Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  11:05 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;



INPUT READING TERMINATED NORMALLY



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    0.292
      Category 2    0.708
    U22
      Category 1    0.221
      Category 2    0.779
    U32
      Category 1    0.365
      Category 2    0.635
    U13
      Category 1    0.228
      Category 2    0.772
    U23
      Category 1    0.156
      Category 2    0.844
    U33
      Category 1    0.317
      Category 2    0.683


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
              ________      ________      ________      ________      ________
                0.031        -0.148         0.329        -0.725        -1.035


           MEANS/INTERCEPTS/THRESHOLDS
              U32$1         U13$1         U23$1         U33$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

        Cumulative Distribution Function
           Value    Function Value
           0.990       1.000
           0.980       1.000
           0.950       1.000
           0.900       1.000
           0.800       1.000
           0.700       1.000
           0.500       1.000
           0.300       1.000
           0.200       1.000
           0.100       1.000
           0.050       1.000
           0.020       1.000
           0.010       1.000

CFI/TLI

    CFI

        Mean                                 1.000
        Std Dev                              0.000
        Number of successful computations        5

        Cumulative Distribution Function
           Value    Function Value
           0.990       0.000
           0.980       0.000
           0.950       0.000
           0.900       0.000
           0.800       0.000
           0.700       0.000
           0.500       0.000
           0.300       0.000
           0.200       0.000
           0.100       0.000
           0.050       0.000
           0.020       0.000
           0.010       0.000

    TLI

        Mean                                 1.011
        Std Dev                              0.002
        Number of successful computations        5

        Cumulative Distribution Function
           Value    Function Value
           0.990       0.000
           0.980       0.000
           0.950       0.000
           0.900       0.000
           0.800       0.000
           0.700       0.000
           0.500       0.000
           0.300       0.000
           0.200       0.000
           0.100       0.000
           0.050       0.000
           0.020       0.000
           0.010       0.000

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

        Mean                                 0.048
        Std Dev                              0.005
        Number of successful computations        5

        Cumulative Distribution Function
           Value    Function Value
           0.990       1.000
           0.980       1.000
           0.950       1.000
           0.900       1.000
           0.800       1.000
           0.700       1.000
           0.500       1.000
           0.300       1.000
           0.200       1.000
           0.100       1.000
           0.050       0.600
           0.020       0.000
           0.010       0.000

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

        Mean                                 0.140
        Std Dev                              0.012
        Number of successful computations        5

        Cumulative Distribution Function
           Value    Function Value
           0.990       1.000
           0.980       1.000
           0.950       1.000
           0.900       1.000
           0.800       1.000
           0.700       1.000
           0.500       1.000
           0.300       1.000
           0.200       1.000
           0.100       0.000
           0.050       0.000
           0.020       0.000
           0.010       0.000



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      0.309
    U31                0.912      0.137      6.680      0.000      0.190

 F2W      BY
    U12                1.000      0.000    999.000    999.000      0.000
    U22                1.057      0.162      6.522      0.000      0.309
    U32                0.912      0.137      6.680      0.000      0.190

 F3W      BY
    U13                1.000      0.000    999.000    999.000      0.000
    U23                1.057      0.162      6.522      0.000      0.309
    U33                0.912      0.137      6.680      0.000      0.190

 SW       WITH
    IW                 0.003      0.162      0.017      0.986      0.467

 Variances
    IW                 0.851      0.315      2.699      0.007      0.284
    SW                 0.456      0.195      2.340      0.019      0.293

 Residual Variances
    F1W                0.406      0.263      1.543      0.123      0.362
    F2W                0.237      0.297      0.797      0.425      0.194
    F3W                0.315      0.457      0.689      0.491      0.526

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      0.309
    U31                0.912      0.137      6.680      0.000      0.190

 F2B      BY
    U12                1.000      0.000    999.000    999.000      0.000
    U22                1.057      0.162      6.522      0.000      0.309
    U32                0.912      0.137      6.680      0.000      0.190

 F3B      BY
    U13                1.000      0.000    999.000    999.000      0.000
    U23                1.057      0.162      6.522      0.000      0.309
    U33                0.912      0.137      6.680      0.000      0.190

 SB       WITH
    IB                 0.099      0.132      0.752      0.452      0.043

 Means
    IB                 0.000      0.000    999.000    999.000      0.000
    SB                 0.942      0.151      6.253      0.000      0.074

 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      0.037
    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      0.037
    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      0.037

 Variances
    IB                 0.239      0.227      1.051      0.293      0.073
    SB                -0.038      0.109     -0.352      0.725      0.063

 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      0.052
    U22                1.400      0.903      1.550      0.121      0.051
    U32                0.560      0.358      1.564      0.118      0.014
    U13                1.062      0.514      2.065      0.039      0.108
    U23                0.417      0.370      1.126      0.260      0.085
    U33                0.766      0.555      1.381      0.167      0.261
    F1B                0.236      0.212      1.111      0.266      0.020
    F2B                0.236      0.212      1.111      0.266      0.020
    F3B                0.236      0.212      1.111      0.266      0.020


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
              ________      ________      ________      ________      ________
                    0             0             0             0             0


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


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


           NU
              U32           U13           U23           U33
              ________      ________      ________      ________
                    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


           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
              ________      ________      ________      ________      ________
                    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


           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


     PARAMETER SPECIFICATION FOR BETWEEN


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


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


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


           NU
              U32           U13           U23           U33
              ________      ________      ________      ________
                    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
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
                    0             0             0             0            18


           BETA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 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
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


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


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


           NU
              U32           U13           U23           U33
              ________      ________      ________      ________
                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


           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
              ________      ________      ________      ________      ________
                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


           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


     STARTING VALUES FOR BETWEEN


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


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


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


           NU
              U32           U13           U23           U33
              ________      ________      ________      ________
                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
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
                0.000         0.000         0.000         0.000         0.000


           BETA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 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
              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


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

  UNIVARIATE ESTIMATION FOR U21


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

  UNIVARIATE ESTIMATION FOR U31


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

  UNIVARIATE ESTIMATION FOR U12


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

  UNIVARIATE ESTIMATION FOR U22


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

  UNIVARIATE ESTIMATION FOR U32


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

  UNIVARIATE ESTIMATION FOR U13


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

  UNIVARIATE ESTIMATION FOR U23


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

  UNIVARIATE ESTIMATION FOR U33


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

  BIVARIATE ESTIMATION FOR U11 AND U21


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

  BIVARIATE ESTIMATION FOR U11 AND U31


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

  BIVARIATE ESTIMATION FOR U21 AND U31


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

  BIVARIATE ESTIMATION FOR U11 AND U12


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

  BIVARIATE ESTIMATION FOR U21 AND U12


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

  BIVARIATE ESTIMATION FOR U31 AND U12


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

  BIVARIATE ESTIMATION FOR U11 AND U22


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

  BIVARIATE ESTIMATION FOR U21 AND U22


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

  BIVARIATE ESTIMATION FOR U31 AND U22


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

  BIVARIATE ESTIMATION FOR U12 AND U22


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

  BIVARIATE ESTIMATION FOR U11 AND U32


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

  BIVARIATE ESTIMATION FOR U21 AND U32


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

  BIVARIATE ESTIMATION FOR U31 AND U32


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

  BIVARIATE ESTIMATION FOR U12 AND U32


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

  BIVARIATE ESTIMATION FOR U22 AND U32


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

  BIVARIATE ESTIMATION FOR U11 AND U13


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

  BIVARIATE ESTIMATION FOR U21 AND U13


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

  BIVARIATE ESTIMATION FOR U31 AND U13


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

  BIVARIATE ESTIMATION FOR U12 AND U13


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

  BIVARIATE ESTIMATION FOR U22 AND U13


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

  BIVARIATE ESTIMATION FOR U32 AND U13


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

  BIVARIATE ESTIMATION FOR U11 AND U23


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

  BIVARIATE ESTIMATION FOR U21 AND U23


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

  BIVARIATE ESTIMATION FOR U31 AND U23


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

  BIVARIATE ESTIMATION FOR U12 AND U23


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

  BIVARIATE ESTIMATION FOR U22 AND U23


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

  BIVARIATE ESTIMATION FOR U32 AND U23


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

  BIVARIATE ESTIMATION FOR U13 AND U23


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

  BIVARIATE ESTIMATION FOR U11 AND U33


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

  BIVARIATE ESTIMATION FOR U21 AND U33


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

  BIVARIATE ESTIMATION FOR U31 AND U33


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

  BIVARIATE ESTIMATION FOR U12 AND U33


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

  BIVARIATE ESTIMATION FOR U22 AND U33


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

  BIVARIATE ESTIMATION FOR U32 AND U33


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

  BIVARIATE ESTIMATION FOR U13 AND U33


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

  BIVARIATE ESTIMATION FOR U23 AND U33


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

  UNIVARIATE ESTIMATION FOR U11


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

  UNIVARIATE ESTIMATION FOR U21


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

  UNIVARIATE ESTIMATION FOR U31


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

  UNIVARIATE ESTIMATION FOR U12


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

  UNIVARIATE ESTIMATION FOR U22


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

  UNIVARIATE ESTIMATION FOR U32


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

  UNIVARIATE ESTIMATION FOR U13


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

  UNIVARIATE ESTIMATION FOR U23


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

  UNIVARIATE ESTIMATION FOR U33


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

  BIVARIATE ESTIMATION FOR U11 AND U21


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

  BIVARIATE ESTIMATION FOR U11 AND U31


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

  BIVARIATE ESTIMATION FOR U21 AND U31


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

  BIVARIATE ESTIMATION FOR U11 AND U12


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

  BIVARIATE ESTIMATION FOR U21 AND U12


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

  BIVARIATE ESTIMATION FOR U31 AND U12


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

  BIVARIATE ESTIMATION FOR U11 AND U22


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

  BIVARIATE ESTIMATION FOR U21 AND U22


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

  BIVARIATE ESTIMATION FOR U31 AND U22


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

  BIVARIATE ESTIMATION FOR U12 AND U22


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

  BIVARIATE ESTIMATION FOR U11 AND U32


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

  BIVARIATE ESTIMATION FOR U21 AND U32


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

  BIVARIATE ESTIMATION FOR U31 AND U32


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

  BIVARIATE ESTIMATION FOR U12 AND U32


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

  BIVARIATE ESTIMATION FOR U22 AND U32


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

  BIVARIATE ESTIMATION FOR U11 AND U13


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

  BIVARIATE ESTIMATION FOR U21 AND U13


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

  BIVARIATE ESTIMATION FOR U31 AND U13


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

  BIVARIATE ESTIMATION FOR U12 AND U13


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

  BIVARIATE ESTIMATION FOR U22 AND U13


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

  BIVARIATE ESTIMATION FOR U32 AND U13


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

  BIVARIATE ESTIMATION FOR U11 AND U23


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

  BIVARIATE ESTIMATION FOR U21 AND U23


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

  BIVARIATE ESTIMATION FOR U31 AND U23


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

  BIVARIATE ESTIMATION FOR U12 AND U23


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

  BIVARIATE ESTIMATION FOR U22 AND U23


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

  BIVARIATE ESTIMATION FOR U32 AND U23


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

  BIVARIATE ESTIMATION FOR U13 AND U23


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

  BIVARIATE ESTIMATION FOR U11 AND U33


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

  BIVARIATE ESTIMATION FOR U21 AND U33


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

  BIVARIATE ESTIMATION FOR U31 AND U33


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

  BIVARIATE ESTIMATION FOR U12 AND U33


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

  BIVARIATE ESTIMATION FOR U22 AND U33


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

  BIVARIATE ESTIMATION FOR U32 AND U33


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

  BIVARIATE ESTIMATION FOR U13 AND U33


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

  BIVARIATE ESTIMATION FOR U23 AND U33


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

  UNIVARIATE ESTIMATION FOR U11


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

  UNIVARIATE ESTIMATION FOR U21


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

  UNIVARIATE ESTIMATION FOR U31


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

  UNIVARIATE ESTIMATION FOR U12


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

  UNIVARIATE ESTIMATION FOR U22


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

  UNIVARIATE ESTIMATION FOR U32


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

  UNIVARIATE ESTIMATION FOR U13


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

  UNIVARIATE ESTIMATION FOR U23


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

  UNIVARIATE ESTIMATION FOR U33


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

  BIVARIATE ESTIMATION FOR U11 AND U21


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

  BIVARIATE ESTIMATION FOR U11 AND U31


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

  BIVARIATE ESTIMATION FOR U21 AND U31


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

  BIVARIATE ESTIMATION FOR U11 AND U12


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

  BIVARIATE ESTIMATION FOR U21 AND U12


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

  BIVARIATE ESTIMATION FOR U31 AND U12


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

  BIVARIATE ESTIMATION FOR U11 AND U22


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

  BIVARIATE ESTIMATION FOR U21 AND U22


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

  BIVARIATE ESTIMATION FOR U31 AND U22


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

  BIVARIATE ESTIMATION FOR U12 AND U22


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

  BIVARIATE ESTIMATION FOR U11 AND U32


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

  BIVARIATE ESTIMATION FOR U21 AND U32


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

  BIVARIATE ESTIMATION FOR U31 AND U32


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

  BIVARIATE ESTIMATION FOR U12 AND U32


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

  BIVARIATE ESTIMATION FOR U22 AND U32


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

  BIVARIATE ESTIMATION FOR U11 AND U13


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

  BIVARIATE ESTIMATION FOR U21 AND U13


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

  BIVARIATE ESTIMATION FOR U31 AND U13


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

  BIVARIATE ESTIMATION FOR U12 AND U13


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

  BIVARIATE ESTIMATION FOR U22 AND U13


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

  BIVARIATE ESTIMATION FOR U32 AND U13


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

  BIVARIATE ESTIMATION FOR U11 AND U23


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

  BIVARIATE ESTIMATION FOR U21 AND U23


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

  BIVARIATE ESTIMATION FOR U31 AND U23


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

  BIVARIATE ESTIMATION FOR U12 AND U23


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

  BIVARIATE ESTIMATION FOR U22 AND U23


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

  BIVARIATE ESTIMATION FOR U32 AND U23


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

  BIVARIATE ESTIMATION FOR U13 AND U23


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

  BIVARIATE ESTIMATION FOR U11 AND U33


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

  BIVARIATE ESTIMATION FOR U21 AND U33


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

  BIVARIATE ESTIMATION FOR U31 AND U33


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

  BIVARIATE ESTIMATION FOR U12 AND U33


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

  BIVARIATE ESTIMATION FOR U22 AND U33


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

  BIVARIATE ESTIMATION FOR U32 AND U33


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

  BIVARIATE ESTIMATION FOR U13 AND U33


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

  BIVARIATE ESTIMATION FOR U23 AND U33


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

  UNIVARIATE ESTIMATION FOR U11


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

  UNIVARIATE ESTIMATION FOR U21


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

  UNIVARIATE ESTIMATION FOR U31


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

  UNIVARIATE ESTIMATION FOR U12


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

  UNIVARIATE ESTIMATION FOR U22


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

  UNIVARIATE ESTIMATION FOR U32


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

  UNIVARIATE ESTIMATION FOR U13


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

  UNIVARIATE ESTIMATION FOR U23


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

  UNIVARIATE ESTIMATION FOR U33


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

  BIVARIATE ESTIMATION FOR U11 AND U21


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

  BIVARIATE ESTIMATION FOR U11 AND U31


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

  BIVARIATE ESTIMATION FOR U21 AND U31


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

  BIVARIATE ESTIMATION FOR U11 AND U12


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

  BIVARIATE ESTIMATION FOR U21 AND U12


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

  BIVARIATE ESTIMATION FOR U31 AND U12


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

  BIVARIATE ESTIMATION FOR U11 AND U22


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

  BIVARIATE ESTIMATION FOR U21 AND U22


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

  BIVARIATE ESTIMATION FOR U31 AND U22


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

  BIVARIATE ESTIMATION FOR U12 AND U22


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

  BIVARIATE ESTIMATION FOR U11 AND U32


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

  BIVARIATE ESTIMATION FOR U21 AND U32


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

  BIVARIATE ESTIMATION FOR U31 AND U32


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

  BIVARIATE ESTIMATION FOR U12 AND U32


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

  BIVARIATE ESTIMATION FOR U22 AND U32


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

  BIVARIATE ESTIMATION FOR U11 AND U13


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

  BIVARIATE ESTIMATION FOR U21 AND U13


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

  BIVARIATE ESTIMATION FOR U31 AND U13


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

  BIVARIATE ESTIMATION FOR U12 AND U13


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

  BIVARIATE ESTIMATION FOR U22 AND U13


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

  BIVARIATE ESTIMATION FOR U32 AND U13


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

  BIVARIATE ESTIMATION FOR U11 AND U23


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

  BIVARIATE ESTIMATION FOR U21 AND U23


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

  BIVARIATE ESTIMATION FOR U31 AND U23


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

  BIVARIATE ESTIMATION FOR U12 AND U23


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

  BIVARIATE ESTIMATION FOR U22 AND U23


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

  BIVARIATE ESTIMATION FOR U32 AND U23


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

  BIVARIATE ESTIMATION FOR U13 AND U23


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

  BIVARIATE ESTIMATION FOR U11 AND U33


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

  BIVARIATE ESTIMATION FOR U21 AND U33


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

  BIVARIATE ESTIMATION FOR U31 AND U33


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

  BIVARIATE ESTIMATION FOR U12 AND U33


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

  BIVARIATE ESTIMATION FOR U22 AND U33


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

  BIVARIATE ESTIMATION FOR U32 AND U33


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

  BIVARIATE ESTIMATION FOR U13 AND U33


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

  BIVARIATE ESTIMATION FOR U23 AND U33


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

  UNIVARIATE ESTIMATION FOR U11


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

  UNIVARIATE ESTIMATION FOR U21


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

  UNIVARIATE ESTIMATION FOR U31


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

  UNIVARIATE ESTIMATION FOR U12


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

  UNIVARIATE ESTIMATION FOR U22


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

  UNIVARIATE ESTIMATION FOR U32


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

  UNIVARIATE ESTIMATION FOR U13


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

  UNIVARIATE ESTIMATION FOR U23


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

  UNIVARIATE ESTIMATION FOR U33


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

  BIVARIATE ESTIMATION FOR U11 AND U21


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

  BIVARIATE ESTIMATION FOR U11 AND U31


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

  BIVARIATE ESTIMATION FOR U21 AND U31


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

  BIVARIATE ESTIMATION FOR U11 AND U12


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

  BIVARIATE ESTIMATION FOR U21 AND U12


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

  BIVARIATE ESTIMATION FOR U31 AND U12


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

  BIVARIATE ESTIMATION FOR U11 AND U22


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

  BIVARIATE ESTIMATION FOR U21 AND U22


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

  BIVARIATE ESTIMATION FOR U31 AND U22


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

  BIVARIATE ESTIMATION FOR U12 AND U22


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

  BIVARIATE ESTIMATION FOR U11 AND U32


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

  BIVARIATE ESTIMATION FOR U21 AND U32


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

  BIVARIATE ESTIMATION FOR U31 AND U32


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

  BIVARIATE ESTIMATION FOR U12 AND U32


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

  BIVARIATE ESTIMATION FOR U22 AND U32


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

  BIVARIATE ESTIMATION FOR U11 AND U13


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

  BIVARIATE ESTIMATION FOR U21 AND U13


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

  BIVARIATE ESTIMATION FOR U31 AND U13


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

  BIVARIATE ESTIMATION FOR U12 AND U13


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

  BIVARIATE ESTIMATION FOR U22 AND U13


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

  BIVARIATE ESTIMATION FOR U32 AND U13


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

  BIVARIATE ESTIMATION FOR U11 AND U23


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

  BIVARIATE ESTIMATION FOR U21 AND U23


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

  BIVARIATE ESTIMATION FOR U31 AND U23


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

  BIVARIATE ESTIMATION FOR U12 AND U23


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

  BIVARIATE ESTIMATION FOR U22 AND U23


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

  BIVARIATE ESTIMATION FOR U32 AND U23


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

  BIVARIATE ESTIMATION FOR U13 AND U23


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

  BIVARIATE ESTIMATION FOR U11 AND U33


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

  BIVARIATE ESTIMATION FOR U21 AND U33


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

  BIVARIATE ESTIMATION FOR U31 AND U33


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

  BIVARIATE ESTIMATION FOR U12 AND U33


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

  BIVARIATE ESTIMATION FOR U22 AND U33


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

  BIVARIATE ESTIMATION FOR U32 AND U33


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

  BIVARIATE ESTIMATION FOR U13 AND U33


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

  BIVARIATE ESTIMATION FOR U23 AND U33


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


SAVEDATA INFORMATION


  Within and between sample statistics with Weight matrix

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

     Beginning Time:  23:05:28
        Ending Time:  23:05:57
       Elapsed Time:  00:00:29



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