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

INPUT INSTRUCTIONS

  TITLE:	this is an example of a two-level multiple
  	indicator growth model with continuous
  	outcomes (three-level analysis).????

  montecarlo:
  	names are u11 u21 u31 u12 u22 u32 u13 u23 u33;
      generate = u11-u33(1);
      categorical = u11-u33;
  	nobservations = 500;
  	ncsizes = 3;
  	csizes = 10 (5) 50 (3) 30 (10);
  	seed = 58476;
  	nreps = 1;
  	save = ex9.15.dat;

  ANALYSIS:	
  	TYPE = TWOLEVEL;
      estimator = wlsmv;

  model population:

  	%within%
  	
  	f1w BY	u11@1
  			u21*.9 (1)
  			u31*.8 (2);
  	f2w BY 	u12@1
  			u22*.9 (1)
  			u32*.8 (2);
  	f3w BY 	u13@1
  			u23*.9 (1)
  			u33*.8 (2);

  	iw sw | f1w@0 f2w@1 f3w@2;

  	iw*1; sw*.5; f1w-f3w*.5;


  	%between%
  	
  	f1b BY	u11@1
  			u21*.9 (1)
  			u31*.8 (2);
  	f2b BY 	u12@1
  			u22*.9 (1)
  			u32*.8 (2);
  	f3b BY 	u13@1
  			u23*.9 (1)
  			u33*.8 (2);

  	[u11$1*0 u12$1*0 u13$1*0] (3);
  	[u21$1*-.5 u22$1*-.5 u23$1*-.5] (4);
  	[u31$1*.5 u32$1*.5 u33$1*.5] (5);

  	u11-u33*.5;

  	ib sb | f1b@0 f2b@1 f3b@2;

  	[f1b-f3b@0 ib@0 sb*1];
  	ib*.5; sb*.3;
  	f1b-f3b*.5 (6);


  model:

  	%within%
  	
  	f1w BY	u11@1
  			u21*.9 (1)
  			u31*.8 (2);
  	f2w BY 	u12@1
  			u22*.9 (1)
  			u32*.8 (2);
  	f3w BY 	u13@1
  			u23*.9 (1)
  			u33*.8 (2);

  	iw sw | f1w@0 f2w@1 f3w@2;

  	iw*1; sw*.5; f1w-f3w*.5;


  	%between%
  	
  	f1b BY	u11@1
  			u21*.9 (1)
  			u31*.8 (2);
  	f2b BY 	u12@1
  			u22*.9 (1)
  			u32*.8 (2);
  	f3b BY 	u13@1
  			u23*.9 (1)
  			u33*.8 (2);

  	[u11$1*0 u12$1*0 u13$1*0] (3);
  	[u21$1*-.5 u22$1*-.5 u23$1*-.5] (4);
  	[u31$1*.5 u32$1*.5 u33$1*.5] (5);

  	u11-u33*.5;

  	ib sb | f1b@0 f2b@1 f3b@2;

  	[f1b-f3b@0 ib@0 sb*1];
  	ib*.5; sb*.3;
  	f1b-f3b*.5 (6);


  output:
  	tech8 tech9;



INPUT READING TERMINATED NORMALLY



this is an example of a two-level multiple
indicator growth model with continuous
outcomes (three-level analysis).????

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                                58476

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


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


SUMMARY OF DATA FOR THE FIRST REPLICATION

     Cluster information

       Size (s)    Number of clusters of Size s

          3            50
          5            10
         10            30





MODEL FIT INFORMATION

Number of Free Parameters                       25

Chi-Square Test of Model Fit

        Degrees of freedom                      65

        Mean                                68.552
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       1.000           41.444         68.552
           0.980       1.000           43.779         68.552
           0.950       1.000           47.450         68.552
           0.900       1.000           50.883         68.552
           0.800       1.000           55.262         68.552
           0.700       1.000           58.573         68.552
           0.500       1.000           64.335         68.552
           0.300       0.000           70.462         68.552
           0.200       0.000           74.351         68.552
           0.100       0.000           79.973         68.552
           0.050       0.000           84.821         68.552
           0.020       0.000           90.501         68.552
           0.010       0.000           94.422         68.552

RMSEA (Root Mean Square Error Of Approximation)

        Mean                                 0.010
        Std Dev                              0.000
        Number of successful computations        1

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



MODEL RESULTS

                              ESTIMATES              S. E.     M. S. E.  95%  % Sig
                 Population   Average   Std. Dev.   Average             Cover Coeff
Within Level

 IW       |
  F1W                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  F2W                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  F3W                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 SW       |
  F1W                 0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  F2W                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  F3W                 2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000

 F1W      BY
  U11                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U21                 0.900     0.9004     0.0000     0.1616     0.0000 1.000 1.000
  U31                 0.800     0.7560     0.0000     0.1276     0.0019 1.000 1.000

 F2W      BY
  U12                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U22                 0.900     0.9004     0.0000     0.1616     0.0000 1.000 1.000
  U32                 0.800     0.7560     0.0000     0.1276     0.0019 1.000 1.000

 F3W      BY
  U13                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U23                 0.900     0.9004     0.0000     0.1616     0.0000 1.000 1.000
  U33                 0.800     0.7560     0.0000     0.1276     0.0019 1.000 1.000

 SW       WITH
  IW                  0.000    -0.2866     0.0000     0.2382     0.0822 1.000 0.000

 Variances
  IW                  1.000     1.7240     0.0000     0.6065     0.5241 1.000 1.000
  SW                  0.500     0.3507     0.0000     0.2339     0.0223 1.000 0.000

 Residual Variances
  F1W                 0.500     1.1340     0.0000     0.6387     0.4019 1.000 0.000
  F2W                 0.500     0.5475     0.0000     0.3753     0.0023 1.000 0.000
  F3W                 0.500     0.7460     0.0000     0.6579     0.0605 1.000 0.000

Between Level

 IB       |
  F1B                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  F2B                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  F3B                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 SB       |
  F1B                 0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  F2B                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  F3B                 2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000

 F1B      BY
  U11                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U21                 0.900     0.9004     0.0000     0.1616     0.0000 1.000 1.000
  U31                 0.800     0.7560     0.0000     0.1276     0.0019 1.000 1.000

 F2B      BY
  U12                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U22                 0.900     0.9004     0.0000     0.1616     0.0000 1.000 1.000
  U32                 0.800     0.7560     0.0000     0.1276     0.0019 1.000 1.000

 F3B      BY
  U13                 1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U23                 0.900     0.9004     0.0000     0.1616     0.0000 1.000 1.000
  U33                 0.800     0.7560     0.0000     0.1276     0.0019 1.000 1.000

 SB       WITH
  IB                  0.000    -0.1470     0.0000     0.1922     0.0216 1.000 0.000

 Means
  IB                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SB                  1.000     1.0436     0.0000     0.1890     0.0019 1.000 1.000

 Intercepts
  F1B                 0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  F2B                 0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  F3B                 0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Thresholds
  U11$1               0.000    -0.0795     0.0000     0.1845     0.0063 1.000 0.000
  U21$1              -0.500    -0.5338     0.0000     0.1540     0.0011 1.000 1.000
  U31$1               0.500     0.5659     0.0000     0.1506     0.0043 1.000 1.000
  U12$1               0.000    -0.0795     0.0000     0.1845     0.0063 1.000 0.000
  U22$1              -0.500    -0.5338     0.0000     0.1540     0.0011 1.000 1.000
  U32$1               0.500     0.5659     0.0000     0.1506     0.0043 1.000 1.000
  U13$1               0.000    -0.0795     0.0000     0.1845     0.0063 1.000 0.000
  U23$1              -0.500    -0.5338     0.0000     0.1540     0.0011 1.000 1.000
  U33$1               0.500     0.5659     0.0000     0.1506     0.0043 1.000 1.000

 Variances
  IB                  0.500     0.5795     0.0000     0.3559     0.0063 1.000 0.000
  SB                  0.300     0.2933     0.0000     0.2234     0.0000 1.000 0.000

 Residual Variances
  U11                 0.500     2.7745     0.0000     1.2394     5.1732 1.000 1.000
  U21                 0.500     0.0611     0.0000     0.3204     0.1926 1.000 0.000
  U31                 0.500     1.3568     0.0000     0.4788     0.7340 1.000 1.000
  U12                 0.500     0.1569     0.0000     0.3801     0.1177 1.000 0.000
  U22                 0.500     0.5927     0.0000     0.4770     0.0086 1.000 0.000
  U32                 0.500     0.6676     0.0000     0.3317     0.0281 1.000 1.000
  U13                 0.500     1.2972     0.0000     1.1303     0.6356 1.000 0.000
  U23                 0.500     1.1224     0.0000     0.7422     0.3874 1.000 0.000
  U33                 0.500     0.7987     0.0000     0.4557     0.0892 1.000 0.000
  F1B                 0.500     0.3900     0.0000     0.1862     0.0121 1.000 1.000
  F2B                 0.500     0.3900     0.0000     0.1862     0.0121 1.000 1.000
  F3B                 0.500     0.3900     0.0000     0.1862     0.0121 1.000 1.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.337E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN


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


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


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


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


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


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


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


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


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


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


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


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


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


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


     PARAMETER SPECIFICATION FOR BETWEEN


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


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


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


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


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


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


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


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


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


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


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


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


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


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


     STARTING VALUES FOR WITHIN


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


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


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


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


           LAMBDA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 U11            1.000         0.000         0.000         0.000         0.000
 U21            0.900         0.000         0.000         0.000         0.000
 U31            0.800         0.000         0.000         0.000         0.000
 U12            0.000         1.000         0.000         0.000         0.000
 U22            0.000         0.900         0.000         0.000         0.000
 U32            0.000         0.800         0.000         0.000         0.000
 U13            0.000         0.000         1.000         0.000         0.000
 U23            0.000         0.000         0.900         0.000         0.000
 U33            0.000         0.000         0.800         0.000         0.000


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


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


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


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


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


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


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


           PSI
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W            0.500
 F2W            0.000         0.500
 F3W            0.000         0.000         0.500
 IW             0.000         0.000         0.000         1.000
 SW             0.000         0.000         0.000         0.000         0.500
 F1B            0.000         0.000         0.000         0.000         0.000
 F2B            0.000         0.000         0.000         0.000         0.000
 F3B            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


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


     STARTING VALUES FOR BETWEEN


           TAU
              U11$1         U21$1         U31$1         U12$1         U22$1
              ________      ________      ________      ________      ________
 1              0.000        -0.500         0.500         0.000        -0.500


           TAU
              U32$1         U13$1         U23$1         U33$1
              ________      ________      ________      ________
 1              0.500         0.000        -0.500         0.500


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


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


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


           LAMBDA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 U11            1.000         0.000         0.000         0.000         0.000
 U21            0.900         0.000         0.000         0.000         0.000
 U31            0.800         0.000         0.000         0.000         0.000
 U12            0.000         1.000         0.000         0.000         0.000
 U22            0.000         0.900         0.000         0.000         0.000
 U32            0.000         0.800         0.000         0.000         0.000
 U13            0.000         0.000         1.000         0.000         0.000
 U23            0.000         0.000         0.900         0.000         0.000
 U33            0.000         0.000         0.800         0.000         0.000


           THETA
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11            0.500
 U21            0.000         0.500
 U31            0.000         0.000         0.500
 U12            0.000         0.000         0.000         0.500
 U22            0.000         0.000         0.000         0.000         0.500
 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            0.500
 U13            0.000         0.500
 U23            0.000         0.000         0.500
 U33            0.000         0.000         0.000         0.500


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


           ALPHA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         1.000


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


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


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


           PSI
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1B            0.500
 F2B            0.000         0.500
 F3B            0.000         0.000         0.500
 IB             0.000         0.000         0.000         0.500
 SB             0.000         0.000         0.000         0.000         0.300


     POPULATION VALUES FOR WITHIN


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


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


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


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


           LAMBDA
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 U11            1.000         0.000         0.000         0.000         0.000
 U21            0.900         0.000         0.000         0.000         0.000
 U31            0.800         0.000         0.000         0.000         0.000
 U12            0.000         1.000         0.000         0.000         0.000
 U22            0.000         0.900         0.000         0.000         0.000
 U32            0.000         0.800         0.000         0.000         0.000
 U13            0.000         0.000         1.000         0.000         0.000
 U23            0.000         0.000         0.900         0.000         0.000
 U33            0.000         0.000         0.800         0.000         0.000


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


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


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


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


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


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


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


           PSI
              F1W           F2W           F3W           IW            SW
              ________      ________      ________      ________      ________
 F1W            0.500
 F2W            0.000         0.500
 F3W            0.000         0.000         0.500
 IW             0.000         0.000         0.000         1.000
 SW             0.000         0.000         0.000         0.000         0.500
 F1B            0.000         0.000         0.000         0.000         0.000
 F2B            0.000         0.000         0.000         0.000         0.000
 F3B            0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000


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


     POPULATION VALUES FOR BETWEEN


           TAU
              U11$1         U21$1         U31$1         U12$1         U22$1
              ________      ________      ________      ________      ________
 1              0.000        -0.500         0.500         0.000        -0.500


           TAU
              U32$1         U13$1         U23$1         U33$1
              ________      ________      ________      ________
 1              0.500         0.000        -0.500         0.500


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


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


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


           LAMBDA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 U11            1.000         0.000         0.000         0.000         0.000
 U21            0.900         0.000         0.000         0.000         0.000
 U31            0.800         0.000         0.000         0.000         0.000
 U12            0.000         1.000         0.000         0.000         0.000
 U22            0.000         0.900         0.000         0.000         0.000
 U32            0.000         0.800         0.000         0.000         0.000
 U13            0.000         0.000         1.000         0.000         0.000
 U23            0.000         0.000         0.900         0.000         0.000
 U33            0.000         0.000         0.800         0.000         0.000


           THETA
              U11           U21           U31           U12           U22
              ________      ________      ________      ________      ________
 U11            0.500
 U21            0.000         0.500
 U31            0.000         0.000         0.500
 U12            0.000         0.000         0.000         0.500
 U22            0.000         0.000         0.000         0.000         0.500
 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            0.500
 U13            0.000         0.500
 U23            0.000         0.000         0.500
 U33            0.000         0.000         0.000         0.500


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


           ALPHA
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         1.000


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


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


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


           PSI
              F1B           F2B           F3B           IB            SB
              ________      ________      ________      ________      ________
 F1B            0.500
 F2B            0.000         0.500
 F3B            0.000         0.000         0.500
 IB             0.000         0.000         0.000         0.500
 SB             0.000         0.000         0.000         0.000         0.300


TECHNICAL 8 OUTPUT


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33019227D+03    0.0000000    0.0000000    500.000              EM
     2 -0.31928789D+03   10.9043725    0.0330243    500.000              FS
     3 -0.31351540D+03    5.7724930    0.0180793    500.000              FS
     4 -0.31218014D+03    1.3352575    0.0042590    500.000              FS
     5 -0.31212759D+03    0.0525554    0.0001683    500.000              FS
     6 -0.31212891D+03   -0.0013243   -0.0000042    500.000              EM


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33768367D+03    0.0000000    0.0000000    500.000              EM
     2 -0.32917008D+03    8.5135904    0.0252117    500.000              FS
     3 -0.32717533D+03    1.9947461    0.0060599    500.000              FS
     4 -0.32671981D+03    0.4555188    0.0013923    500.000              FS
     5 -0.32666736D+03    0.0524466    0.0001605    500.000              FS
     6 -0.32666416D+03    0.0032043    0.0000098    500.000              FS
     7 -0.32666414D+03    0.0000234    0.0000001    500.000              FS


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32884511D+03    0.0000000    0.0000000    500.000              EM
     2 -0.31783560D+03   11.0095088    0.0334793    500.000              FS
     3 -0.31078237D+03    7.0532310    0.0221914    500.000              FS
     4 -0.30751831D+03    3.2640643    0.0105027    500.000              FS
     5 -0.30671306D+03    0.8052448    0.0026185    500.000              FS
     6 -0.30663070D+03    0.0823582    0.0002685    500.000              FS
     7 -0.30662676D+03    0.0039479    0.0000129    500.000              FS
     8 -0.30662699D+03   -0.0002325   -0.0000008    500.000              EM


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32574048D+03    0.0000000    0.0000000    500.000              EM
     2 -0.30066781D+03   25.0726749    0.0769713    500.000              FS
     3 -0.28817296D+03   12.4948454    0.0415570    500.000              FS
     4 -0.28517543D+03    2.9975341    0.0104019    500.000              FS
     5 -0.28512557D+03    0.0498630    0.0001749    500.000              FS
     6 -0.28512444D+03    0.0011312    0.0000040    500.000              FS
     7 -0.28512415D+03    0.0002879    0.0000010    500.000              FS
     8 -0.28512414D+03    0.0000066    0.0000000    500.000              FS


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32230337D+03    0.0000000    0.0000000    500.000              EM
     2 -0.28739375D+03   34.9096251    0.1083129    500.000              FS
     3 -0.26921481D+03   18.1789434    0.0632545    500.000              FS
     4 -0.26135333D+03    7.8614749    0.0292015    500.000              FS
     5 -0.26042939D+03    0.9239440    0.0035352    500.000              FS
     6 -0.26042281D+03    0.0065780    0.0000253    500.000              FS
     7 -0.26042130D+03    0.0015049    0.0000058    500.000              FS
     8 -0.26042144D+03   -0.0001387   -0.0000005    500.000              EM


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.33386818D+03    0.0000000    0.0000000    500.000              EM
     2 -0.32664300D+03    7.2251802    0.0216408    500.000              FS
     3 -0.32336572D+03    3.2772808    0.0100332    500.000              FS
     4 -0.32258905D+03    0.7766665    0.0024018    500.000              FS
     5 -0.32251414D+03    0.0749079    0.0002322    500.000              FS
     6 -0.32251124D+03    0.0029028    0.0000090    500.000              FS
     7 -0.32251146D+03   -0.0002213   -0.0000007    500.000              EM


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31274290D+03    0.0000000    0.0000000    500.000              EM
     2 -0.25873663D+03   54.0062730    0.1726858    500.000              FS
     3 -0.23454035D+03   24.1962781    0.0935170    500.000              FS
     4 -0.22240369D+03   12.1366648    0.0517466    500.000              FS
     5 -0.21916472D+03    3.2389638    0.0145634    500.000              FS
     6 -0.21892049D+03    0.2442372    0.0011144    500.000              FS
     7 -0.21890872D+03    0.0117614    0.0000537    500.000              FS
     8 -0.21890657D+03    0.0021524    0.0000098    500.000              FS
     9 -0.21890351D+03    0.0030591    0.0000140    500.000              FS
    10 -0.21890319D+03    0.0003173    0.0000014    500.000              FS
    11 -0.21890236D+03    0.0008377    0.0000038    500.000              FS
    12 -0.21890238D+03   -0.0000177   -0.0000001    500.000              EM


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30795206D+03    0.0000000    0.0000000    500.000              EM
     2 -0.25914547D+03   48.8065990    0.1584877    500.000              FS
     3 -0.23008224D+03   29.0632292    0.1121503    500.000              FS
     4 -0.21048037D+03   19.6018673    0.0851950    500.000              FS
     5 -0.20183152D+03    8.6488525    0.0410910    500.000              FS
     6 -0.20066297D+03    1.1685499    0.0057897    500.000              FS
     7 -0.20065963D+03    0.0033317    0.0000166    500.000              FS
     8 -0.20066018D+03   -0.0005477   -0.0000027    500.000              EM


  REPLICATION 1
  UNIVARIATE ESTIMATION FOR U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32471170D+03    0.0000000    0.0000000    500.000              EM
     2 -0.30581474D+03   18.8969541    0.0581961    500.000              FS
     3 -0.29389933D+03   11.9154193    0.0389629    500.000              FS
     4 -0.28904079D+03    4.8585327    0.0165313    500.000              FS
     5 -0.28841980D+03    0.6209959    0.0021485    500.000              FS
     6 -0.28841849D+03    0.0013087    0.0000045    500.000              FS
     7 -0.28841878D+03   -0.0002891   -0.0000010    500.000              EM


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U11 AND U21


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63892859D+03    0.0000000    0.0000000    500.000              EM
     2 -0.60244652D+03   36.4820703    0.0570988    500.000              FS
     3 -0.59011800D+03   12.3285198    0.0204641    500.000              FS
     4 -0.58979748D+03    0.3205230    0.0005432    500.000              FS
     5 -0.58979509D+03    0.0023936    0.0000041    500.000              FS
     6 -0.58979495D+03    0.0001429    0.0000002    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U11 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61900889D+03    0.0000000    0.0000000    500.000              EM
     2 -0.58112579D+03   37.8831044    0.0611996    500.000              FS
     3 -0.56623735D+03   14.8884404    0.0256200    500.000              FS
     4 -0.56603148D+03    0.2058655    0.0003636    500.000              FS
     5 -0.56601898D+03    0.0125004    0.0000221    500.000              FS
     6 -0.56601798D+03    0.0010041    0.0000018    500.000              FS
     7 -0.56601793D+03    0.0000455    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U21 AND U31


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63336134D+03    0.0000000    0.0000000    500.000              EM
     2 -0.60292024D+03   30.4411003    0.0480628    500.000              FS
     3 -0.59188415D+03   11.0360889    0.0183044    500.000              FS
     4 -0.59182801D+03    0.0561460    0.0000949    500.000              FS
     5 -0.59182734D+03    0.0006730    0.0000011    500.000              FS
     6 -0.59182726D+03    0.0000745    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U11 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59741630D+03    0.0000000    0.0000000    500.000              EM
     2 -0.58449486D+03   12.9214307    0.0216289    500.000              FS
     3 -0.58401295D+03    0.4819100    0.0008245    500.000              FS
     4 -0.58400435D+03    0.0086060    0.0000147    500.000              FS
     5 -0.58400396D+03    0.0003854    0.0000007    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U21 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61176875D+03    0.0000000    0.0000000    500.000              EM
     2 -0.60612536D+03    5.6433849    0.0092247    500.000              FS
     3 -0.60608883D+03    0.0365357    0.0000603    500.000              FS
     4 -0.60608778D+03    0.0010493    0.0000017    500.000              FS
     5 -0.60608761D+03    0.0001694    0.0000003    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U31 AND U12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59184904D+03    0.0000000    0.0000000    500.000              EM
     2 -0.58273342D+03    9.1156239    0.0154019    500.000              FS
     3 -0.58268482D+03    0.0486045    0.0000834    500.000              FS
     4 -0.58268346D+03    0.0013576    0.0000023    500.000              FS
     5 -0.58268339D+03    0.0000690    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U11 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57281144D+03    0.0000000    0.0000000    500.000              EM
     2 -0.55808388D+03   14.7275597    0.0257110    500.000              FS
     3 -0.55383765D+03    4.2462336    0.0076086    500.000              FS
     4 -0.55353475D+03    0.3028985    0.0005469    500.000              FS
     5 -0.55351493D+03    0.0198205    0.0000358    500.000              FS
     6 -0.55351419D+03    0.0007393    0.0000013    500.000              FS
     7 -0.55351409D+03    0.0001031    0.0000002    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U21 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58716389D+03    0.0000000    0.0000000    500.000              EM
     2 -0.57664884D+03   10.5150513    0.0179082    500.000              FS
     3 -0.57503177D+03    1.6170755    0.0028043    500.000              FS
     4 -0.57498299D+03    0.0487795    0.0000848    500.000              FS
     5 -0.57498071D+03    0.0022747    0.0000040    500.000              FS
     6 -0.57498058D+03    0.0001324    0.0000002    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U31 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56724419D+03    0.0000000    0.0000000    500.000              EM
     2 -0.55683044D+03   10.4137502    0.0183585    500.000              FS
     3 -0.55591709D+03    0.9133496    0.0016403    500.000              FS
     4 -0.55591621D+03    0.0008772    0.0000016    500.000              FS
     5 -0.55591614D+03    0.0000679    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U12 AND U22


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54565159D+03    0.0000000    0.0000000    500.000              EM
     2 -0.52828396D+03   17.3676280    0.0318292    500.000              FS
     3 -0.52179478D+03    6.4891827    0.0122835    500.000              FS
     4 -0.52114913D+03    0.6456496    0.0012374    500.000              FS
     5 -0.52110436D+03    0.0447673    0.0000859    500.000              FS
     6 -0.52110033D+03    0.0040392    0.0000078    500.000              FS
     7 -0.52109995D+03    0.0003755    0.0000007    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U11 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.63461274D+03    0.0000000    0.0000000    500.000              EM
     2 -0.62697215D+03    7.6405960    0.0120398    500.000              FS
     3 -0.62693129D+03    0.0408528    0.0000652    500.000              FS
     4 -0.62693085D+03    0.0004400    0.0000007    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U21 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.64896519D+03    0.0000000    0.0000000    500.000              EM
     2 -0.64560621D+03    3.3589814    0.0051759    500.000              FS
     3 -0.64548177D+03    0.1244392    0.0001927    500.000              FS
     4 -0.64547636D+03    0.0054133    0.0000084    500.000              FS
     5 -0.64547593D+03    0.0004237    0.0000007    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U31 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.62904549D+03    0.0000000    0.0000000    500.000              EM
     2 -0.62316796D+03    5.8775333    0.0093436    500.000              FS
     3 -0.62176316D+03    1.4047974    0.0022543    500.000              FS
     4 -0.62174353D+03    0.0196319    0.0000316    500.000              FS
     5 -0.62173491D+03    0.0086201    0.0000139    500.000              FS
     6 -0.62173203D+03    0.0028806    0.0000046    500.000              FS
     7 -0.62173065D+03    0.0013811    0.0000022    500.000              FS
     8 -0.62173001D+03    0.0006383    0.0000010    500.000              FS
     9 -0.62172977D+03    0.0002390    0.0000004    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U12 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60745289D+03    0.0000000    0.0000000    500.000              EM
     2 -0.58234678D+03   25.1061086    0.0413301    500.000              FS
     3 -0.57851032D+03    3.8364634    0.0065879    500.000              FS
     4 -0.57774947D+03    0.7608540    0.0013152    500.000              FS
     5 -0.57772875D+03    0.0207156    0.0000359    500.000              FS
     6 -0.57772551D+03    0.0032422    0.0000056    500.000              FS
     7 -0.57772464D+03    0.0008702    0.0000015    500.000              FS
     8 -0.57772457D+03    0.0000684    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U22 AND U32


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.58284804D+03    0.0000000    0.0000000    500.000              EM
     2 -0.56341774D+03   19.4302988    0.0333368    500.000              FS
     3 -0.55722807D+03    6.1896661    0.0109859    500.000              FS
     4 -0.55683308D+03    0.3949947    0.0007089    500.000              FS
     5 -0.55682546D+03    0.0076181    0.0000137    500.000              FS
     6 -0.55682457D+03    0.0008910    0.0000016    500.000              FS
     7 -0.55682464D+03   -0.0000739   -0.0000001    500.000              EM


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U11 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.53060135D+03    0.0000000    0.0000000    500.000              EM
     2 -0.52480912D+03    5.7922283    0.0109163    500.000              FS
     3 -0.52405538D+03    0.7537355    0.0014362    500.000              FS
     4 -0.52400144D+03    0.0539400    0.0001029    500.000              FS
     5 -0.52399672D+03    0.0047259    0.0000090    500.000              FS
     6 -0.52399628D+03    0.0004393    0.0000008    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U21 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54495380D+03    0.0000000    0.0000000    500.000              EM
     2 -0.54209024D+03    2.8635622    0.0052547    500.000              FS
     3 -0.54200463D+03    0.0856041    0.0001579    500.000              FS
     4 -0.54200260D+03    0.0020279    0.0000037    500.000              FS
     5 -0.54200249D+03    0.0001159    0.0000002    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U31 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52503409D+03    0.0000000    0.0000000    500.000              EM
     2 -0.52383053D+03    1.2035681    0.0022924    500.000              FS
     3 -0.52365580D+03    0.1747273    0.0003336    500.000              FS
     4 -0.52364560D+03    0.0101992    0.0000195    500.000              FS
     5 -0.52364403D+03    0.0015741    0.0000030    500.000              FS
     6 -0.52364381D+03    0.0002209    0.0000004    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U12 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50344150D+03    0.0000000    0.0000000    500.000              EM
     2 -0.49081050D+03   12.6309988    0.0250893    500.000              FS
     3 -0.48868269D+03    2.1278061    0.0043353    500.000              FS
     4 -0.48862906D+03    0.0536368    0.0001098    500.000              FS
     5 -0.48862571D+03    0.0033409    0.0000068    500.000              FS
     6 -0.48862532D+03    0.0003995    0.0000008    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U22 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.47883664D+03    0.0000000    0.0000000    500.000              EM
     2 -0.46728095D+03   11.5556949    0.0241329    500.000              FS
     3 -0.46628628D+03    0.9946664    0.0021286    500.000              FS
     4 -0.46607656D+03    0.2097269    0.0004498    500.000              FS
     5 -0.46605922D+03    0.0173366    0.0000372    500.000              FS
     6 -0.46605571D+03    0.0035110    0.0000075    500.000              FS
     7 -0.46605529D+03    0.0004194    0.0000009    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U32 AND U13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54063794D+03    0.0000000    0.0000000    500.000              EM
     2 -0.52962570D+03   11.0122420    0.0203690    500.000              FS
     3 -0.52899932D+03    0.6263781    0.0011827    500.000              FS
     4 -0.52893904D+03    0.0602807    0.0001140    500.000              FS
     5 -0.52893768D+03    0.0013669    0.0000026    500.000              FS
     6 -0.52893760D+03    0.0000772    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U11 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51263274D+03    0.0000000    0.0000000    500.000              EM
     2 -0.50942838D+03    3.2043584    0.0062508    500.000              FS
     3 -0.50923909D+03    0.1892915    0.0003716    500.000              FS
     4 -0.50923234D+03    0.0067505    0.0000133    500.000              FS
     5 -0.50923206D+03    0.0002856    0.0000006    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U21 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52698519D+03    0.0000000    0.0000000    500.000              EM
     2 -0.52331998D+03    3.6652174    0.0069551    500.000              FS
     3 -0.52327230D+03    0.0476793    0.0000911    500.000              FS
     4 -0.52326633D+03    0.0059622    0.0000114    500.000              FS
     5 -0.52326543D+03    0.0009009    0.0000017    500.000              FS
     6 -0.52326530D+03    0.0001372    0.0000003    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U31 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50706549D+03    0.0000000    0.0000000    500.000              EM
     2 -0.50242089D+03    4.6446022    0.0091598    500.000              FS
     3 -0.50241028D+03    0.0106038    0.0000211    500.000              FS
     4 -0.50240882D+03    0.0014687    0.0000029    500.000              FS
     5 -0.50240868D+03    0.0001323    0.0000003    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U12 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48547289D+03    0.0000000    0.0000000    500.000              EM
     2 -0.47302515D+03   12.4477435    0.0256405    500.000              FS
     3 -0.47163542D+03    1.3897269    0.0029380    500.000              FS
     4 -0.47154864D+03    0.0867777    0.0001840    500.000              FS
     5 -0.47154542D+03    0.0032263    0.0000068    500.000              FS
     6 -0.47154480D+03    0.0006173    0.0000013    500.000              FS
     7 -0.47154477D+03    0.0000294    0.0000001    500.000              EM


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U22 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.46086804D+03    0.0000000    0.0000000    500.000              EM
     2 -0.45141266D+03    9.4553790    0.0205165    500.000              FS
     3 -0.44875470D+03    2.6579643    0.0058881    500.000              FS
     4 -0.44873382D+03    0.0208732    0.0000465    500.000              FS
     5 -0.44873368D+03    0.0001447    0.0000003    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U32 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.52266934D+03    0.0000000    0.0000000    500.000              EM
     2 -0.51326573D+03    9.4036106    0.0179915    500.000              FS
     3 -0.51203798D+03    1.2277536    0.0023920    500.000              FS
     4 -0.51197671D+03    0.0612668    0.0001197    500.000              FS
     5 -0.51197364D+03    0.0030716    0.0000060    500.000              FS
     6 -0.51197346D+03    0.0001745    0.0000003    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U13 AND U23


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.41865794D+03    0.0000000    0.0000000    500.000              EM
     2 -0.39767177D+03   20.9861774    0.0501273    500.000              FS
     3 -0.38501199D+03   12.6597812    0.0318347    500.000              EM
     4 -0.38013534D+03    4.8766499    0.0126662    500.000              QN
     5 -0.38013533D+03    0.0000014    0.0000000    500.000              EM


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U11 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.60050731D+03    0.0000000    0.0000000    500.000              EM
     2 -0.59401780D+03    6.4895102    0.0108067    500.000              FS
     3 -0.59383887D+03    0.1789301    0.0003012    500.000              FS
     4 -0.59383049D+03    0.0083802    0.0000141    500.000              FS
     5 -0.59383015D+03    0.0003463    0.0000006    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U21 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61485977D+03    0.0000000    0.0000000    500.000              EM
     2 -0.60855345D+03    6.3063114    0.0102565    500.000              FS
     3 -0.60793464D+03    0.6188178    0.0010169    500.000              FS
     4 -0.60790951D+03    0.0251278    0.0000413    500.000              FS
     5 -0.60790837D+03    0.0011377    0.0000019    500.000              FS
     6 -0.60790831D+03    0.0000603    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U31 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59494006D+03    0.0000000    0.0000000    500.000              EM
     2 -0.59158260D+03    3.3574618    0.0056434    500.000              FS
     3 -0.59139642D+03    0.1861803    0.0003147    500.000              FS
     4 -0.59138327D+03    0.0131503    0.0000222    500.000              FS
     5 -0.59138214D+03    0.0011291    0.0000019    500.000              FS
     6 -0.59138204D+03    0.0001008    0.0000002    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U12 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.57334747D+03    0.0000000    0.0000000    500.000              EM
     2 -0.56576492D+03    7.5825458    0.0132250    500.000              FS
     3 -0.56548392D+03    0.2809978    0.0004967    500.000              FS
     4 -0.56546727D+03    0.0166564    0.0000295    500.000              FS
     5 -0.56546569D+03    0.0015786    0.0000028    500.000              FS
     6 -0.56546552D+03    0.0001620    0.0000003    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U22 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54874261D+03    0.0000000    0.0000000    500.000              EM
     2 -0.54149370D+03    7.2489135    0.0132100    500.000              FS
     3 -0.54117293D+03    0.3207649    0.0005924    500.000              FS
     4 -0.54116927D+03    0.0036645    0.0000068    500.000              FS
     5 -0.54116923D+03    0.0000367    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U32 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61054391D+03    0.0000000    0.0000000    500.000              EM
     2 -0.60208181D+03    8.4621020    0.0138599    500.000              FS
     3 -0.60126063D+03    0.8211776    0.0013639    500.000              FS
     4 -0.60123812D+03    0.0225086    0.0000374    500.000              FS
     5 -0.60123687D+03    0.0012562    0.0000021    500.000              FS
     6 -0.60123678D+03    0.0000833    0.0000001    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U13 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50653252D+03    0.0000000    0.0000000    500.000              EM
     2 -0.48477219D+03   21.7603254    0.0429594    500.000              FS
     3 -0.47194897D+03   12.8232254    0.0264521    500.000              FS
     4 -0.46994815D+03    2.0008142    0.0042395    500.000              FS
     5 -0.46989626D+03    0.0518951    0.0001104    500.000              FS
     6 -0.46989186D+03    0.0043928    0.0000093    500.000              FS
     7 -0.46989145D+03    0.0004150    0.0000009    500.000              FS


  REPLICATION 1
  BIVARIATE ESTIMATION FOR U23 AND U33


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48856391D+03    0.0000000    0.0000000    500.000              EM
     2 -0.46753326D+03   21.0306539    0.0430459    500.000              FS
     3 -0.45548550D+03   12.0477558    0.0257688    500.000              FS
     4 -0.45385031D+03    1.6351880    0.0035900    500.000              FS
     5 -0.45383673D+03    0.0135850    0.0000299    500.000              FS
     6 -0.45383672D+03    0.0000081    0.0000000    500.000              EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    U11
    U21
    U31
    U12
    U22
    U32
    U13
    U23
    U33
    CLUSTER

  Save file
    ex9.15.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  14:07:39
        Ending Time:  14:07:44
       Elapsed Time:  00:00:05



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