5 -0.10132668D+04    0.0462122    0.0000456   1000.000              FS
     6 -0.10132666D+04    0.0001898    0.0000002   1000.000              EM

  BIVARIATE ESTIMATION FOR U21 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10223545D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99334554D+03   29.0089399    0.0283746   1000.000              FS
     3 -0.98685301D+03    6.4925385    0.0065360   1000.000              FS
     4 -0.98306193D+03    3.7910720    0.0038416   1000.000              FS
     5 -0.98190414D+03    1.1577936    0.0011777   1000.000              FS
     6 -0.98180299D+03    0.1011498    0.0001030   1000.000              FS
     7 -0.98179943D+03    0.0035577    0.0000036   1000.000              FS
     8 -0.98179930D+03    0.0001365    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10113938D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99629004D+03   15.1037193    0.0149336   1000.000              FS
     3 -0.99185295D+03    4.4370910    0.0044536   1000.000              FS
     4 -0.99032725D+03    1.5257068    0.0015382   1000.000              FS
     5 -0.99005815D+03    0.2690951    0.0002717   1000.000              FS
     6 -0.99001635D+03    0.0417978    0.0000422   1000.000              FS
     7 -0.99000917D+03    0.0071795    0.0000073   1000.000              FS
     8 -0.99000805D+03    0.0011226    0.0000011   1000.000              FS
     9 -0.99000789D+03    0.0001643    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.95675174D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.92883930D+03   27.9124419    0.0291742   1000.000              FS
     3 -0.91653694D+03   12.3023624    0.0132449   1000.000              FS
     4 -0.90629044D+03   10.2465044    0.0111796   1000.000              FS
     5 -0.89944779D+03    6.8426489    0.0075502   1000.000              FS
     6 -0.89848753D+03    0.9602590    0.0010676   1000.000              FS
     7 -0.89840786D+03    0.0796695    0.0000887   1000.000              FS
     8 -0.89840194D+03    0.0059184    0.0000066   1000.000              FS
     9 -0.89839771D+03    0.0042307    0.0000047   1000.000              FS
    10 -0.89839738D+03    0.0003278    0.0000004   1000.000              EM

  BIVARIATE ESTIMATION FOR U11 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11957457D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11813950D+04   14.3507295    0.0120015   1000.000              FS
     3 -0.11763730D+04    5.0219429    0.0042509   1000.000              FS
     4 -0.11751038D+04    1.2692084    0.0010789   1000.000              FS
     5 -0.11749874D+04    0.1164059    0.0000991   1000.000              FS
     6 -0.11749799D+04    0.0074802    0.0000064   1000.000              FS
     7 -0.11749794D+04    0.0005726    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11817461D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11565865D+04   25.1596407    0.0212902   1000.000              FS
     3 -0.11496503D+04    6.9361381    0.0059971   1000.000              FS
     4 -0.11472172D+04    2.4331511    0.0021164   1000.000              FS
     5 -0.11469182D+04    0.2989815    0.0002606   1000.000              FS
     6 -0.11468643D+04    0.0538857    0.0000470   1000.000              FS
     7 -0.11468514D+04    0.0129336    0.0000113   1000.000              FS
     8 -0.11468485D+04    0.0028975    0.0000025   1000.000              FS
     9 -0.11468479D+04    0.0006273    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11707854D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11594608D+04   11.3246035    0.0096727   1000.000              FS
     3 -0.11545797D+04    4.8810714    0.0042098   1000.000              FS
     4 -0.11529977D+04    1.5819869    0.0013702   1000.000              FS
     5 -0.11529545D+04    0.0432629    0.0000375   1000.000              FS
     6 -0.11528795D+04    0.0749460    0.0000650   1000.000              EM
     7 -0.11528773D+04    0.0022650    0.0000020   1000.000              EM
     8 -0.11528772D+04    0.0000392    0.0000000   1000.000              QN
     9 -0.11528772D+04    0.0000033    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11161434D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10923186D+04   23.8247723    0.0213456   1000.000              FS
     3 -0.10795600D+04   12.7586388    0.0116803   1000.000              FS
     4 -0.10673889D+04   12.1710937    0.0112741   1000.000              FS
     5 -0.10560415D+04   11.3474070    0.0106310   1000.000              FS
     6 -0.10459936D+04   10.0479083    0.0095147   1000.000              FS
     7 -0.10381980D+04    7.7955696    0.0074528   1000.000              FS
     8 -0.10341224D+04    4.0755541    0.0039256   1000.000              FS
     9 -0.10334872D+04    0.6352075    0.0006142   1000.000              FS
    10 -0.10334821D+04    0.0051329    0.0000050   1000.000              FS
    11 -0.10334820D+04    0.0000546    0.0000001   1000.000              EM

  BIVARIATE ESTIMATION FOR U22 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10014589D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.97530680D+03   26.1520572    0.0261140   1000.000              FS
     3 -0.96353194D+03   11.7748669    0.0120730   1000.000              FS
     4 -0.95386252D+03    9.6694147    0.0100354   1000.000              FS
     5 -0.94712464D+03    6.7378859    0.0070638   1000.000              FS
     6 -0.94480849D+03    2.3161436    0.0024454   1000.000              FS
     7 -0.94470231D+03    0.1061816    0.0001124   1000.000              FS
     8 -0.94470180D+03    0.0005073    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10937147D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10811663D+04   12.5483271    0.0114731   1000.000              FS
     3 -0.10778388D+04    3.3275301    0.0030777   1000.000              FS
     4 -0.10778097D+04    0.0290482    0.0000270   1000.000              FS
     5 -0.10778080D+04    0.0017496    0.0000016   1000.000              FS
     6 -0.10778077D+04    0.0002500    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10797151D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10585133D+04   21.2017266    0.0196364   1000.000              FS
     3 -0.10560233D+04    2.4900203    0.0023524   1000.000              FS
     4 -0.10556205D+04    0.4027927    0.0003814   1000.000              FS
     5 -0.10555767D+04    0.0438761    0.0000416   1000.000              FS
     6 -0.10555723D+04    0.0043856    0.0000042   1000.000              FS
     7 -0.10555719D+04    0.0003727    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10687543D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10571434D+04   11.6109262    0.0108640   1000.000              FS
     3 -0.10498285D+04    7.3149189    0.0069195   1000.000              FS
     4 -0.10496440D+04    0.1845099    0.0001758   1000.000              FS
     5 -0.10494639D+04    0.1801297    0.0001716   1000.000              FS
     6 -0.10494407D+04    0.0232117    0.0000221   1000.000              FS
     7 -0.10494202D+04    0.0204188    0.0000195   1000.000              FS
     8 -0.10494141D+04    0.0061697    0.0000059   1000.000              FS
     9 -0.10494097D+04    0.0043382    0.0000041   1000.000              FS
    10 -0.10494081D+04    0.0016737    0.0000016   1000.000              FS
    11 -0.10494070D+04    0.0010567    0.0000010   1000.000              FS
    12 -0.10494066D+04    0.0004406    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10141123D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99685770D+03   17.2546327    0.0170145   1000.000              FS
     3 -0.98886140D+03    7.9962994    0.0080215   1000.000              FS
     4 -0.98246507D+03    6.3963301    0.0064684   1000.000              FS
     5 -0.97781218D+03    4.6528865    0.0047359   1000.000              FS
     6 -0.97502711D+03    2.7850697    0.0028483   1000.000              FS
     7 -0.97374726D+03    1.2798553    0.0013126   1000.000              FS
     8 -0.97329370D+03    0.4535606    0.0004658   1000.000              FS
     9 -0.97315734D+03    0.1363592    0.0001401   1000.000              FS
    10 -0.97311912D+03    0.0382183    0.0000393   1000.000              FS
    11 -0.97310867D+03    0.0104502    0.0000107   1000.000              FS
    12 -0.97310584D+03    0.0028302    0.0000029   1000.000              FS
    13 -0.97310508D+03    0.0007608    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.89942782D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.87587319D+03   23.5546302    0.0261885   1000.000              FS
     3 -0.86655747D+03    9.3157199    0.0106359   1000.000              FS
     4 -0.85987562D+03    6.6818422    0.0077108   1000.000              FS
     5 -0.85663834D+03    3.2372863    0.0037648   1000.000              FS
     6 -0.85598298D+03    0.6553553    0.0007650   1000.000              FS
     7 -0.85592319D+03    0.0597941    0.0000699   1000.000              FS
     8 -0.85591812D+03    0.0050656    0.0000059   1000.000              FS
     9 -0.85591759D+03    0.0005355    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10588194D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10393125D+04   19.5069250    0.0184233   1000.000              FS
     3 -0.10283091D+04   11.0033814    0.0105872   1000.000              FS
     4 -0.10186867D+04    9.6224194    0.0093575   1000.000              FS
     5 -0.10117332D+04    6.9534719    0.0068259   1000.000              FS
     6 -0.10087450D+04    2.9882867    0.0029536   1000.000              FS
     7 -0.10084534D+04    0.2915868    0.0002891   1000.000              FS
     8 -0.10084513D+04    0.0020655    0.0000020   1000.000              FS
     9 -0.10084513D+04    0.0000053    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10199770D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10157234D+04    4.2536328    0.0041703   1000.000              FS
     3 -0.10148754D+04    0.8479668    0.0008348   1000.000              FS
     4 -0.10148574D+04    0.0180663    0.0000178   1000.000              FS
     5 -0.10148573D+04    0.0000291    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10059774D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.98982575D+03   16.1517008    0.0160557   1000.000              FS
     3 -0.98877291D+03    1.0528319    0.0010637   1000.000              FS
     4 -0.98876277D+03    0.0101437    0.0000103   1000.000              FS
     5 -0.98876080D+03    0.0019717    0.0000020   1000.000              FS
     6 -0.98875691D+03    0.0038857    0.0000039   1000.000              FS
     7 -0.98875603D+03    0.0008831    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.99501672D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.99314765D+03    1.8690765    0.0018784   1000.000              FS
     3 -0.99231914D+03    0.8285116    0.0008342   1000.000              FS
     4 -0.99225424D+03    0.0648958    0.0000654   1000.000              FS
     5 -0.99224824D+03    0.0060018    0.0000060   1000.000              FS
     6 -0.99224670D+03    0.0015398    0.0000016   1000.000              FS
     7 -0.99224616D+03    0.0005404    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.94037471D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.92472235D+03   15.6523574    0.0166448   1000.000              FS
     3 -0.91570487D+03    9.0174824    0.0097516   1000.000              FS
     4 -0.90881899D+03    6.8858756    0.0075198   1000.000              FS
     5 -0.90535082D+03    3.4681672    0.0038161   1000.000              FS
     6 -0.90473370D+03    0.6171218    0.0006816   1000.000              FS
     7 -0.90471475D+03    0.0189539    0.0000209   1000.000              FS
     8 -0.90471267D+03    0.0020752    0.0000023   1000.000              FS
     9 -0.90471216D+03    0.0005172    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.82569019D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.80785443D+03   17.8357679    0.0216010   1000.000              FS
     3 -0.79986212D+03    7.9923029    0.0098932   1000.000              FS
     4 -0.79374779D+03    6.1143365    0.0076442   1000.000              FS
     5 -0.78988371D+03    3.8640776    0.0048681   1000.000              FS
     6 -0.78863431D+03    1.2494027    0.0015818   1000.000              FS
     7 -0.78857198D+03    0.0623246    0.0000790   1000.000              FS
     8 -0.78857095D+03    0.0010274    0.0000013   1000.000              FS
     9 -0.78857081D+03    0.0001408    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.98508182D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.96901741D+03   16.0644077    0.0163077   1000.000              FS
     3 -0.95955093D+03    9.4664840    0.0097692   1000.000              FS
     4 -0.95406441D+03    5.4865203    0.0057178   1000.000              FS
     5 -0.95372371D+03    0.3407000    0.0003571   1000.000              FS
     6 -0.95366330D+03    0.0604145    0.0000633   1000.000              FS
     7 -0.95363409D+03    0.0292077    0.0000306   1000.000              FS
     8 -0.95362191D+03    0.0121782    0.0000128   1000.000              FS
     9 -0.95361554D+03    0.0063735    0.0000067   1000.000              FS
    10 -0.95361259D+03    0.0029443    0.0000031   1000.000              FS
    11 -0.95361101D+03    0.0015789    0.0000017   1000.000              FS
    12 -0.95361028D+03    0.0007314    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.88305078D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.86578224D+03   17.2685352    0.0195555   1000.000              FS
     3 -0.85128245D+03   14.4997974    0.0167476   1000.000              FS
     4 -0.83878212D+03   12.5003271    0.0146841   1000.000              FS
     5 -0.82553530D+03   13.2468205    0.0157929   1000.000              FS
     6 -0.81361957D+03   11.9157323    0.0144339   1000.000              FS
     7 -0.80358611D+03   10.0334552    0.0123319   1000.000              FS
     8 -0.79773756D+03    5.8485464    0.0072781   1000.000              FS
     9 -0.79712963D+03    0.6079375    0.0007621   1000.000              FS
    10 -0.79712239D+03    0.0072383    0.0000091   1000.000              FS
    11 -0.79711676D+03    0.0056259    0.0000071   1000.000              EM
    12 -0.79711553D+03    0.0012366    0.0000016   1000.000              EM
    13 -0.79711526D+03    0.0002620    0.0000003   1000.000              EM

  BIVARIATE ESTIMATION FOR U11 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11733754D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11644371D+04    8.9382607    0.0076176   1000.000              FS
     3 -0.11634316D+04    1.0055567    0.0008636   1000.000              FS
     4 -0.11633651D+04    0.0665162    0.0000572   1000.000              FS
     5 -0.11632229D+04    0.1421451    0.0001222   1000.000              EM
     6 -0.11632219D+04    0.0010033    0.0000009   1000.000              EM
     7 -0.11632219D+04    0.0000338    0.0000000   1000.000              QN
     8 -0.11632219D+04    0.0000229    0.0000000   1000.000              EM

  BIVARIATE ESTIMATION FOR U21 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11593758D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11373027D+04   22.0731258    0.0190388   1000.000              FS
     3 -0.11317461D+04    5.5565591    0.0048857   1000.000              FS
     4 -0.11313133D+04    0.4328442    0.0003825   1000.000              FS
     5 -0.11313048D+04    0.0084937    0.0000075   1000.000              FS
     6 -0.11313046D+04    0.0002139    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11484151D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11417382D+04    6.6769353    0.0058140   1000.000              FS
     3 -0.11385492D+04    3.1889794    0.0027931   1000.000              FS
     4 -0.11383865D+04    0.1626737    0.0001429   1000.000              EM
     5 -0.11383839D+04    0.0026634    0.0000023   1000.000              EM
     6 -0.11383839D+04    0.0000009    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10937731D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10767071D+04   17.0659806    0.0156029   1000.000              FS
     3 -0.10669888D+04    9.7182904    0.0090259   1000.000              FS
     4 -0.10597239D+04    7.2649428    0.0068088   1000.000              FS
     5 -0.10561489D+04    3.5749420    0.0033735   1000.000              FS
     6 -0.10557339D+04    0.4150214    0.0003930   1000.000              FS
     7 -0.10557273D+04    0.0065718    0.0000062   1000.000              FS
     8 -0.10557270D+04    0.0003401    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.97908857D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.95929803D+03   19.7905399    0.0202132   1000.000              FS
     3 -0.95022684D+03    9.0711948    0.0094561   1000.000              FS
     4 -0.94403456D+03    6.1922827    0.0065166   1000.000              FS
     5 -0.94098340D+03    3.0511529    0.0032320   1000.000              FS
     6 -0.94024818D+03    0.7352255    0.0007813   1000.000              FS
     7 -0.94016328D+03    0.0849022    0.0000903   1000.000              FS
     8 -0.94015509D+03    0.0081877    0.0000087   1000.000              FS
     9 -0.94015418D+03    0.0009118    0.0000010   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11384802D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11193500D+04   19.1302501    0.0168033   1000.000              FS
     3 -0.11068903D+04   12.4596778    0.0111312   1000.000              FS
     4 -0.10972400D+04    9.6502580    0.0087184   1000.000              FS
     5 -0.10928336D+04    4.4063820    0.0040159   1000.000              FS
     6 -0.10925822D+04    0.2514205    0.0002301   1000.000              FS
     7 -0.10925724D+04    0.0097888    0.0000090   1000.000              FS
     8 -0.10925719D+04    0.0005656    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10364492D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10172314D+04   19.2177725    0.0185419   1000.000              FS
     3 -0.10016340D+04   15.5973479    0.0153331   1000.000              FS
     4 -0.98652645D+03   15.1075871    0.0150829   1000.000              FS
     5 -0.97195310D+03   14.5733487    0.0147724   1000.000              FS
     6 -0.95807299D+03   13.8801134    0.0142806   1000.000              FS
     7 -0.94568450D+03   12.3884917    0.0129306   1000.000              FS
     8 -0.93740504D+03    8.2794554    0.0087550   1000.000              FS
     9 -0.93675842D+03    0.6466217    0.0006898   1000.000              FS
    10 -0.93654813D+03    0.2102873    0.0002245   1000.000              FS
    11 -0.93653799D+03    0.0101397    0.0000108   1000.000              FS
    12 -0.93653231D+03    0.0056856    0.0000061   1000.000              FS
    13 -0.93653174D+03    0.0005703    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U23 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.96271153D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.94697916D+03   15.7323773    0.0163417   1000.000              FS
     3 -0.93166556D+03   15.3135952    0.0161710   1000.000              FS
     4 -0.91749131D+03   14.1742479    0.0152139   1000.000              FS
     5 -0.90428082D+03   13.2104931    0.0143985   1000.000              FS
     6 -0.89270521D+03   11.5756077    0.0128009   1000.000              FS
     7 -0.88528219D+03    7.4230281    0.0083152   1000.000              FS
     8 -0.88478297D+03    0.4992177    0.0005639   1000.000              FS
     9 -0.88446671D+03    0.3162566    0.0003574   1000.000              FS
    10 -0.88446101D+03    0.0057012    0.0000064   1000.000              FS
    11 -0.88444994D+03    0.0110717    0.0000125   1000.000              EM
    12 -0.88444991D+03    0.0000284    0.0000000   1000.000              FS

  UNIVARIATE ESTIMATION FOR U11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62402686D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.62011331D+03    3.9135481    0.0062714   1000.000              FS
     3 -0.61710370D+03    3.0096114    0.0048533   1000.000              FS
     4 -0.61516818D+03    1.9355202    0.0031365   1000.000              FS
     5 -0.61430004D+03    0.8681388    0.0014112   1000.000              FS
     6 -0.61413178D+03    0.1682647    0.0002739   1000.000              FS
     7 -0.61412843D+03    0.0033456    0.0000054   1000.000              FS
     8 -0.61412857D+03   -0.0001440   -0.0000002   1000.000              EM

  UNIVARIATE ESTIMATION FOR U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60673447D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60148746D+03    5.2470039    0.0086479   1000.000              FS
     3 -0.59748481D+03    4.0026502    0.0066546   1000.000              FS
     4 -0.59456557D+03    2.9192426    0.0048859   1000.000              FS
     5 -0.59246886D+03    2.0967126    0.0035265   1000.000              FS
     6 -0.59111724D+03    1.3516141    0.0022813   1000.000              FS
     7 -0.59049083D+03    0.6264144    0.0010597   1000.000              FS
     8 -0.59032132D+03    0.1695113    0.0002871   1000.000              FS
     9 -0.59030273D+03    0.0185912    0.0000315   1000.000              FS
    10 -0.59030206D+03    0.0006687    0.0000011   1000.000              FS
    11 -0.59030206D+03   -0.0000065    0.0000000   1000.000              EM

  UNIVARIATE ESTIMATION FOR U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61081745D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60636777D+03    4.4496748    0.0072848   1000.000              FS
     3 -0.60245107D+03    3.9167042    0.0064593   1000.000              FS
     4 -0.59920507D+03    3.2459939    0.0053880   1000.000              FS
     5 -0.59669338D+03    2.5116917    0.0041917   1000.000              FS
     6 -0.59493980D+03    1.7535877    0.0029388   1000.000              FS
     7 -0.59388865D+03    1.0511480    0.0017668   1000.000              FS
     8 -0.59338123D+03    0.5074219    0.0008544   1000.000              FS
     9 -0.59319612D+03    0.1851007    0.0003119   1000.000              FS
    10 -0.59314660D+03    0.0495235    0.0000835   1000.000              FS
    11 -0.59313659D+03    0.0100064    0.0000169   1000.000              FS
    12 -0.59313498D+03    0.0016106    0.0000027   1000.000              FS
    13 -0.59313479D+03    0.0001971    0.0000003   1000.000              FS

  UNIVARIATE ESTIMATION FOR U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57605616D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.56602934D+03   10.0268145    0.0174060   1000.000              FS
     3 -0.56089032D+03    5.1390198    0.0090791   1000.000              FS
     4 -0.55643204D+03    4.4582811    0.0079486   1000.000              FS
     5 -0.55229221D+03    4.1398311    0.0074400   1000.000              FS
     6 -0.54849097D+03    3.8012387    0.0068827   1000.000              FS
     7 -0.54507190D+03    3.4190728    0.0062336   1000.000              FS
     8 -0.54207146D+03    3.0004340    0.0055047   1000.000              FS
     9 -0.53953421D+03    2.5372540    0.0046807   1000.000              FS
    10 -0.53748994D+03    2.0442693    0.0037890   1000.000              FS
    11 -0.53596148D+03    1.5284628    0.0028437   1000.000              FS
    12 -0.53492042D+03    1.0410587    0.0019424   1000.000              FS
    13 -0.53431883D+03    0.6015856    0.0011246   1000.000              FS
    14 -0.53404373D+03    0.2750992    0.0005149   1000.000              FS
    15 -0.53396313D+03    0.0806026    0.0001509   1000.000              EM
    16 -0.53391467D+03    0.0484590    0.0000908   1000.000              EM
    17 -0.53388510D+03    0.0295766    0.0000554   1000.000              EM
    18 -0.53386691D+03    0.0181822    0.0000341   1000.000              EM
    19 -0.53385568D+03    0.0112346    0.0000210   1000.000              EM
    20 -0.53384871D+03    0.0069649    0.0000130   1000.000              EM
    21 -0.53384439D+03    0.0043198    0.0000081   1000.000              EM
    22 -0.53384171D+03    0.0026855    0.0000050   1000.000              EM
    23 -0.53384004D+03    0.0016686    0.0000031   1000.000              EM
    24 -0.53383901D+03    0.0010343    0.0000019   1000.000              EM
    25 -0.53383837D+03    0.0006385    0.0000012   1000.000              EM
    26 -0.53383798D+03    0.0003917    0.0000007   1000.000              EM

  UNIVARIATE ESTIMATION FOR U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49515180D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.48327245D+03   11.8793447    0.0239913   1000.000              FS
     3 -0.47254132D+03   10.7311342    0.0222051   1000.000              FS
     4 -0.46241570D+03   10.1256229    0.0214280   1000.000              FS
     5 -0.45288296D+03    9.5327339    0.0206151   1000.000              FS
     6 -0.44402722D+03    8.8557425    0.0195542   1000.000              FS
     7 -0.43599538D+03    8.0318432    0.0180886   1000.000              FS
     8 -0.42900300D+03    6.9923764    0.0160377   1000.000              FS
     9 -0.42334846D+03    5.6545355    0.0131806   1000.000              FS
    10 -0.41939620D+03    3.9522598    0.0093357   1000.000              FS
    11 -0.41739319D+03    2.0030149    0.0047759   1000.000              FS
    12 -0.41692049D+03    0.4727010    0.0011325   1000.000              FS
    13 -0.41690262D+03    0.0178686    0.0000429   1000.000              FS
    14 -0.41690349D+03   -0.0008739   -0.0000021   1000.000              EM

  UNIVARIATE ESTIMATION FOR U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59618557D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.58994128D+03    6.2442980    0.0104737   1000.000              FS
     3 -0.58433909D+03    5.6021829    0.0094962   1000.000              FS
     4 -0.57982516D+03    4.5139355    0.0077249   1000.000              FS
     5 -0.57657351D+03    3.2516503    0.0056080   1000.000              FS
     6 -0.57464396D+03    1.9295451    0.0033466   1000.000              FS
     7 -0.57382409D+03    0.8198760    0.0014268   1000.000              FS
     8 -0.57361820D+03    0.2058865    0.0003588   1000.000              FS
     9 -0.57359166D+03    0.0265450    0.0000463   1000.000              FS
    10 -0.57358989D+03    0.0017690    0.0000031   1000.000              FS
    11 -0.57358988D+03    0.0000064    0.0000000   1000.000              FS

  UNIVARIATE ESTIMATION FOR U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52947584D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.51645173D+03   13.0241092    0.0245981   1000.000              FS
     3 -0.50503387D+03   11.4178647    0.0221083   1000.000              FS
     4 -0.49503869D+03    9.9951756    0.0197911   1000.000              FS
     5 -0.48657494D+03    8.4637502    0.0170971   1000.000              FS
     6 -0.47992415D+03    6.6507904    0.0136686   1000.000              FS
     7 -0.47546169D+03    4.4624601    0.0092983   1000.000              FS
     8 -0.47336024D+03    2.1014560    0.0044198   1000.000              FS
     9 -0.47292593D+03    0.4343042    0.0009175   1000.000              FS
    10 -0.47290650D+03    0.0194339    0.0000411   1000.000              FS
    11 -0.47290414D+03    0.0023559    0.0000050   1000.000              FS
    12 -0.47290368D+03    0.0004630    0.0000010   1000.000              FS

  UNIVARIATE ESTIMATION FOR U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48538736D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.46592083D+03   19.4665255    0.0401051   1000.000              FS
     3 -0.44903692D+03   16.8839156    0.0362377   1000.000              FS
     4 -0.43577044D+03   13.2664754    0.0295443   1000.000              FS
     5 -0.42528041D+03   10.4900354    0.0240724   1000.000              FS
     6 -0.41686261D+03    8.4177962    0.0197935   1000.000              FS
     7 -0.41039521D+03    6.4673980    0.0155145   1000.000              FS
     8 -0.40589349D+03    4.5017254    0.0109692   1000.000              FS
     9 -0.40322231D+03    2.6711765    0.0065810   1000.000              FS
    10 -0.40194810D+03    1.2742051    0.0031601   1000.000              FS
    11 -0.40146828D+03    0.4798268    0.0011938   1000.000              FS
    12 -0.40132145D+03    0.1468310    0.0003657   1000.000              FS
    13 -0.40128569D+03    0.0357549    0.0000891   1000.000              FS
    14 -0.40127913D+03    0.0065649    0.0000164   1000.000              FS
    15 -0.40127821D+03    0.0009170    0.0000023   1000.000              FS
    16 -0.40127813D+03    0.0000811    0.0000002   1000.000              FS

  UNIVARIATE ESTIMATION FOR U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59111777D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.58220482D+03    8.9129441    0.0150781   1000.000              FS
     3 -0.57692945D+03    5.2753673    0.0090610   1000.000              FS
     4 -0.57236779D+03    4.5616634    0.0079068   1000.000              FS
     5 -0.56859031D+03    3.7774851    0.0065998   1000.000              FS
     6 -0.56567375D+03    2.9165587    0.0051295   1000.000              FS
     7 -0.56366166D+03    2.0120906    0.0035570   1000.000              FS
     8 -0.56250032D+03    1.1613342    0.0020603   1000.000              FS
     9 -0.56199007D+03    0.5102563    0.0009071   1000.000              FS
    10 -0.56183641D+03    0.1536609    0.0002734   1000.000              FS
    11 -0.56180641D+03    0.0299927    0.0000534   1000.000              FS
    12 -0.56180246D+03    0.0039505    0.0000070   1000.000              FS
    13 -0.56180211D+03    0.0003524    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12166413D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11879047D+04   28.7365854    0.0236196   1000.000              FS
     3 -0.11722845D+04   15.6202058    0.0131494   1000.000              FS
     4 -0.11577831D+04   14.5014007    0.0123702   1000.000              FS
     5 -0.11457104D+04   12.0726990    0.0104274   1000.000              FS
     6 -0.11392295D+04    6.4809050    0.0056567   1000.000              FS
     7 -0.11388696D+04    0.3599491    0.0003160   1000.000              FS
     8 -0.11388292D+04    0.0403701    0.0000354   1000.000              FS
     9 -0.11388282D+04    0.0009841    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12056806D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11925616D+04   13.1189501    0.0108809   1000.000              FS
     3 -0.11799281D+04   12.6335595    0.0105936   1000.000              FS
     4 -0.11702139D+04    9.7141870    0.0082329   1000.000              FS
     5 -0.11657415D+04    4.4723838    0.0038219   1000.000              FS
     6 -0.11652353D+04    0.5062515    0.0004343   1000.000              FS
     7 -0.11652199D+04    0.0153765    0.0000132   1000.000              FS
     8 -0.11652194D+04    0.0005304    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11916810D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11691562D+04   22.5247838    0.0189017   1000.000              FS
     3 -0.11551395D+04   14.0167758    0.0119888   1000.000              FS
     4 -0.11430358D+04   12.1036512    0.0104781   1000.000              FS
     5 -0.11341124D+04    8.9234059    0.0078068   1000.000              FS
     6 -0.11309209D+04    3.1914718    0.0028141   1000.000              FS
     7 -0.11308677D+04    0.0532362    0.0000471   1000.000              FS
     8 -0.11308645D+04    0.0032232    0.0000029   1000.000              FS
     9 -0.11308641D+04    0.0003500    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11579571D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11361423D+04   21.8147493    0.0188390   1000.000              FS
     3 -0.11292984D+04    6.8438752    0.0060238   1000.000              FS
     4 -0.11262938D+04    3.0046656    0.0026606   1000.000              FS
     5 -0.11261531D+04    0.1407139    0.0001249   1000.000              FS
     6 -0.11261527D+04    0.0003554    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11439575D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11105208D+04   33.4367249    0.0292290   1000.000              FS
     3 -0.11008746D+04    9.6461894    0.0086862   1000.000              FS
     4 -0.10952907D+04    5.5839080    0.0050722   1000.000              FS
     5 -0.10944367D+04    0.8539657    0.0007797   1000.000              FS
     6 -0.10943304D+04    0.1062744    0.0000971   1000.000              FS
     7 -0.10943136D+04    0.0168367    0.0000154   1000.000              FS
     8 -0.10943121D+04    0.0015266    0.0000014   1000.000              FS
     9 -0.10943120D+04    0.0000942    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11329968D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11151460D+04   17.8507642    0.0157554   1000.000              FS
     3 -0.11110405D+04    4.1054761    0.0036816   1000.000              FS
     4 -0.11051490D+04    5.8915160    0.0053027   1000.000              FS
     5 -0.11035122D+04    1.6368473    0.0014811   1000.000              FS
     6 -0.11029073D+04    0.6048868    0.0005481   1000.000              FS
     7 -0.11027720D+04    0.1352581    0.0001226   1000.000              FS
     8 -0.11027566D+04    0.0153754    0.0000139   1000.000              FS
     9 -0.11027557D+04    0.0009053    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10397050D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10215570D+04   18.1479696    0.0174549   1000.000              FS
     3 -0.10191722D+04    2.3848410    0.0023345   1000.000              FS
     4 -0.10185621D+04    0.6101281    0.0005987   1000.000              FS
     5 -0.10185285D+04    0.0335612    0.0000329   1000.000              FS
     6 -0.10185250D+04    0.0035562    0.0000035   1000.000              FS
     7 -0.10185245D+04    0.0004954    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10257054D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99988396D+03   25.8214738    0.0251744   1000.000              FS
     3 -0.99350201D+03    6.3819431    0.0063827   1000.000              FS
     4 -0.99065122D+03    2.8507892    0.0028694   1000.000              FS
     5 -0.99005148D+03    0.5997409    0.0006054   1000.000              FS
     6 -0.99001406D+03    0.0374181    0.0000378   1000.000              FS
     7 -0.99001259D+03    0.0014785    0.0000015   1000.000              FS
     8 -0.99001253D+03    0.0000591    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10147447D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10022637D+04   12.4809893    0.0122996   1000.000              FS
     3 -0.99979838D+03    2.4653392    0.0024598   1000.000              FS
     4 -0.99944416D+03    0.3542146    0.0003543   1000.000              FS
     5 -0.99939792D+03    0.0462415    0.0000463   1000.000              FS
     6 -0.99939210D+03    0.0058266    0.0000058   1000.000              FS
     7 -0.99939157D+03    0.0005230    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.96702117D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.93832161D+03   28.6995621    0.0296783   1000.000              FS
     3 -0.92561356D+03   12.7080483    0.0135434   1000.000              FS
     4 -0.91551494D+03   10.0986236    0.0109102   1000.000              FS
     5 -0.90756941D+03    7.9455233    0.0086787   1000.000              FS
     6 -0.90328566D+03    4.2837524    0.0047200   1000.000              FS
     7 -0.90252477D+03    0.7608878    0.0008424   1000.000              FS
     8 -0.90248684D+03    0.0379354    0.0000420   1000.000              FS
     9 -0.90248445D+03    0.0023884    0.0000026   1000.000              FS
    10 -0.90248405D+03    0.0003952    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11910807D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11789367D+04   12.1439586    0.0101957   1000.000              FS
     3 -0.11742522D+04    4.6845140    0.0039735   1000.000              FS
     4 -0.11733904D+04    0.8618407    0.0007339   1000.000              FS
     5 -0.11733425D+04    0.0478920    0.0000408   1000.000              FS
     6 -0.11733401D+04    0.0024072    0.0000021   1000.000              FS
     7 -0.11733399D+04    0.0001494    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11770811D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11533154D+04   23.7656925    0.0201904   1000.000              FS
     3 -0.11457660D+04    7.5494044    0.0065458   1000.000              FS
     4 -0.11438138D+04    1.9521968    0.0017038   1000.000              FS
     5 -0.11438044D+04    0.0094287    0.0000082   1000.000              FS
     6 -0.11438036D+04    0.0007519    0.0000007   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11661204D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11566693D+04    9.4510421    0.0081047   1000.000              FS
     3 -0.11515625D+04    5.1067990    0.0044151   1000.000              FS
     4 -0.11490005D+04    2.5619740    0.0022248   1000.000              FS
     5 -0.11486688D+04    0.3317639    0.0002887   1000.000              FS
     6 -0.11485579D+04    0.1109204    0.0000966   1000.000              EM
     7 -0.11485542D+04    0.0036748    0.0000032   1000.000              EM
     8 -0.11485541D+04    0.0000940    0.0000001   1000.000              EM

  BIVARIATE ESTIMATION FOR U12 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11183968D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10933997D+04   24.9971637    0.0223509   1000.000              FS
     3 -0.10797278D+04   13.6718352    0.0125040   1000.000              FS
     4 -0.10677101D+04   12.0176751    0.0111303   1000.000              FS
     5 -0.10571964D+04   10.5137627    0.0098470   1000.000              FS
     6 -0.10492208D+04    7.9756144    0.0075441   1000.000              FS
     7 -0.10456728D+04    3.5480133    0.0033816   1000.000              FS
     8 -0.10454543D+04    0.2184948    0.0002090   1000.000              FS
     9 -0.10454533D+04    0.0009181    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10001448D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.97828680D+03   21.8579784    0.0218548   1000.000              FS
     3 -0.96628372D+03   12.0030774    0.0122695   1000.000              FS
     4 -0.95641689D+03    9.8668304    0.0102111   1000.000              FS
     5 -0.94909686D+03    7.3200330    0.0076536   1000.000              FS
     6 -0.94594543D+03    3.1514261    0.0033204   1000.000              FS
     7 -0.94568176D+03    0.2636706    0.0002787   1000.000              FS
     8 -0.94567985D+03    0.0019110    0.0000020   1000.000              FS
     9 -0.94567981D+03    0.0000396    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10900572D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10781688D+04   11.8884638    0.0109063   1000.000              FS
     3 -0.10749386D+04    3.2301760    0.0029960   1000.000              FS
     4 -0.10745532D+04    0.3853697    0.0003585   1000.000              FS
     5 -0.10745293D+04    0.0239785    0.0000223   1000.000              FS
     6 -0.10745293D+04   -0.0000439    0.0000000   1000.000              EM

  BIVARIATE ESTIMATION FOR U21 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10760577D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10540587D+04   21.9989127    0.0204440   1000.000              FS
     3 -0.10493229D+04    4.7358484    0.0044930   1000.000              FS
     4 -0.10475547D+04    1.7681916    0.0016851   1000.000              FS
     5 -0.10472377D+04    0.3169687    0.0003026   1000.000              FS
     6 -0.10471986D+04    0.0391240    0.0000374   1000.000              FS
     7 -0.10471938D+04    0.0047697    0.0000046   1000.000              FS
     8 -0.10471933D+04    0.0005687    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10650969D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10546409D+04   10.4560258    0.0098170   1000.000              FS
     3 -0.10474984D+04    7.1425328    0.0067725   1000.000              FS
     4 -0.10464726D+04    1.0257977    0.0009793   1000.000              FS
     5 -0.10464377D+04    0.0348694    0.0000333   1000.000              FS
     6 -0.10464367D+04    0.0009913    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10173734D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99835224D+03   19.0211570    0.0186963   1000.000              FS
     3 -0.98937812D+03    8.9741208    0.0089889   1000.000              FS
     4 -0.98242079D+03    6.9573344    0.0070320   1000.000              FS
     5 -0.97714878D+03    5.2720049    0.0053663   1000.000              FS
     6 -0.97375720D+03    3.3915790    0.0034709   1000.000              FS
     7 -0.97204395D+03    1.7132471    0.0017594   1000.000              FS
     8 -0.97138367D+03    0.6602844    0.0006793   1000.000              FS
     9 -0.97117610D+03    0.2075741    0.0002137   1000.000              FS
    10 -0.97111711D+03    0.0589861    0.0000607   1000.000              FS
    11 -0.97110097D+03    0.0161347    0.0000166   1000.000              FS
    12 -0.97109662D+03    0.0043520    0.0000045   1000.000              FS
    13 -0.97109546D+03    0.0011656    0.0000012   1000.000              FS
    14 -0.97109515D+03    0.0003101    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.89912135D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.87720130D+03   21.9200534    0.0243794   1000.000              FS
     3 -0.86563806D+03   11.5632365    0.0131820   1000.000              FS
     4 -0.85670885D+03    8.9292088    0.0103152   1000.000              FS
     5 -0.85210590D+03    4.6029503    0.0053728   1000.000              FS
     6 -0.85168078D+03    0.4251168    0.0004989   1000.000              FS
     7 -0.85167427D+03    0.0065176    0.0000077   1000.000              FS
     8 -0.85166963D+03    0.0046327    0.0000054   1000.000              EM
     9 -0.85166953D+03    0.0001073    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10504970D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10339766D+04   16.5203976    0.0157263   1000.000              FS
     3 -0.10228898D+04   11.0867835    0.0107225   1000.000              FS
     4 -0.10146396D+04    8.2502522    0.0080656   1000.000              FS
     5 -0.10105583D+04    4.0812956    0.0040224   1000.000              FS
     6 -0.10099123D+04    0.6459447    0.0006392   1000.000              FS
     7 -0.10098722D+04    0.0400949    0.0000397   1000.000              FS
     8 -0.10098684D+04    0.0038595    0.0000038   1000.000              FS
     9 -0.10098680D+04    0.0004137    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10166810D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10105179D+04    6.1630729    0.0060620   1000.000              FS
     3 -0.10091927D+04    1.3252399    0.0013114   1000.000              FS
     4 -0.10091555D+04    0.0371796    0.0000368   1000.000              FS
     5 -0.10091545D+04    0.0010310    0.0000010   1000.000              FS
     6 -0.10091543D+04    0.0001155    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10026814D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.98625730D+03   16.4241088    0.0163802   1000.000              FS
     3 -0.98404961D+03    2.2076814    0.0022384   1000.000              FS
     4 -0.98377510D+03    0.2745128    0.0002790   1000.000              FS
     5 -0.98376478D+03    0.0103225    0.0000105   1000.000              FS
     6 -0.98376438D+03    0.0004033    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.99172068D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.98806543D+03    3.6552529    0.0036858   1000.000              FS
     3 -0.98619974D+03    1.8656936    0.0018882   1000.000              FS
     4 -0.98614952D+03    0.0502205    0.0000509   1000.000              FS
     5 -0.98614379D+03    0.0057217    0.0000058   1000.000              FS
     6 -0.98614284D+03    0.0009499    0.0000010   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.94399714D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.92520269D+03   18.7944573    0.0199094   1000.000              FS
     3 -0.91466588D+03   10.5368057    0.0113886   1000.000              FS
     4 -0.90619129D+03    8.4745903    0.0092652   1000.000              FS
     5 -0.90027264D+03    5.9186555    0.0065314   1000.000              FS
     6 -0.89855975D+03    1.7128865    0.0019026   1000.000              FS
     7 -0.89852477D+03    0.0349756    0.0000389   1000.000              FS
     8 -0.89851897D+03    0.0058032    0.0000065   1000.000              FS
     9 -0.89851795D+03    0.0010183    0.0000011   1000.000              FS
    10 -0.89851749D+03    0.0004641    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.82574510D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.80940575D+03   16.3393431    0.0197874   1000.000              FS
     3 -0.80103132D+03    8.3744374    0.0103464   1000.000              FS
     4 -0.79497592D+03    6.0553933    0.0075595   1000.000              FS
     5 -0.79122832D+03    3.7476065    0.0047141   1000.000              FS
     6 -0.79008967D+03    1.1386481    0.0014391   1000.000              FS
     7 -0.79003789D+03    0.0517818    0.0000655   1000.000              FS
     8 -0.79003519D+03    0.0026934    0.0000034   1000.000              FS
     9 -0.79003085D+03    0.0043484    0.0000055   1000.000              FS
    10 -0.79003006D+03    0.0007814    0.0000010   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.97712075D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.96257195D+03   14.5487976    0.0148895   1000.000              FS
     3 -0.95213123D+03   10.4407216    0.0108467   1000.000              FS
     4 -0.94580282D+03    6.3284160    0.0066466   1000.000              FS
     5 -0.94384225D+03    1.9605610    0.0020729   1000.000              FS
     6 -0.94368605D+03    0.1562005    0.0001655   1000.000              FS
     7 -0.94367814D+03    0.0079106    0.0000084   1000.000              FS
     8 -0.94367626D+03    0.0018823    0.0000020   1000.000              FS
     9 -0.94367586D+03    0.0003987    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.87609733D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.85841310D+03   17.6842300    0.0201852   1000.000              FS
     3 -0.84249525D+03   15.9178482    0.0185433   1000.000              FS
     4 -0.82893925D+03   13.5559969    0.0160903   1000.000              FS
     5 -0.81467218D+03   14.2670742    0.0172112   1000.000              FS
     6 -0.80182586D+03   12.8463129    0.0157687   1000.000              FS
     7 -0.79296007D+03    8.8657891    0.0110570   1000.000              FS
     8 -0.79222025D+03    0.7398214    0.0009330   1000.000              EM
     9 -0.79209900D+03    0.1212524    0.0001531   1000.000              FS
    10 -0.79209634D+03    0.0026637    0.0000034   1000.000              EM
    11 -0.79209632D+03    0.0000120    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11749397D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11680246D+04    6.9151467    0.0058855   1000.000              FS
     3 -0.11665754D+04    1.4491962    0.0012407   1000.000              FS
     4 -0.11659208D+04    0.6545400    0.0005611   1000.000              FS
     5 -0.11658055D+04    0.1153340    0.0000989   1000.000              FS
     6 -0.11657896D+04    0.0159045    0.0000136   1000.000              FS
     7 -0.11656452D+04    0.1444425    0.0001239   1000.000              EM
     8 -0.11656415D+04    0.0036345    0.0000031   1000.000              EM
     9 -0.11656413D+04    0.0002279    0.0000002   1000.000              QN
    10 -0.11656413D+04    0.0000123    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11609401D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11418596D+04   19.0804994    0.0164354   1000.000              FS
     3 -0.11355738D+04    6.2858121    0.0055049   1000.000              FS
     4 -0.11343688D+04    1.2050775    0.0010612   1000.000              FS
     5 -0.11343531D+04    0.0156117    0.0000138   1000.000              FS
     6 -0.11343529D+04    0.0002357    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11499794D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11463182D+04    3.6612565    0.0031838   1000.000              FS
     3 -0.11404888D+04    5.8293468    0.0050853   1000.000              FS
     4 -0.11385411D+04    1.9476750    0.0017078   1000.000              FS
     5 -0.11383705D+04    0.1706445    0.0001499   1000.000              FS
     6 -0.11383655D+04    0.0050058    0.0000044   1000.000              FS
     7 -0.11383650D+04    0.0004943    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11022559D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10857163D+04   16.5396032    0.0150052   1000.000              FS
     3 -0.10755303D+04   10.1859953    0.0093818   1000.000              FS
     4 -0.10687110D+04    6.8192776    0.0063404   1000.000              FS
     5 -0.10666682D+04    2.0427720    0.0019114   1000.000              FS
     6 -0.10666012D+04    0.0670374    0.0000628   1000.000              FS
     7 -0.10665914D+04    0.0097920    0.0000092   1000.000              FS
     8 -0.10665891D+04    0.0023192    0.0000022   1000.000              FS
     9 -0.10665881D+04    0.0009734    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.98400384D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.96794198D+03   16.0618606    0.0163230   1000.000              FS
     3 -0.95784845D+03   10.0935304    0.0104278   1000.000              FS
     4 -0.95093212D+03    6.9163283    0.0072207   1000.000              FS
     5 -0.94767076D+03    3.2613599    0.0034296   1000.000              FS
     6 -0.94698687D+03    0.6838860    0.0007216   1000.000              FS
     7 -0.94691486D+03    0.0720100    0.0000760   1000.000              FS
     8 -0.94690790D+03    0.0069572    0.0000073   1000.000              FS
     9 -0.94690716D+03    0.0007439    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11353795D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11211910D+04   14.1884446    0.0124967   1000.000              FS
     3 -0.11078335D+04   13.3575604    0.0119137   1000.000              FS
     4 -0.10970300D+04   10.8035272    0.0097519   1000.000              FS
     5 -0.10903228D+04    6.7071983    0.0061140   1000.000              FS
     6 -0.10886158D+04    1.7069494    0.0015655   1000.000              FS
     7 -0.10885346D+04    0.0812017    0.0000746   1000.000              FS
     8 -0.10885302D+04    0.0043711    0.0000040   1000.000              FS
     9 -0.10885299D+04    0.0003692    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10343561D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10178666D+04   16.4894519    0.0159418   1000.000              FS
     3 -0.10006627D+04   17.2039499    0.0169020   1000.000              FS
     4 -0.98387849D+03   16.7841703    0.0167731   1000.000              FS
     5 -0.96781913D+03   16.0593646    0.0163225   1000.000              FS
     6 -0.95235919D+03   15.4599417    0.0159740   1000.000              FS
     7 -0.93807545D+03   14.2837339    0.0149983   1000.000              FS
     8 -0.92729181D+03   10.7836419    0.0114955   1000.000              FS
     9 -0.92603902D+03    1.2527910    0.0013510   1000.000              FS
    10 -0.92541712D+03    0.6219032    0.0006716   1000.000              FS
    11 -0.92538025D+03    0.0368647    0.0000398   1000.000              EM
    12 -0.92537894D+03    0.0013111    0.0000014   1000.000              FS
    13 -0.92537772D+03    0.0012239    0.0000013   1000.000              FS
    14 -0.92537725D+03    0.0004650    0.0000005   1000.000              EM

  BIVARIATE ESTIMATION FOR U23 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.96097981D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.94788125D+03   13.0985594    0.0136304   1000.000              FS
     3 -0.93269619D+03   15.1850661    0.0160200   1000.000              FS
     4 -0.91842752D+03   14.2686683    0.0152983   1000.000              FS
     5 -0.90508117D+03   13.3463494    0.0145317   1000.000              FS
     6 -0.89313523D+03   11.9459378    0.0131987   1000.000              FS
     7 -0.88499689D+03    8.1383384    0.0091121   1000.000              FS
     8 -0.88441674D+03    0.5801534    0.0006555   1000.000              FS
     9 -0.88417280D+03    0.2439403    0.0002758   1000.000              FS
    10 -0.88405986D+03    0.1129369    0.0001277   1000.000              EM
    11 -0.88405370D+03    0.0061598    0.0000070   1000.000              FS
    12 -0.88405314D+03    0.0005605    0.0000006   1000.000              EM

  UNIVARIATE ESTIMATION FOR U11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62402686D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.62011331D+03    3.9135481    0.0062714   1000.000              FS
     3 -0.61710370D+03    3.0096114    0.0048533   1000.000              FS
     4 -0.61516818D+03    1.9355202    0.0031365   1000.000              FS
     5 -0.61430004D+03    0.8681388    0.0014112   1000.000              FS
     6 -0.61413178D+03    0.1682647    0.0002739   1000.000              FS
     7 -0.61412843D+03    0.0033456    0.0000054   1000.000              FS
     8 -0.61412857D+03   -0.0001440   -0.0000002   1000.000              EM

  UNIVARIATE ESTIMATION FOR U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60673447D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60148746D+03    5.2470039    0.0086479   1000.000              FS
     3 -0.59748481D+03    4.0026502    0.0066546   1000.000              FS
     4 -0.59456557D+03    2.9192426    0.0048859   1000.000              FS
     5 -0.59246886D+03    2.0967126    0.0035265   1000.000              FS
     6 -0.59111724D+03    1.3516141    0.0022813   1000.000              FS
     7 -0.59049083D+03    0.6264144    0.0010597   1000.000              FS
     8 -0.59032132D+03    0.1695113    0.0002871   1000.000              FS
     9 -0.59030273D+03    0.0185912    0.0000315   1000.000              FS
    10 -0.59030206D+03    0.0006687    0.0000011   1000.000              FS
    11 -0.59030206D+03   -0.0000065    0.0000000   1000.000              EM

  UNIVARIATE ESTIMATION FOR U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61081745D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.60636777D+03    4.4496748    0.0072848   1000.000              FS
     3 -0.60245107D+03    3.9167042    0.0064593   1000.000              FS
     4 -0.59920507D+03    3.2459939    0.0053880   1000.000              FS
     5 -0.59669338D+03    2.5116917    0.0041917   1000.000              FS
     6 -0.59493980D+03    1.7535877    0.0029388   1000.000              FS
     7 -0.59388865D+03    1.0511480    0.0017668   1000.000              FS
     8 -0.59338123D+03    0.5074219    0.0008544   1000.000              FS
     9 -0.59319612D+03    0.1851007    0.0003119   1000.000              FS
    10 -0.59314660D+03    0.0495235    0.0000835   1000.000              FS
    11 -0.59313659D+03    0.0100064    0.0000169   1000.000              FS
    12 -0.59313498D+03    0.0016106    0.0000027   1000.000              FS
    13 -0.59313479D+03    0.0001971    0.0000003   1000.000              FS

  UNIVARIATE ESTIMATION FOR U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57453347D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.56360108D+03   10.9323918    0.0190283   1000.000              FS
     3 -0.55883475D+03    4.7663345    0.0084569   1000.000              FS
     4 -0.55439640D+03    4.4383411    0.0079421   1000.000              FS
     5 -0.55031538D+03    4.0810264    0.0073612   1000.000              FS
     6 -0.54651704D+03    3.7983418    0.0069021   1000.000              FS
     7 -0.54308729D+03    3.4297420    0.0062756   1000.000              FS
     8 -0.54000250D+03    3.0847934    0.0056801   1000.000              FS
     9 -0.53735094D+03    2.6515647    0.0049103   1000.000              FS
    10 -0.53508533D+03    2.2656016    0.0042162   1000.000              FS
    11 -0.53335167D+03    1.7336606    0.0032400   1000.000              FS
    12 -0.53218301D+03    1.1686614    0.0021912   1000.000              FS
    13 -0.53143896D+03    0.7440528    0.0013981   1000.000              FS
    14 -0.53112749D+03    0.3114723    0.0005861   1000.000              EM
    15 -0.53090812D+03    0.2193649    0.0004130   1000.000              EM
    16 -0.53074631D+03    0.1618159    0.0003048   1000.000              EM
    17 -0.53062261D+03    0.1237010    0.0002331   1000.000              EM
    18 -0.53052489D+03    0.0977139    0.0001841   1000.000              EM
    19 -0.53044543D+03    0.0794657    0.0001498   1000.000              EM
    20 -0.53037923D+03    0.0661911    0.0001248   1000.000              EM
    21 -0.53032287D+03    0.0563622    0.0001063   1000.000              EM
    22 -0.53027407D+03    0.0487999    0.0000920   1000.000              EM
    23 -0.53023126D+03    0.0428090    0.0000807   1000.000              EM
    24 -0.53019333D+03    0.0379345    0.0000715   1000.000              EM
    25 -0.53015946D+03    0.0338732    0.0000639   1000.000              EM
    26 -0.53012904D+03    0.0304201    0.0000574   1000.000              EM
    27 -0.53010160D+03    0.0274346    0.0000518   1000.000              EM
    28 -0.53007678D+03    0.0248181    0.0000468   1000.000              EM
    29 -0.53005428D+03    0.0225007    0.0000424   1000.000              EM
    30 -0.53003385D+03    0.0204314    0.0000385   1000.000              EM
    31 -0.53001528D+03    0.0185723    0.0000350   1000.000              EM
    32 -0.52999838D+03    0.0168942    0.0000319   1000.000              EM
    33 -0.52998301D+03    0.0153746    0.0000290   1000.000              EM
    34 -0.52996901D+03    0.0139950    0.0000264   1000.000              EM
    35 -0.52995627D+03    0.0127405    0.0000240   1000.000              EM
    36 -0.52994468D+03    0.0115984    0.0000219   1000.000              EM
    37 -0.52993412D+03    0.0105577    0.0000199   1000.000              EM
    38 -0.52992451D+03    0.0096091    0.0000181   1000.000              EM
    39 -0.52991576D+03    0.0087442    0.0000165   1000.000              EM
    40 -0.52990781D+03    0.0079555    0.0000150   1000.000              EM
    41 -0.52990057D+03    0.0072363    0.0000137   1000.000              EM
    42 -0.52989399D+03    0.0065806    0.0000124   1000.000              EM
    43 -0.52988801D+03    0.0059829    0.0000113   1000.000              EM
    44 -0.52988257D+03    0.0054381    0.0000103   1000.000              EM
    45 -0.52987763D+03    0.0049418    0.0000093   1000.000              EM
    46 -0.52987314D+03    0.0044897    0.0000085   1000.000              EM
    47 -0.52986906D+03    0.0040779    0.0000077   1000.000              EM
    48 -0.52986536D+03    0.0037031    0.0000070   1000.000              EM
    49 -0.52986200D+03    0.0033620    0.0000063   1000.000              EM
    50 -0.52985895D+03    0.0030516    0.0000058   1000.000              EM
    51 -0.52985618D+03    0.0027692    0.0000052   1000.000              EM
    52 -0.52985366D+03    0.0025125    0.0000047   1000.000              EM
    53 -0.52985138D+03    0.0022791    0.0000043   1000.000              EM
    54 -0.52984932D+03    0.0020669    0.0000039   1000.000              EM
    55 -0.52984744D+03    0.0018742    0.0000035   1000.000              EM
    56 -0.52984574D+03    0.0016991    0.0000032   1000.000              EM
    57 -0.52984420D+03    0.0015401    0.0000029   1000.000              EM
    58 -0.52984281D+03    0.0013957    0.0000026   1000.000              EM
    59 -0.52984154D+03    0.0012646    0.0000024   1000.000              EM
    60 -0.52984040D+03    0.0011466    0.0000022   1000.000              EM
    61 -0.52983936D+03    0.0010382    0.0000020   1000.000              EM
    62 -0.52983842D+03    0.0009402    0.0000018   1000.000              EM
    63 -0.52983757D+03    0.0008513    0.0000016   1000.000              EM
    64 -0.52983680D+03    0.0007707    0.0000015   1000.000              EM
    65 -0.52983610D+03    0.0006970    0.0000013   1000.000              EM
    66 -0.52983547D+03    0.0006310    0.0000012   1000.000              EM
    67 -0.52983490D+03    0.0005710    0.0000011   1000.000              EM
    68 -0.52983438D+03    0.0005166    0.0000010   1000.000              EM

  UNIVARIATE ESTIMATION FOR U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49432412D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.48211543D+03   12.2086866    0.0246977   1000.000              FS
     3 -0.47141995D+03   10.6954787    0.0221845   1000.000              FS
     4 -0.46127172D+03   10.1482356    0.0215270   1000.000              FS
     5 -0.45169256D+03    9.5791617    0.0207669   1000.000              FS
     6 -0.44277894D+03    8.9136163    0.0197338   1000.000              FS
     7 -0.43468282D+03    8.0961250    0.0182848   1000.000              FS
     8 -0.42762218D+03    7.0606328    0.0162432   1000.000              FS
     9 -0.42189737D+03    5.7248085    0.0133875   1000.000              FS
    10 -0.41787684D+03    4.0205343    0.0095296   1000.000              FS
    11 -0.41581928D+03    2.0575560    0.0049238   1000.000              FS
    12 -0.41532369D+03    0.4955931    0.0011918   1000.000              FS
    13 -0.41530407D+03    0.0196202    0.0000472   1000.000              FS
    14 -0.41530495D+03   -0.0008779   -0.0000021   1000.000              EM

  UNIVARIATE ESTIMATION FOR U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58992801D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.58289509D+03    7.0329240    0.0119217   1000.000              FS
     3 -0.57671615D+03    6.1789414    0.0106004   1000.000              FS
     4 -0.57180261D+03    4.9135363    0.0085199   1000.000              FS
     5 -0.56838738D+03    3.4152337    0.0059727   1000.000              FS
     6 -0.56654889D+03    1.8384866    0.0032346   1000.000              FS
     7 -0.56594073D+03    0.6081652    0.0010735   1000.000              FS
     8 -0.56585196D+03    0.0887618    0.0001568   1000.000              FS
     9 -0.56584679D+03    0.0051790    0.0000092   1000.000              FS
    10 -0.56584668D+03    0.0001089    0.0000002   1000.000              FS

  UNIVARIATE ESTIMATION FOR U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53176260D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.51954420D+03   12.2183983    0.0229772   1000.000              FS
     3 -0.50888785D+03   10.6563527    0.0205110   1000.000              FS
     4 -0.49956381D+03    9.3240423    0.0183224   1000.000              FS
     5 -0.49160803D+03    7.9557841    0.0159255   1000.000              FS
     6 -0.48515831D+03    6.4497144    0.0131196   1000.000              FS
     7 -0.48038502D+03    4.7732867    0.0098386   1000.000              FS
     8 -0.47736529D+03    3.0197338    0.0062861   1000.000              FS
     9 -0.47588331D+03    1.4819760    0.0031045   1000.000              FS
    10 -0.47536457D+03    0.5187410    0.0010901   1000.000              FS
    11 -0.47522660D+03    0.1379735    0.0002902   1000.000              FS
    12 -0.47519413D+03    0.0324655    0.0000683   1000.000              FS
    13 -0.47518772D+03    0.0064177    0.0000135   1000.000              FS
    14 -0.47518673D+03    0.0009877    0.0000021   1000.000              FS
    15 -0.47518663D+03    0.0000950    0.0000002   1000.000              FS

  UNIVARIATE ESTIMATION FOR U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48805148D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.46769170D+03   20.3597836    0.0417165   1000.000              FS
     3 -0.45051207D+03   17.1796268    0.0367328   1000.000              FS
     4 -0.43721527D+03   13.2968009    0.0295149   1000.000              FS
     5 -0.42732829D+03    9.8869797    0.0226135   1000.000              FS
     6 -0.41977966D+03    7.5486329    0.0176647   1000.000              FS
     7 -0.41413444D+03    5.6452152    0.0134480   1000.000              FS
     8 -0.41015254D+03    3.9819044    0.0096150   1000.000              FS
     9 -0.40753689D+03    2.6156481    0.0063773   1000.000              FS
    10 -0.40592186D+03    1.6150357    0.0039629   1000.000              FS
    11 -0.40497370D+03    0.9481536    0.0023358   1000.000              FS
    12 -0.40445621D+03    0.5174913    0.0012778   1000.000              FS
    13 -0.40420796D+03    0.2482514    0.0006138   1000.000              FS
    14 -0.40410701D+03    0.1009503    0.0002497   1000.000              FS
    15 -0.40407174D+03    0.0352698    0.0000873   1000.000              FS
    16 -0.40406081D+03    0.0109334    0.0000271   1000.000              FS
    17 -0.40405772D+03    0.0030912    0.0000077   1000.000              FS
    18 -0.40405691D+03    0.0008040    0.0000020   1000.000              FS
    19 -0.40405673D+03    0.0001860    0.0000005   1000.000              FS

  UNIVARIATE ESTIMATION FOR U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59627483D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.58635217D+03    9.9226618    0.0166411   1000.000              FS
     3 -0.58125751D+03    5.0946614    0.0086887   1000.000              FS
     4 -0.57701707D+03    4.2404353    0.0072953   1000.000              FS
     5 -0.57371506D+03    3.3020112    0.0057226   1000.000              FS
     6 -0.57145677D+03    2.2582888    0.0039363   1000.000              FS
     7 -0.57025817D+03    1.1986034    0.0020975   1000.000              FS
     8 -0.56986674D+03    0.3914322    0.0006864   1000.000              FS
     9 -0.56981432D+03    0.0524124    0.0000920   1000.000              FS
    10 -0.56981251D+03    0.0018143    0.0000032   1000.000              FS
    11 -0.56981258D+03   -0.0000708   -0.0000001   1000.000              EM

  BIVARIATE ESTIMATION FOR U11 AND U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12166413D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11879047D+04   28.7365854    0.0236196   1000.000              FS
     3 -0.11722845D+04   15.6202058    0.0131494   1000.000              FS
     4 -0.11577831D+04   14.5014007    0.0123702   1000.000              FS
     5 -0.11457104D+04   12.0726990    0.0104274   1000.000              FS
     6 -0.11392295D+04    6.4809050    0.0056567   1000.000              FS
     7 -0.11388696D+04    0.3599491    0.0003160   1000.000              FS
     8 -0.11388292D+04    0.0403701    0.0000354   1000.000              FS
     9 -0.11388282D+04    0.0009841    0.0000009   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12056806D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11925616D+04   13.1189501    0.0108809   1000.000              FS
     3 -0.11799281D+04   12.6335595    0.0105936   1000.000              FS
     4 -0.11702139D+04    9.7141870    0.0082329   1000.000              FS
     5 -0.11657415D+04    4.4723838    0.0038219   1000.000              FS
     6 -0.11652353D+04    0.5062515    0.0004343   1000.000              FS
     7 -0.11652199D+04    0.0153765    0.0000132   1000.000              FS
     8 -0.11652194D+04    0.0005304    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11916810D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11691562D+04   22.5247838    0.0189017   1000.000              FS
     3 -0.11551395D+04   14.0167758    0.0119888   1000.000              FS
     4 -0.11430358D+04   12.1036512    0.0104781   1000.000              FS
     5 -0.11341124D+04    8.9234059    0.0078068   1000.000              FS
     6 -0.11309209D+04    3.1914718    0.0028141   1000.000              FS
     7 -0.11308677D+04    0.0532362    0.0000471   1000.000              FS
     8 -0.11308645D+04    0.0032232    0.0000029   1000.000              FS
     9 -0.11308641D+04    0.0003500    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11574113D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11316910D+04   25.7202035    0.0222222   1000.000              FS
     3 -0.11282267D+04    3.4643383    0.0030612   1000.000              FS
     4 -0.11249196D+04    3.3071025    0.0029312   1000.000              FS
     5 -0.11245537D+04    0.3658962    0.0003253   1000.000              FS
     6 -0.11245172D+04    0.0364976    0.0000325   1000.000              FS
     7 -0.11245171D+04    0.0001015    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11434117D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11083492D+04   35.0624867    0.0306648   1000.000              FS
     3 -0.10997267D+04    8.6224351    0.0077795   1000.000              FS
     4 -0.10960314D+04    3.6953681    0.0033603   1000.000              FS
     5 -0.10954978D+04    0.5335377    0.0004868   1000.000              FS
     6 -0.10954369D+04    0.0609397    0.0000556   1000.000              FS
     7 -0.10954272D+04    0.0096669    0.0000088   1000.000              FS
     8 -0.10954260D+04    0.0012813    0.0000012   1000.000              FS
     9 -0.10954258D+04    0.0001568    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11324509D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11118629D+04   20.5880269    0.0181801   1000.000              FS
     3 -0.11066254D+04    5.2374976    0.0047106   1000.000              FS
     4 -0.11017079D+04    4.9174984    0.0044437   1000.000              FS
     5 -0.11008516D+04    0.8562951    0.0007772   1000.000              FS
     6 -0.11006337D+04    0.2178839    0.0001979   1000.000              FS
     7 -0.11006031D+04    0.0306733    0.0000279   1000.000              FS
     8 -0.11006003D+04    0.0027665    0.0000025   1000.000              FS
     9 -0.11006002D+04    0.0000988    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10377434D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10213480D+04   16.3953527    0.0157990   1000.000              FS
     3 -0.10185804D+04    2.7676646    0.0027098   1000.000              FS
     4 -0.10183229D+04    0.2574754    0.0002528   1000.000              FS
     5 -0.10181983D+04    0.1245817    0.0001223   1000.000              EM
     6 -0.10181983D+04    0.0000103    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10237438D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99765466D+03   26.0891315    0.0254840   1000.000              FS
     3 -0.99059640D+03    7.0582564    0.0070748   1000.000              FS
     4 -0.98685767D+03    3.7387298    0.0037742   1000.000              FS
     5 -0.98575593D+03    1.1017374    0.0011164   1000.000              FS
     6 -0.98565711D+03    0.0988231    0.0001003   1000.000              FS
     7 -0.98565296D+03    0.0041500    0.0000042   1000.000              FS
     8 -0.98565279D+03    0.0001687    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10127831D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10006331D+04   12.1499231    0.0119966   1000.000              FS
     3 -0.99773166D+03    2.9014839    0.0028996   1000.000              FS
     4 -0.99736761D+03    0.3640450    0.0003649   1000.000              FS
     5 -0.99731937D+03    0.0482491    0.0000484   1000.000              FS
     6 -0.99731312D+03    0.0062494    0.0000063   1000.000              FS
     7 -0.99731252D+03    0.0005960    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.96451372D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.93332005D+03   31.1936661    0.0323413   1000.000              FS
     3 -0.92008495D+03   13.2351010    0.0141807   1000.000              FS
     4 -0.90987516D+03   10.2097915    0.0110966   1000.000              FS
     5 -0.90271922D+03    7.1559428    0.0078648   1000.000              FS
     6 -0.90186117D+03    0.8580453    0.0009505   1000.000              FS
     7 -0.90159632D+03    0.2648518    0.0002937   1000.000              FS
     8 -0.90157246D+03    0.0238564    0.0000265   1000.000              FS
     9 -0.90155521D+03    0.0172558    0.0000191   1000.000              FS
    10 -0.90155043D+03    0.0047830    0.0000053   1000.000              FS
    11 -0.90154735D+03    0.0030746    0.0000034   1000.000              FS
    12 -0.90154630D+03    0.0010465    0.0000012   1000.000              FS
    13 -0.90154566D+03    0.0006478    0.0000007   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11895694D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11709497D+04   18.6196442    0.0156524   1000.000              FS
     3 -0.11657739D+04    5.1757901    0.0044202   1000.000              FS
     4 -0.11644273D+04    1.3466295    0.0011551   1000.000              FS
     5 -0.11643322D+04    0.0951161    0.0000817   1000.000              FS
     6 -0.11643280D+04    0.0041374    0.0000036   1000.000              FS
     7 -0.11643279D+04    0.0001733    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11755698D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11454791D+04   30.0907099    0.0255967   1000.000              FS
     3 -0.11381727D+04    7.3063396    0.0063784   1000.000              FS
     4 -0.11355137D+04    2.6589771    0.0023362   1000.000              FS
     5 -0.11353041D+04    0.2096604    0.0001846   1000.000              FS
     6 -0.11352863D+04    0.0177908    0.0000157   1000.000              FS
     7 -0.11352833D+04    0.0030328    0.0000027   1000.000              FS
     8 -0.11352828D+04    0.0005063    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11646090D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11491913D+04   15.4177061    0.0132385   1000.000              FS
     3 -0.11450049D+04    4.1864340    0.0036429   1000.000              FS
     4 -0.11449598D+04    0.0450987    0.0000394   1000.000              FS
     5 -0.11447594D+04    0.2004346    0.0001751   1000.000              EM
     6 -0.11447511D+04    0.0083209    0.0000073   1000.000              EM
     7 -0.11447509D+04    0.0001616    0.0000001   1000.000              QN
     8 -0.11447509D+04    0.0000038    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11163397D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10844937D+04   31.8460426    0.0285272   1000.000              FS
     3 -0.10721079D+04   12.3857389    0.0114208   1000.000              FS
     4 -0.10619628D+04   10.1451642    0.0094628   1000.000              FS
     5 -0.10532214D+04    8.7413141    0.0082313   1000.000              FS
     6 -0.10463014D+04    6.9200697    0.0065704   1000.000              FS
     7 -0.10419261D+04    4.3752412    0.0041816   1000.000              FS
     8 -0.10402020D+04    1.7241245    0.0016547   1000.000              FS
     9 -0.10398748D+04    0.3271784    0.0003145   1000.000              FS
    10 -0.10398384D+04    0.0364485    0.0000351   1000.000              FS
    11 -0.10398346D+04    0.0037834    0.0000036   1000.000              FS
    12 -0.10398346D+04    0.0000355    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.99667182D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.97087557D+03   25.7962502    0.0258824   1000.000              FS
     3 -0.96014850D+03   10.7270716    0.0110489   1000.000              FS
     4 -0.95210881D+03    8.0396861    0.0083734   1000.000              FS
     5 -0.94684975D+03    5.2590579    0.0055236   1000.000              FS
     6 -0.94496457D+03    1.8851819    0.0019910   1000.000              FS
     7 -0.94475950D+03    0.2050740    0.0002170   1000.000              FS
     8 -0.94474899D+03    0.0105073    0.0000111   1000.000              FS
     9 -0.94474840D+03    0.0005898    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10953654D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10802799D+04   15.0854736    0.0137721   1000.000              FS
     3 -0.10767958D+04    3.4841645    0.0032252   1000.000              FS
     4 -0.10766260D+04    0.1697682    0.0001577   1000.000              FS
     5 -0.10766255D+04    0.0004857    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10813658D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10555862D+04   25.7796547    0.0238399   1000.000              FS
     3 -0.10507521D+04    4.8340865    0.0045795   1000.000              FS
     4 -0.10488712D+04    1.8808932    0.0017900   1000.000              FS
     5 -0.10487188D+04    0.1524180    0.0001453   1000.000              FS
     6 -0.10487102D+04    0.0085909    0.0000082   1000.000              FS
     7 -0.10487089D+04    0.0012567    0.0000012   1000.000              FS
     8 -0.10487089D+04    0.0000492    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10704051D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10592447D+04   11.1604134    0.0104263   1000.000              FS
     3 -0.10550034D+04    4.2413167    0.0040041   1000.000              FS
     4 -0.10547666D+04    0.2367294    0.0002244   1000.000              FS
     5 -0.10547622D+04    0.0044136    0.0000042   1000.000              FS
     6 -0.10547622D+04    0.0000489    0.0000000   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10221358D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.99562346D+03   26.5123018    0.0259381   1000.000              FS
     3 -0.98483728D+03   10.7861770    0.0108336   1000.000              FS
     4 -0.97612241D+03    8.7148683    0.0088490   1000.000              FS
     5 -0.96900248D+03    7.1199328    0.0072941   1000.000              FS
     6 -0.96403554D+03    4.9669419    0.0051258   1000.000              FS
     7 -0.96145999D+03    2.5755437    0.0026716   1000.000              FS
     8 -0.96059099D+03    0.8690001    0.0009038   1000.000              FS
     9 -0.96038864D+03    0.2023568    0.0002107   1000.000              FS
    10 -0.96034815D+03    0.0404846    0.0000422   1000.000              FS
    11 -0.96034030D+03    0.0078550    0.0000082   1000.000              FS
    12 -0.96033878D+03    0.0015135    0.0000016   1000.000              FS
    13 -0.96033849D+03    0.0002878    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.90246788D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.87880253D+03   23.6653510    0.0262229   1000.000              FS
     3 -0.86706475D+03   11.7377809    0.0133566   1000.000              FS
     4 -0.85778304D+03    9.2817054    0.0107047   1000.000              FS
     5 -0.85185284D+03    5.9301995    0.0069134   1000.000              FS
     6 -0.85073747D+03    1.1153663    0.0013093   1000.000              FS
     7 -0.85073245D+03    0.0050279    0.0000059   1000.000              FS
     8 -0.85073233D+03    0.0001182    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10542939D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10286446D+04   25.6492671    0.0243284   1000.000              FS
     3 -0.10179236D+04   10.7210129    0.0104225   1000.000              FS
     4 -0.10083120D+04    9.6115859    0.0094423   1000.000              FS
     5 -0.10007879D+04    7.5240563    0.0074620   1000.000              FS
     6 -0.99616098D+03    4.6269605    0.0046233   1000.000              FS
     7 -0.99439629D+03    1.7646894    0.0017715   1000.000              FS
     8 -0.99402511D+03    0.3711804    0.0003733   1000.000              FS
     9 -0.99396557D+03    0.0595375    0.0000599   1000.000              FS
    10 -0.99395610D+03    0.0094689    0.0000095   1000.000              FS
    11 -0.99395456D+03    0.0015426    0.0000016   1000.000              FS
    12 -0.99395430D+03    0.0002535    0.0000003   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10203817D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10131981D+04    7.1835535    0.0070401   1000.000              FS
     3 -0.10121334D+04    1.0647537    0.0010509   1000.000              FS
     4 -0.10120707D+04    0.0626693    0.0000619   1000.000              FS
     5 -0.10120689D+04    0.0017699    0.0000017   1000.000              FS
     6 -0.10120687D+04    0.0002434    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10063821D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.98728383D+03   19.0982565    0.0189771   1000.000              FS
     3 -0.98481772D+03    2.4661074    0.0024979   1000.000              FS
     4 -0.98464198D+03    0.1757380    0.0001784   1000.000              FS
     5 -0.98464177D+03    0.0002080    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.99542136D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.99044401D+03    4.9773465    0.0050002   1000.000              FS
     3 -0.98896375D+03    1.4802620    0.0014945   1000.000              FS
     4 -0.98881969D+03    0.1440582    0.0001457   1000.000              FS
     5 -0.98878966D+03    0.0300320    0.0000304   1000.000              FS
     6 -0.98877145D+03    0.0182064    0.0000184   1000.000              FS
     7 -0.98876359D+03    0.0078623    0.0000080   1000.000              FS
     8 -0.98875880D+03    0.0047904    0.0000048   1000.000              FS
     9 -0.98875641D+03    0.0023930    0.0000024   1000.000              FS
    10 -0.98875502D+03    0.0013908    0.0000014   1000.000              FS
    11 -0.98875427D+03    0.0007478    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.94715201D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.92405229D+03   23.0997232    0.0243886   1000.000              FS
     3 -0.91213312D+03   11.9191713    0.0128988   1000.000              FS
     4 -0.90247722D+03    9.6559024    0.0105861   1000.000              FS
     5 -0.89507936D+03    7.3978536    0.0081973   1000.000              FS
     6 -0.89259435D+03    2.4850141    0.0027763   1000.000              FS
     7 -0.89251312D+03    0.0812297    0.0000910   1000.000              FS
     8 -0.89250817D+03    0.0049473    0.0000055   1000.000              FS
     9 -0.89250687D+03    0.0012976    0.0000015   1000.000              FS
    10 -0.89250644D+03    0.0004318    0.0000005   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.82748413D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.81046971D+03   17.0144261    0.0205616   1000.000              FS
     3 -0.80095622D+03    9.5134907    0.0117382   1000.000              FS
     4 -0.79342500D+03    7.5312189    0.0094028   1000.000              FS
     5 -0.78774637D+03    5.6786250    0.0071571   1000.000              FS
     6 -0.78473232D+03    3.0140531    0.0038262   1000.000              FS
     7 -0.78416074D+03    0.5715760    0.0007284   1000.000              FS
     8 -0.78415139D+03    0.0093520    0.0000119   1000.000              FS
     9 -0.78415142D+03   -0.0000287    0.0000000   1000.000              EM

  BIVARIATE ESTIMATION FOR U32 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.97931011D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.95777464D+03   21.5354767    0.0219905   1000.000              FS
     3 -0.94796670D+03    9.8079346    0.0102403   1000.000              FS
     4 -0.93994800D+03    8.0187016    0.0084588   1000.000              FS
     5 -0.93504646D+03    4.9015399    0.0052147   1000.000              FS
     6 -0.93372356D+03    1.3229046    0.0014148   1000.000              FS
     7 -0.93367446D+03    0.0490947    0.0000526   1000.000              FS
     8 -0.93367413D+03    0.0003276    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.88510617D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.86392789D+03   21.1782793    0.0239274   1000.000              FS
     3 -0.84844453D+03   15.4833572    0.0179220   1000.000              FS
     4 -0.83489133D+03   13.5532010    0.0159742   1000.000              FS
     5 -0.82150870D+03   13.3826347    0.0160292   1000.000              FS
     6 -0.80937165D+03   12.1370532    0.0147741   1000.000              FS
     7 -0.79959118D+03    9.7804690    0.0120840   1000.000              FS
     8 -0.79549029D+03    4.1008875    0.0051287   1000.000              FS
     9 -0.79546165D+03    0.0286368    0.0000360   1000.000              FS
    10 -0.79546158D+03    0.0000732    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U11 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11839962D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11754271D+04    8.5691251    0.0072375   1000.000              FS
     3 -0.11726451D+04    2.7820415    0.0023668   1000.000              FS
     4 -0.11713703D+04    1.2747978    0.0010871   1000.000              FS
     5 -0.11709394D+04    0.4308902    0.0003679   1000.000              FS
     6 -0.11708317D+04    0.1076572    0.0000919   1000.000              FS
     7 -0.11708077D+04    0.0239817    0.0000205   1000.000              FS
     8 -0.11708026D+04    0.0051744    0.0000044   1000.000              FS
     9 -0.11708014D+04    0.0011512    0.0000010   1000.000              FS
    10 -0.11708012D+04    0.0002047    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U21 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11699967D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11494573D+04   20.5393081    0.0175550   1000.000              FS
     3 -0.11430160D+04    6.4413327    0.0056038   1000.000              FS
     4 -0.11420968D+04    0.9192630    0.0008042   1000.000              FS
     5 -0.11420833D+04    0.0134685    0.0000118   1000.000              FS
     6 -0.11420826D+04    0.0006782    0.0000006   1000.000              FS

  BIVARIATE ESTIMATION FOR U31 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11590359D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11535475D+04    5.4884355    0.0047353   1000.000              FS
     3 -0.11470097D+04    6.5378059    0.0056676   1000.000              FS
     4 -0.11450595D+04    1.9501559    0.0017002   1000.000              FS
     5 -0.11450018D+04    0.0577524    0.0000504   1000.000              FS
     6 -0.11449913D+04    0.0105287    0.0000092   1000.000              FS
     7 -0.11449908D+04    0.0004914    0.0000004   1000.000              FS

  BIVARIATE ESTIMATION FOR U12 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11107666D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10901449D+04   20.6217009    0.0185653   1000.000              FS
     3 -0.10791850D+04   10.9598587    0.0100536   1000.000              FS
     4 -0.10710443D+04    8.1406943    0.0075434   1000.000              FS
     5 -0.10654762D+04    5.5681806    0.0051988   1000.000              FS
     6 -0.10631635D+04    2.3126958    0.0021706   1000.000              FS
     7 -0.10627906D+04    0.3728736    0.0003507   1000.000              FS
     8 -0.10627607D+04    0.0298912    0.0000281   1000.000              FS
     9 -0.10627586D+04    0.0021224    0.0000020   1000.000              FS
    10 -0.10627584D+04    0.0001419    0.0000001   1000.000              FS

  BIVARIATE ESTIMATION FOR U22 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.99109871D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.97417909D+03   16.9196147    0.0170716   1000.000              FS
     3 -0.96264156D+03   11.5375342    0.0118433   1000.000              FS
     4 -0.95295830D+03    9.6832561    0.0100590   1000.000              FS
     5 -0.94517214D+03    7.7861624    0.0081705   1000.000              FS
     6 -0.94040055D+03    4.7715888    0.0050484   1000.000              FS
     7 -0.93881668D+03    1.5838761    0.0016843   1000.000              FS
     8 -0.93862917D+03    0.1875063    0.0001997   1000.000              FS
     9 -0.93861422D+03    0.0149457    0.0000159   1000.000              FS
    10 -0.93861272D+03    0.0015028    0.0000016   1000.000              FS
    11 -0.93861255D+03    0.0001683    0.0000002   1000.000              FS

  BIVARIATE ESTIMATION FOR U32 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11429247D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.11205448D+04   22.3798903    0.0195812   1000.000              FS
     3 -0.11074183D+04   13.1264520    0.0117143   1000.000              FS
     4 -0.10978802D+04    9.5381468    0.0086130   1000.000              FS
     5 -0.10961907D+04    1.6895351    0.0015389   1000.000              FS
     6 -0.10959129D+04    0.2777704    0.0002534   1000.000              FS
     7 -0.10958840D+04    0.0289027    0.0000264   1000.000              FS
     8 -0.10958666D+04    0.0174052    0.0000159   1000.000              FS
     9 -0.10958614D+04    0.0051669    0.0000047   1000.000              FS
    10 -0.10958589D+04    0.0025046    0.0000023   1000.000              FS
    11 -0.10958580D+04    0.0009304    0.0000008   1000.000              FS

  BIVARIATE ESTIMATION FOR U13 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10487207D+04    0.0000000    0.0000000   1000.000              EM
     2 -0.10296741D+04   19.0466126    0.0181618   1000.000              FS
     3 -0.10147512D+04   14.9229063    0.0144928   1000.000              FS
     4 -0.10012727D+04   13.4785568    0.0132826   1000.000              FS
     5 -0.98888792D+03   12.3847484    0.0123690   1000.000              FS
     6 -0.97824054D+03   10.6473792    0.0107670   1000.000              FS
     7 -0.97033413D+03    7.9064159    0.0080823   1000.000              FS
     8 -0.96607185D+03    4.2622814    0.0043926   1000.000              FS
     9 -0.96463393D+03    1.4379125    0.0014884   1000.000              FS
    10 -0.96425321D+03    0.3807227    0.0003947   1000.000              FS
    11 -0.96415275D+03    0.1004649    0.0001042   1000.000              FS
    12 -0.96412526D+03    0.0274869    0.0000285   1000.000              FS
    13 -0.96411747D+03    0.0077933    0.0000081   1000.000              FS
    14 -0.96411521D+03    0.0022552    0.0000023   1000.000              FS
    15 -0.96411455D+03    0.0006597    0.0000007   1000.000              FS

  BIVARIATE ESTIMATION FOR U23 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.97373700D+03    0.0000000    0.0000000   1000.000              EM
     2 -0.95794650D+03   15.7905002    0.0162164   1000.000              FS
     3 -0.94210680D+03   15.8396989    0.0165351   1000.000              FS
     4 -0.92803149D+03   14.0753152    0.0149403   1000.000              FS
     5 -0.91464768D+03   13.3838078    0.0144217   1000.000              FS
     6 -0.90280424D+03   11.8434432    0.0129486   1000.000              FS
     7 -0.89485246D+03    7.9517782    0.0088079   1000.000              FS
     8 -0.89371923D+03    1.1332309    0.0012664   1000.000              FS
     9 -0.89365000D+03    0.0692301    0.0000775   1000.000              FS
    10 -0.89364658D+03    0.0034128    0.0000038   1000.000              FS
    11 -0.89364601D+03    0.0005763    0.0000006   1000.000              FS
    12 -0.89364405D+03    0.0019607    0.0000022   1000.000              FS
    13 -0.89364383D+03    0.0002130    0.0000002   1000.000              FS


SAVEDATA INFORMATION


  Within and between sample statistics with Weight matrix

  Save file
    ex11.8sw*.dat
  Save format      Free

     Beginning Time:  14:34:25
        Ending Time:  14:35:07
       Elapsed Time:  00:00:42



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