Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:37 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a Monte Carlo
  simulation study for discrete-time survival
  analysis
  MONTECARLO:
  	NAMES = u1-u4 x;
  	NOBSERVATIONS = 1000;
  	NREPS = 100;
  	GENERATE = u1-u4(1);
  	MISSING = u2-u4;
  	CATEGORICAL = u1-u4;
  MODEL POPULATION:
  	[x@0]; x@1;
  	[u1$1*2 u2$1*1.5 u3$1*1 u4$1*1];
  	f BY u1-u4@1;
  	f ON x*.5;
      f@0;	
  MODEL MISSING:	
  	[u2-u4@-15];
  	u2 ON u1@30;
  	u3 ON u1-u2@30;
  	u4 ON u1-u3@30;
  ANALYSIS:	ESTIMATOR = MLR;
  MODEL:	[u1$1*2 u2$1*1.5 u3$1*1 u4$1*1];
  	f BY u1-u4@1;
  	f ON x*.5;
      f@0;
  OUTPUT:	TECH8 TECH9;



INPUT READING TERMINATED NORMALLY



this is an example of a Monte Carlo
simulation study for discrete-time survival
analysis

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of replications
    Requested                                                  100
    Completed                                                  100
Value of seed                                                    0

Number of dependent variables                                    4
Number of independent variables                                  1
Number of continuous latent variables                            1

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

Observed independent variables
   X

Continuous latent variables
   F


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Maximum number of iterations for H1                           2000
Convergence criterion for H1                             0.100D-03
Optimization algorithm                                         EMA
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            0
  Adaptive quadrature                                           ON
Link                                                         LOGIT
Cholesky                                                        ON


SUMMARY OF DATA FOR THE FIRST REPLICATION

     Number of missing data patterns             4


SUMMARY OF MISSING DATA PATTERNS FOR THE FIRST REPLICATION


     MISSING DATA PATTERNS FOR U (x = not missing)

           1  2  3  4
 U1        x  x  x  x
 U2        x     x  x
 U3        x        x
 U4        x


     MISSING DATA PATTERN FREQUENCIES FOR U

    Pattern   Frequency     Pattern   Frequency     Pattern   Frequency
          1         536           3         169
          2         130           4         165


COVARIANCE COVERAGE OF DATA FOR THE FIRST REPLICATION

Minimum covariance coverage value   0.100


     PROPORTION OF DATA PRESENT FOR U


           Covariance Coverage
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             1.000
 U2             0.870         0.870
 U3             0.701         0.701         0.701
 U4             0.536         0.536         0.536         0.536


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              X
              ________
 1              0.041


           Covariances
              X
              ________
 X              1.020


           Correlations
              X
              ________
 X              1.000




MODEL FIT INFORMATION

Number of Free Parameters                        5

Loglikelihood

    H0 Value

        Mean                             -1451.329
        Std Dev                             18.673
        Number of successful computations      100

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.990        -1494.769      -1499.898
           0.980       0.980        -1489.678      -1491.222
           0.950       0.950        -1482.045      -1483.340
           0.900       0.920        -1475.261      -1473.348
           0.800       0.800        -1467.044      -1467.854
           0.700       0.690        -1461.121      -1461.284
           0.500       0.510        -1451.329      -1450.542
           0.300       0.280        -1441.537      -1442.619
           0.200       0.170        -1435.614      -1436.283
           0.100       0.100        -1427.398      -1427.569
           0.050       0.060        -1420.614      -1420.029
           0.020       0.020        -1412.980      -1413.959
           0.010       0.010        -1407.890      -1408.730

Information Criteria

    Akaike (AIC)

        Mean                              2912.658
        Std Dev                             37.346
        Number of successful computations      100

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.990         2825.780       2807.752
           0.980       0.980         2835.960       2827.460
           0.950       0.940         2851.227       2846.758
           0.900       0.900         2864.795       2856.919
           0.800       0.830         2881.228       2881.649
           0.700       0.720         2893.074       2894.913
           0.500       0.490         2912.658       2910.832
           0.300       0.310         2932.243       2932.342
           0.200       0.200         2944.089       2943.108
           0.100       0.080         2960.521       2953.819
           0.050       0.050         2974.089       2968.258
           0.020       0.020         2989.356       2987.810
           0.010       0.010         2999.537       2992.444

    Bayesian (BIC)

        Mean                              2937.197
        Std Dev                             37.346
        Number of successful computations      100

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.990         2850.318       2832.291
           0.980       0.980         2860.499       2851.998
           0.950       0.940         2875.766       2871.297
           0.900       0.900         2889.334       2881.458
           0.800       0.830         2905.766       2906.188
           0.700       0.720         2917.613       2919.451
           0.500       0.490         2937.197       2935.371
           0.300       0.310         2956.781       2956.881
           0.200       0.200         2968.628       2967.647
           0.100       0.080         2985.060       2978.357
           0.050       0.050         2998.628       2992.797
           0.020       0.020         3013.895       3012.349
           0.010       0.010         3024.076       3016.983

    Sample-Size Adjusted BIC (n* = (n + 2) / 24)

        Mean                              2921.317
        Std Dev                             37.346
        Number of successful computations      100

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.990         2834.438       2816.411
           0.980       0.980         2844.619       2836.118
           0.950       0.940         2859.886       2855.416
           0.900       0.900         2873.454       2865.578
           0.800       0.830         2889.886       2890.308
           0.700       0.720         2901.732       2903.571
           0.500       0.490         2921.317       2919.490
           0.300       0.310         2940.901       2941.001
           0.200       0.200         2952.747       2951.767
           0.100       0.080         2969.180       2962.477
           0.050       0.050         2982.748       2976.916
           0.020       0.020         2998.015       2996.469
           0.010       0.010         3008.196       3001.103



MODEL RESULTS

                              ESTIMATES              S. E.     M. S. E.  95%  % Sig
                 Population   Average   Std. Dev.   Average             Cover Coeff
 F        BY
  U1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 F          ON
  X                   0.500     0.4987     0.0539     0.0492     0.0029 0.910 1.000

 Thresholds
  U1$1                2.000     2.0062     0.0975     0.0977     0.0095 0.970 1.000
  U2$1                1.500     1.5102     0.0969     0.0893     0.0094 0.940 1.000
  U3$1                1.000     0.9866     0.0914     0.0871     0.0084 0.900 1.000
  U4$1                1.000     1.0071     0.0928     0.1033     0.0086 0.970 1.000

 Residual Variances
  F                   0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.208E+00
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION


           TAU
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1                  2             3             4             5


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


           LAMBDA
              F             X
              ________      ________
 U1                 0             0
 U2                 0             0
 U3                 0             0
 U4                 0             0
 X                  0             0


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0
 X                  0             0             0             0             0


           ALPHA
              F             X
              ________      ________
 1                  0             0


           BETA
              F             X
              ________      ________
 F                  0             1
 X                  0             0


           PSI
              F             X
              ________      ________
 F                  0
 X                  0             0


     STARTING VALUES


           TAU
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1              2.000         1.500         1.000         1.000


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


           LAMBDA
              F             X
              ________      ________
 U1             1.000         0.000
 U2             1.000         0.000
 U3             1.000         0.000
 U4             1.000         0.000
 X              0.000         1.000


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              F             X
              ________      ________
 1              0.000         0.000


           BETA
              F             X
              ________      ________
 F              0.000         0.500
 X              0.000         0.000


           PSI
              F             X
              ________      ________
 F              0.000
 X              0.000         0.500


     POPULATION VALUES


           TAU
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
 1              2.000         1.500         1.000         1.000


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


           LAMBDA
              F             X
              ________      ________
 U1             1.000         0.000
 U2             1.000         0.000
 U3             1.000         0.000
 U4             1.000         0.000
 X              0.000         1.000


           THETA
              U1            U2            U3            U4            X
              ________      ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           ALPHA
              F             X
              ________      ________
 1              0.000         0.000


           BETA
              F             X
              ________      ________
 F              0.000         0.500
 X              0.000         0.000


           PSI
              F             X
              ________      ________
 F              0.000
 X              0.000         1.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14327321D+04    0.0000000    0.0000000  EM
              2 -0.14279883D+04    4.7438479    0.0033111  EM
              3 -0.14279759D+04    0.0124057    0.0000087  EM
              4 -0.14279759D+04    0.0000002    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 2


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14579653D+04    0.0000000    0.0000000  EM
              2 -0.14569951D+04    0.9701149    0.0006654  EM
              3 -0.14569933D+04    0.0018659    0.0000013  EM
              4 -0.14569933D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 3


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14224663D+04    0.0000000    0.0000000  EM
              2 -0.14206802D+04    1.7860998    0.0012556  EM
              3 -0.14206775D+04    0.0026845    0.0000019  EM
              4 -0.14206775D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 4


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14515282D+04    0.0000000    0.0000000  EM
              2 -0.14496280D+04    1.9002553    0.0013091  EM
              3 -0.14496263D+04    0.0016997    0.0000012  EM
              4 -0.14496263D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 5


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14751069D+04    0.0000000    0.0000000  EM
              2 -0.14717583D+04    3.3486422    0.0022701  EM
              3 -0.14717473D+04    0.0109863    0.0000075  EM
              4 -0.14717473D+04    0.0000002    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 6


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14733761D+04    0.0000000    0.0000000  EM
              2 -0.14692313D+04    4.1448623    0.0028132  EM
              3 -0.14692217D+04    0.0095250    0.0000065  EM
              4 -0.14692217D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 7


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14638865D+04    0.0000000    0.0000000  EM
              2 -0.14627108D+04    1.1757340    0.0008032  EM
              3 -0.14627100D+04    0.0007874    0.0000005  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 8


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14485843D+04    0.0000000    0.0000000  EM
              2 -0.14473794D+04    1.2049508    0.0008318  EM
              3 -0.14473779D+04    0.0014420    0.0000010  EM
              4 -0.14473779D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 9


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14405988D+04    0.0000000    0.0000000  EM
              2 -0.14392186D+04    1.3801626    0.0009580  EM
              3 -0.14392182D+04    0.0003724    0.0000003  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 10


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14511805D+04    0.0000000    0.0000000  EM
              2 -0.14502412D+04    0.9393159    0.0006473  EM
              3 -0.14502403D+04    0.0008820    0.0000006  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 11


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14499891D+04    0.0000000    0.0000000  EM
              2 -0.14480088D+04    1.9802765    0.0013657  EM
              3 -0.14480046D+04    0.0042401    0.0000029  EM
              4 -0.14480046D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 12


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14239949D+04    0.0000000    0.0000000  EM
              2 -0.14200361D+04    3.9588426    0.0027801  EM
              3 -0.14200287D+04    0.0073803    0.0000052  EM
              4 -0.14200287D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 13


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14510640D+04    0.0000000    0.0000000  EM
              2 -0.14484109D+04    2.6531260    0.0018284  EM
              3 -0.14484074D+04    0.0034438    0.0000024  EM
              4 -0.14484074D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 14


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14405907D+04    0.0000000    0.0000000  EM
              2 -0.14337909D+04    6.7998280    0.0047202  EM
              3 -0.14337791D+04    0.0117623    0.0000082  EM
              4 -0.14337791D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 15


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14605501D+04    0.0000000    0.0000000  EM
              2 -0.14582691D+04    2.2809493    0.0015617  EM
              3 -0.14582660D+04    0.0031533    0.0000022  EM
              4 -0.14582660D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 16


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14580656D+04    0.0000000    0.0000000  EM
              2 -0.14567650D+04    1.3006202    0.0008920  EM
              3 -0.14567640D+04    0.0009415    0.0000006  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 17


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14445899D+04    0.0000000    0.0000000  EM
              2 -0.14424602D+04    2.1297285    0.0014743  EM
              3 -0.14424563D+04    0.0038914    0.0000027  EM
              4 -0.14424563D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 18


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14579003D+04    0.0000000    0.0000000  EM
              2 -0.14564751D+04    1.4251397    0.0009775  EM
              3 -0.14564734D+04    0.0017820    0.0000012  EM
              4 -0.14564734D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 19


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14750205D+04    0.0000000    0.0000000  EM
              2 -0.14720625D+04    2.9579537    0.0020054  EM
              3 -0.14720582D+04    0.0043702    0.0000030  EM
              4 -0.14720582D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 20


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14568242D+04    0.0000000    0.0000000  EM
              2 -0.14555226D+04    1.3015381    0.0008934  EM
              3 -0.14555216D+04    0.0010814    0.0000007  EM
              4 -0.14555216D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 21


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14111550D+04    0.0000000    0.0000000  EM
              2 -0.14087361D+04    2.4188784    0.0017141  EM
              3 -0.14087298D+04    0.0063540    0.0000045  EM
              4 -0.14087298D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 22


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14595671D+04    0.0000000    0.0000000  EM
              2 -0.14589326D+04    0.6345710    0.0004348  EM
              3 -0.14589322D+04    0.0003878    0.0000003  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 23


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14202504D+04    0.0000000    0.0000000  EM
              2 -0.14139916D+04    6.2587325    0.0044068  EM
              3 -0.14139586D+04    0.0330027    0.0000233  EM
              4 -0.14139586D+04    0.0000016    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 24


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14411080D+04    0.0000000    0.0000000  EM
              2 -0.14356643D+04    5.4437900    0.0037775  EM
              3 -0.14356476D+04    0.0166345    0.0000116  EM
              4 -0.14356476D+04    0.0000003    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 25


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14585732D+04    0.0000000    0.0000000  EM
              2 -0.14567128D+04    1.8603367    0.0012754  EM
              3 -0.14567117D+04    0.0011037    0.0000008  EM
              4 -0.14567117D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 26


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14359223D+04    0.0000000    0.0000000  EM
              2 -0.14336183D+04    2.3040007    0.0016045  EM
              3 -0.14336161D+04    0.0021879    0.0000015  EM
              4 -0.14336161D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 27


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14386073D+04    0.0000000    0.0000000  EM
              2 -0.14367076D+04    1.8997206    0.0013205  EM
              3 -0.14367037D+04    0.0038418    0.0000027  EM
              4 -0.14367037D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 28


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14623891D+04    0.0000000    0.0000000  EM
              2 -0.14597153D+04    2.6737330    0.0018283  EM
              3 -0.14597113D+04    0.0040580    0.0000028  EM
              4 -0.14597113D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 29


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14527593D+04    0.0000000    0.0000000  EM
              2 -0.14520076D+04    0.7516681    0.0005174  EM
              3 -0.14520073D+04    0.0002848    0.0000002  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 30


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14730255D+04    0.0000000    0.0000000  EM
              2 -0.14717213D+04    1.3041565    0.0008854  EM
              3 -0.14717200D+04    0.0013702    0.0000009  EM
              4 -0.14717200D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 31


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14491329D+04    0.0000000    0.0000000  EM
              2 -0.14478555D+04    1.2774353    0.0008815  EM
              3 -0.14478549D+04    0.0006138    0.0000004  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 32


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14258013D+04    0.0000000    0.0000000  EM
              2 -0.14234643D+04    2.3369364    0.0016390  EM
              3 -0.14234596D+04    0.0047804    0.0000034  EM
              4 -0.14234596D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 33


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14716873D+04    0.0000000    0.0000000  EM
              2 -0.14706158D+04    1.0715418    0.0007281  EM
              3 -0.14706144D+04    0.0013399    0.0000009  EM
              4 -0.14706144D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 34


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14448094D+04    0.0000000    0.0000000  EM
              2 -0.14430265D+04    1.7829069    0.0012340  EM
              3 -0.14430241D+04    0.0023324    0.0000016  EM
              4 -0.14430241D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 35


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14636653D+04    0.0000000    0.0000000  EM
              2 -0.14560875D+04    7.5778151    0.0051773  EM
              3 -0.14560763D+04    0.0112194    0.0000077  EM
              4 -0.14560763D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 36


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14380124D+04    0.0000000    0.0000000  EM
              2 -0.14358286D+04    2.1837182    0.0015186  EM
              3 -0.14358247D+04    0.0039758    0.0000028  EM
              4 -0.14358247D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 37


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14678816D+04    0.0000000    0.0000000  EM
              2 -0.14665334D+04    1.3481916    0.0009185  EM
              3 -0.14665322D+04    0.0012188    0.0000008  EM
              4 -0.14665322D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 38


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14755674D+04    0.0000000    0.0000000  EM
              2 -0.14733548D+04    2.2125851    0.0014995  EM
              3 -0.14733483D+04    0.0065404    0.0000044  EM
              4 -0.14733483D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 39


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14907611D+04    0.0000000    0.0000000  EM
              2 -0.14889103D+04    1.8508245    0.0012415  EM
              3 -0.14889052D+04    0.0051005    0.0000034  EM
              4 -0.14889052D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 40


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14039271D+04    0.0000000    0.0000000  EM
              2 -0.13988982D+04    5.0289083    0.0035820  EM
              3 -0.13988760D+04    0.0222137    0.0000159  EM
              4 -0.13988760D+04    0.0000007    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 41


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14563709D+04    0.0000000    0.0000000  EM
              2 -0.14547295D+04    1.6413951    0.0011270  EM
              3 -0.14547286D+04    0.0009822    0.0000007  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 42


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14574024D+04    0.0000000    0.0000000  EM
              2 -0.14504305D+04    6.9718827    0.0047838  EM
              3 -0.14504160D+04    0.0145519    0.0000100  EM
              4 -0.14504160D+04    0.0000002    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 43


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14531096D+04    0.0000000    0.0000000  EM
              2 -0.14489046D+04    4.2050679    0.0028938  EM
              3 -0.14488978D+04    0.0067675    0.0000047  EM
              4 -0.14488978D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 44


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14384694D+04    0.0000000    0.0000000  EM
              2 -0.14362867D+04    2.1826952    0.0015174  EM
              3 -0.14362827D+04    0.0040210    0.0000028  EM
              4 -0.14362827D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 45


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14463379D+04    0.0000000    0.0000000  EM
              2 -0.14426261D+04    3.7118323    0.0025664  EM
              3 -0.14426192D+04    0.0069325    0.0000048  EM
              4 -0.14426192D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 46


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14743422D+04    0.0000000    0.0000000  EM
              2 -0.14701678D+04    4.1744742    0.0028314  EM
              3 -0.14701599D+04    0.0079127    0.0000054  EM
              4 -0.14701599D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 47


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14545261D+04    0.0000000    0.0000000  EM
              2 -0.14523527D+04    2.1733613    0.0014942  EM
              3 -0.14523519D+04    0.0007691    0.0000005  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 48


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14307336D+04    0.0000000    0.0000000  EM
              2 -0.14275769D+04    3.1566605    0.0022063  EM
              3 -0.14275694D+04    0.0075176    0.0000053  EM
              4 -0.14275694D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 49


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14474078D+04    0.0000000    0.0000000  EM
              2 -0.14457171D+04    1.6906252    0.0011680  EM
              3 -0.14457142D+04    0.0028933    0.0000020  EM
              4 -0.14457142D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 50


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14654349D+04    0.0000000    0.0000000  EM
              2 -0.14644567D+04    0.9781930    0.0006675  EM
              3 -0.14644548D+04    0.0018784    0.0000013  EM
              4 -0.14644548D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 51


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14517932D+04    0.0000000    0.0000000  EM
              2 -0.14505433D+04    1.2499085    0.0008609  EM
              3 -0.14505420D+04    0.0012446    0.0000009  EM
              4 -0.14505420D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 52


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.15068066D+04    0.0000000    0.0000000  EM
              2 -0.14999350D+04    6.8716673    0.0045604  EM
              3 -0.14998978D+04    0.0371764    0.0000248  EM
              4 -0.14998978D+04    0.0000011    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 53


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14828022D+04    0.0000000    0.0000000  EM
              2 -0.14790873D+04    3.7149280    0.0025053  EM
              3 -0.14790760D+04    0.0113291    0.0000077  EM
              4 -0.14790760D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 54


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14736467D+04    0.0000000    0.0000000  EM
              2 -0.14677540D+04    5.8927410    0.0039987  EM
              3 -0.14677321D+04    0.0219074    0.0000149  EM
              4 -0.14677321D+04    0.0000005    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 55


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14657063D+04    0.0000000    0.0000000  EM
              2 -0.14635099D+04    2.1963803    0.0014985  EM
              3 -0.14635067D+04    0.0032789    0.0000022  EM
              4 -0.14635067D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 56


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14609727D+04    0.0000000    0.0000000  EM
              2 -0.14556104D+04    5.3622407    0.0036703  EM
              3 -0.14555977D+04    0.0127071    0.0000087  EM
              4 -0.14555977D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 57


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14491439D+04    0.0000000    0.0000000  EM
              2 -0.14480746D+04    1.0692970    0.0007379  EM
              3 -0.14480742D+04    0.0004862    0.0000003  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 58


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14619608D+04    0.0000000    0.0000000  EM
              2 -0.14600735D+04    1.8873564    0.0012910  EM
              3 -0.14600702D+04    0.0033200    0.0000023  EM
              4 -0.14600702D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 59


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14516286D+04    0.0000000    0.0000000  EM
              2 -0.14467200D+04    4.9086041    0.0033814  EM
              3 -0.14467145D+04    0.0054727    0.0000038  EM
              4 -0.14467145D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 60


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14434133D+04    0.0000000    0.0000000  EM
              2 -0.14410120D+04    2.4013512    0.0016637  EM
              3 -0.14410104D+04    0.0015884    0.0000011  EM
              4 -0.14410104D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 61


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14657292D+04    0.0000000    0.0000000  EM
              2 -0.14629941D+04    2.7351053    0.0018660  EM
              3 -0.14629890D+04    0.0050762    0.0000035  EM
              4 -0.14629890D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 62


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14475248D+04    0.0000000    0.0000000  EM
              2 -0.14468211D+04    0.7037464    0.0004862  EM
              3 -0.14468208D+04    0.0002634    0.0000002  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 63


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14203345D+04    0.0000000    0.0000000  EM
              2 -0.14183157D+04    2.0188138    0.0014214  EM
              3 -0.14183109D+04    0.0048302    0.0000034  EM
              4 -0.14183109D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 64


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14611380D+04    0.0000000    0.0000000  EM
              2 -0.14605555D+04    0.5825040    0.0003987  EM
              3 -0.14605554D+04    0.0000899    0.0000001  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 65


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14764009D+04    0.0000000    0.0000000  EM
              2 -0.14719194D+04    4.4814563    0.0030354  EM
              3 -0.14719093D+04    0.0101451    0.0000069  EM
              4 -0.14719093D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 66


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14401692D+04    0.0000000    0.0000000  EM
              2 -0.14362911D+04    3.8780340    0.0026928  EM
              3 -0.14362779D+04    0.0131974    0.0000092  EM
              4 -0.14362779D+04    0.0000002    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 67


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14613292D+04    0.0000000    0.0000000  EM
              2 -0.14603813D+04    0.9479658    0.0006487  EM
              3 -0.14603807D+04    0.0005299    0.0000004  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 68


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14230014D+04    0.0000000    0.0000000  EM
              2 -0.14209453D+04    2.0561513    0.0014449  EM
              3 -0.14209413D+04    0.0039042    0.0000027  EM
              4 -0.14209413D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 69


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14423097D+04    0.0000000    0.0000000  EM
              2 -0.14386842D+04    3.6255026    0.0025137  EM
              3 -0.14386794D+04    0.0047968    0.0000033  EM
              4 -0.14386794D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 70


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14819616D+04    0.0000000    0.0000000  EM
              2 -0.14772108D+04    4.7508320    0.0032058  EM
              3 -0.14771990D+04    0.0117564    0.0000080  EM
              4 -0.14771990D+04    0.0000002    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 71


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14634344D+04    0.0000000    0.0000000  EM
              2 -0.14624061D+04    1.0282895    0.0007027  EM
              3 -0.14624055D+04    0.0006568    0.0000004  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 72


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14453336D+04    0.0000000    0.0000000  EM
              2 -0.14431245D+04    2.2091251    0.0015285  EM
              3 -0.14431208D+04    0.0036533    0.0000025  EM
              4 -0.14431208D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 73


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14501558D+04    0.0000000    0.0000000  EM
              2 -0.14486402D+04    1.5156083    0.0010451  EM
              3 -0.14486387D+04    0.0015207    0.0000010  EM
              4 -0.14486387D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 74


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14687428D+04    0.0000000    0.0000000  EM
              2 -0.14665569D+04    2.1858710    0.0014883  EM
              3 -0.14665541D+04    0.0028511    0.0000019  EM
              4 -0.14665541D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 75


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14489370D+04    0.0000000    0.0000000  EM
              2 -0.14452717D+04    3.6652985    0.0025296  EM
              3 -0.14452601D+04    0.0116579    0.0000081  EM
              4 -0.14452601D+04    0.0000003    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 76


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14294545D+04    0.0000000    0.0000000  EM
              2 -0.14264944D+04    2.9600481    0.0020708  EM
              3 -0.14264880D+04    0.0064387    0.0000045  EM
              4 -0.14264880D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 77


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14629861D+04    0.0000000    0.0000000  EM
              2 -0.14612859D+04    1.7001248    0.0011621  EM
              3 -0.14612836D+04    0.0022979    0.0000016  EM
              4 -0.14612836D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 78


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14471015D+04    0.0000000    0.0000000  EM
              2 -0.14465360D+04    0.5655349    0.0003908  EM
              3 -0.14465359D+04    0.0001429    0.0000001  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 79


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14596298D+04    0.0000000    0.0000000  EM
              2 -0.14582967D+04    1.3331288    0.0009133  EM
              3 -0.14582950D+04    0.0017487    0.0000012  EM
              4 -0.14582950D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 80


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14655238D+04    0.0000000    0.0000000  EM
              2 -0.14627261D+04    2.7976991    0.0019090  EM
              3 -0.14627222D+04    0.0038547    0.0000026  EM
              4 -0.14627222D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 81


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14405638D+04    0.0000000    0.0000000  EM
              2 -0.14395379D+04    1.0258973    0.0007121  EM
              3 -0.14395366D+04    0.0012752    0.0000009  EM
              4 -0.14395366D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 82


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14635338D+04    0.0000000    0.0000000  EM
              2 -0.14611750D+04    2.3588720    0.0016118  EM
              3 -0.14611712D+04    0.0037669    0.0000026  EM
              4 -0.14611712D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 83


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14929350D+04    0.0000000    0.0000000  EM
              2 -0.14885978D+04    4.3372381    0.0029052  EM
              3 -0.14885738D+04    0.0239894    0.0000161  EM
              4 -0.14885738D+04    0.0000009    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 84


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14405819D+04    0.0000000    0.0000000  EM
              2 -0.14382051D+04    2.3767898    0.0016499  EM
              3 -0.14382022D+04    0.0029409    0.0000020  EM
              4 -0.14382022D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 85


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14448321D+04    0.0000000    0.0000000  EM
              2 -0.14423392D+04    2.4929691    0.0017254  EM
              3 -0.14423296D+04    0.0095824    0.0000066  EM
              4 -0.14423296D+04    0.0000003    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 86


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14841182D+04    0.0000000    0.0000000  EM
              2 -0.14791639D+04    4.9543702    0.0033383  EM
              3 -0.14791289D+04    0.0349210    0.0000236  EM
              4 -0.14791289D+04    0.0000015    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 87


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14422953D+04    0.0000000    0.0000000  EM
              2 -0.14402943D+04    2.0010106    0.0013874  EM
              3 -0.14402908D+04    0.0035529    0.0000025  EM
              4 -0.14402908D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 88


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14723115D+04    0.0000000    0.0000000  EM
              2 -0.14700266D+04    2.2849396    0.0015519  EM
              3 -0.14700234D+04    0.0031962    0.0000022  EM
              4 -0.14700234D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 89


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14709839D+04    0.0000000    0.0000000  EM
              2 -0.14678595D+04    3.1244584    0.0021241  EM
              3 -0.14678545D+04    0.0049976    0.0000034  EM
              4 -0.14678545D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 90


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14654545D+04    0.0000000    0.0000000  EM
              2 -0.14648556D+04    0.5988235    0.0004086  EM
              3 -0.14648553D+04    0.0002837    0.0000002  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 91


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14473135D+04    0.0000000    0.0000000  EM
              2 -0.14458732D+04    1.4403011    0.0009952  EM
              3 -0.14458729D+04    0.0002991    0.0000002  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 92


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14851709D+04    0.0000000    0.0000000  EM
              2 -0.14833429D+04    1.8280412    0.0012309  EM
              3 -0.14833404D+04    0.0024836    0.0000017  EM
              4 -0.14833404D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 93


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14220905D+04    0.0000000    0.0000000  EM
              2 -0.14183841D+04    3.7063751    0.0026063  EM
              3 -0.14183790D+04    0.0051592    0.0000036  EM
              4 -0.14183790D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 94


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14447555D+04    0.0000000    0.0000000  EM
              2 -0.14432140D+04    1.5414480    0.0010669  EM
              3 -0.14432098D+04    0.0041940    0.0000029  EM
              4 -0.14432098D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 95


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14320231D+04    0.0000000    0.0000000  EM
              2 -0.14307238D+04    1.2992137    0.0009073  EM
              3 -0.14307223D+04    0.0015516    0.0000011  EM
              4 -0.14307223D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 96


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14943024D+04    0.0000000    0.0000000  EM
              2 -0.14912295D+04    3.0728924    0.0020564  EM
              3 -0.14912221D+04    0.0074294    0.0000050  EM
              4 -0.14912221D+04    0.0000000    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 97


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14333103D+04    0.0000000    0.0000000  EM
              2 -0.14306411D+04    2.6692543    0.0018623  EM
              3 -0.14306319D+04    0.0091625    0.0000064  EM
              4 -0.14306319D+04    0.0000001    0.0000000  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 98


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14564381D+04    0.0000000    0.0000000  EM
              2 -0.14558667D+04    0.5714354    0.0003924  EM
              3 -0.14558664D+04    0.0002877    0.0000002  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 99


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14708935D+04    0.0000000    0.0000000  EM
              2 -0.14702878D+04    0.6056869    0.0004118  EM
              3 -0.14702875D+04    0.0002934    0.0000002  EM


  TECHNICAL 8 OUTPUT FOR REPLICATION 100


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14351932D+04    0.0000000    0.0000000  EM
              2 -0.14308437D+04    4.3494309    0.0030306  EM
              3 -0.14308317D+04    0.0120430    0.0000084  EM
              4 -0.14308317D+04    0.0000002    0.0000000  EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



     Beginning Time:  14:37:45
        Ending Time:  14:37:45
       Elapsed Time:  00:00:00



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