Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:42 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a LTA for two time
  		points with a continuous covariate
  		influencing the latent transition
  		probabilities
  DATA:	FILE = ex8.14.dat;
  VARIABLE:	NAMES = u11-u15 u21-u25 x;
  	CATEGORICAL = u11-u15 u21-u25;
  	CLASSES = c1 (3) c2 (3);
  ANALYSIS:	TYPE = MIXTURE;
  	PROCESSORS = 2;
  MODEL:	%OVERALL%
  	c1 ON x;
  	c2 ON c1;
  MODEL c1:	%c1#1%
  	c2 ON x;
  	[u11$1] (1);
  	[u12$1] (2);
  	[u13$1] (3);
  	[u14$1] (4);
  	[u15$1] (5);
  	%c1#2%
  	c2 ON x;
  	[u11$1] (6);
  	[u12$1] (7);
  	[u13$1] (8);
  	[u14$1] (9);
  	[u15$1] (10);
  	%c1#3%
  	c2 ON x;
  	[u11$1] (11);
  	[u12$1] (12);
  	[u13$1] (13);
  	[u14$1] (14);
  	[u15$1] (15);
  MODEL c2:	%c2#1%
  	[u21$1] (1);
  	[u22$1] (2);
  	[u23$1] (3);
  	[u24$1] (4);
  	[u25$1] (5);
  	%c2#2%
  	[u21$1] (6);
  	[u22$1] (7);
  	[u23$1] (8);
  	[u24$1] (9);
  	[u25$1] (10);
  	%c2#3%
  	[u21$1] (11);
  	[u22$1] (12);
  	[u23$1] (13);
  	[u24$1] (14);
  	[u25$1] (15);
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a LTA for two time
points with a continuous covariate
influencing the latent transition
probabilities

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

Number of dependent variables                                   10
Number of independent variables                                  1
Number of continuous latent variables                            0
Number of categorical latent variables                           2

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U11         U12         U13         U14         U15         U21
   U22         U23         U24         U25

Observed independent variables
   X

Categorical latent variables
   C1          C2


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-06
    Relative loglikelihood change                        0.100D-06
    Derivative                                           0.100D-05
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-05
  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-05
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0
Parameterization                                             LOGIT
Link                                                         LOGIT

Input data file(s)
  ex8.14.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U11
      Category 1    0.586     1172.000
      Category 2    0.414      828.000
    U12
      Category 1    0.594     1187.000
      Category 2    0.407      813.000
    U13
      Category 1    0.437      874.000
      Category 2    0.563     1126.000
    U14
      Category 1    0.437      873.000
      Category 2    0.563     1127.000
    U15
      Category 1    0.458      915.000
      Category 2    0.543     1085.000
    U21
      Category 1    0.628     1257.000
      Category 2    0.371      743.000
    U22
      Category 1    0.618     1236.000
      Category 2    0.382      764.000
    U23
      Category 1    0.405      811.000
      Category 2    0.595     1189.000
    U24
      Category 1    0.370      741.000
      Category 2    0.629     1259.000
    U25
      Category 1    0.398      797.000
      Category 2    0.601     1203.000


RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES

Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:

          -12902.140  unperturbed      0
          -12902.140  608496           4
          -12902.140  533738           11
          -12902.140  637345           19



THE BEST LOGLIKELIHOOD VALUE HAS BEEN REPLICATED.  RERUN WITH AT LEAST TWICE THE
RANDOM STARTS TO CHECK THAT THE BEST LOGLIKELIHOOD IS STILL OBTAINED AND REPLICATED.


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                       31

Loglikelihood

          H0 Value                      -12902.140
          H0 Scaling Correction Factor      1.0434
            for MLR

Information Criteria

          Akaike (AIC)                   25866.281
          Bayesian (BIC)                 26039.909
          Sample-Size Adjusted BIC       25941.420
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes

          Pearson Chi-Square

          Value                           1028.526
          Degrees of Freedom                  1000
          P-Value                           0.2589

          Likelihood Ratio Chi-Square

          Value                           1102.233
          Degrees of Freedom                  1000
          P-Value                           0.0130



MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER

   C1  C2

  Latent Class Variable Patterns

         C1        C2
      Class     Class

         1         1
         1         2
         1         3
         2         1
         2         2
         2         3
         3         1
         3         2
         3         3


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON THE ESTIMATED MODEL

  Latent Class
    Pattern

    1  1        130.15446          0.06508
    1  2        237.10762          0.11855
    1  3        158.61510          0.07931
    2  1        165.43844          0.08272
    2  2        454.88360          0.22744
    2  3        129.01626          0.06451
    3  1         95.92806          0.04796
    3  2        440.59908          0.22030
    3  3        188.25737          0.09413


FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THE ESTIMATED MODEL

  Latent Class
    Variable    Class

    C1             1       525.87720          0.26294
                   2       749.33826          0.37467
                   3       724.78455          0.36239
    C2             1       391.52097          0.19576
                   2      1132.59033          0.56630
                   3       475.88873          0.23794


LATENT TRANSITION PROBABILITIES BASED ON THE ESTIMATED MODEL

  C1 Classes (Rows) by C2 Classes (Columns)

            1        2        3

   1     0.247    0.451    0.302
   2     0.221    0.607    0.172
   3     0.132    0.608    0.260


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

  Latent Class
    Pattern

    1  1        130.38514          0.06519
    1  2        236.81180          0.11841
    1  3        158.68031          0.07934
    2  1        165.43572          0.08272
    2  2        455.09148          0.22755
    2  3        128.81107          0.06441
    3  1         95.88023          0.04794
    3  2        440.64258          0.22032
    3  3        188.26166          0.09413


FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES

  Latent Class
    Variable    Class

    C1             1       525.87726          0.26294
                   2       749.33832          0.37467
                   3       724.78448          0.36239
    C2             1       391.70108          0.19585
                   2      1132.54578          0.56627
                   3       475.75305          0.23788


CLASSIFICATION QUALITY

     Entropy                         0.520


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

Class Counts and Proportions

  Latent Class
    Pattern

    1  1              115          0.05750
    1  2              180          0.09000
    1  3              155          0.07750
    2  1              152          0.07600
    2  2              550          0.27500
    2  3              106          0.05300
    3  1               74          0.03700
    3  2              496          0.24800
    3  3              172          0.08600


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

  Latent Class Variable Patterns

  Latent Class         C1        C2
   Pattern No.      Class     Class

         1             1         1
         2             1         2
         3             1         3
         4             2         1
         5             2         2
         6             2         3
         7             3         1
         8             3         2
         9             3         3

           1        2        3        4        5        6        7        8        9

    1   0.535    0.162    0.066    0.110    0.043    0.013    0.035    0.029    0.006
    2   0.103    0.593    0.085    0.022    0.164    0.009    0.002    0.014    0.009
    3   0.043    0.110    0.593    0.009    0.037    0.128    0.002    0.027    0.050
    4   0.139    0.041    0.007    0.524    0.184    0.019    0.058    0.018    0.010
    5   0.022    0.137    0.021    0.090    0.627    0.037    0.008    0.037    0.020
    6   0.009    0.019    0.142    0.036    0.114    0.499    0.005    0.052    0.124
    7   0.051    0.006    0.005    0.079    0.014    0.010    0.516    0.264    0.055
    8   0.011    0.017    0.016    0.014    0.041    0.024    0.071    0.718    0.089
    9   0.003    0.011    0.046    0.011    0.049    0.099    0.023    0.154    0.605



CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
FOR EACH LATENT CLASS VARIABLE

  Latent Class
    Variable    Class

    C1             1             450          0.22500
                   2             808          0.40400
                   3             742          0.37100
    C2             1             341          0.17050
                   2            1226          0.61300
                   3             433          0.21650


MODEL RESULTS

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

Latent Class Pattern 1 1

 Thresholds
    U11$1             -1.107      0.388     -2.854      0.004
    U12$1             -1.442      0.600     -2.405      0.016
    U13$1             -1.148      0.134     -8.556      0.000
    U14$1             -0.932      0.113     -8.266      0.000
    U15$1             -1.196      0.154     -7.757      0.000
    U21$1             -1.107      0.388     -2.854      0.004
    U22$1             -1.442      0.600     -2.405      0.016
    U23$1             -1.148      0.134     -8.556      0.000
    U24$1             -0.932      0.113     -8.266      0.000
    U25$1             -1.196      0.154     -7.757      0.000

Latent Class Pattern 1 2

 Thresholds
    U11$1             -1.107      0.388     -2.854      0.004
    U12$1             -1.442      0.600     -2.405      0.016
    U13$1             -1.148      0.134     -8.556      0.000
    U14$1             -0.932      0.113     -8.266      0.000
    U15$1             -1.196      0.154     -7.757      0.000
    U21$1              0.953      0.204      4.675      0.000
    U22$1              0.934      0.200      4.674      0.000
    U23$1             -0.865      0.090     -9.637      0.000
    U24$1             -1.088      0.085    -12.750      0.000
    U25$1             -0.794      0.074    -10.749      0.000

Latent Class Pattern 1 3

 Thresholds
    U11$1             -1.107      0.388     -2.854      0.004
    U12$1             -1.442      0.600     -2.405      0.016
    U13$1             -1.148      0.134     -8.556      0.000
    U14$1             -0.932      0.113     -8.266      0.000
    U15$1             -1.196      0.154     -7.757      0.000
    U21$1              0.858      0.080     10.736      0.000
    U22$1              1.082      0.087     12.426      0.000
    U23$1              1.125      0.098     11.512      0.000
    U24$1              1.012      0.106      9.511      0.000
    U25$1              1.155      0.112     10.298      0.000

Latent Class Pattern 2 1

 Thresholds
    U11$1              0.953      0.204      4.675      0.000
    U12$1              0.934      0.200      4.674      0.000
    U13$1             -0.865      0.090     -9.637      0.000
    U14$1             -1.088      0.085    -12.750      0.000
    U15$1             -0.794      0.074    -10.749      0.000
    U21$1             -1.107      0.388     -2.854      0.004
    U22$1             -1.442      0.600     -2.405      0.016
    U23$1             -1.148      0.134     -8.556      0.000
    U24$1             -0.932      0.113     -8.266      0.000
    U25$1             -1.196      0.154     -7.757      0.000

Latent Class Pattern 2 2

 Thresholds
    U11$1              0.953      0.204      4.675      0.000
    U12$1              0.934      0.200      4.674      0.000
    U13$1             -0.865      0.090     -9.637      0.000
    U14$1             -1.088      0.085    -12.750      0.000
    U15$1             -0.794      0.074    -10.749      0.000
    U21$1              0.953      0.204      4.675      0.000
    U22$1              0.934      0.200      4.674      0.000
    U23$1             -0.865      0.090     -9.637      0.000
    U24$1             -1.088      0.085    -12.750      0.000
    U25$1             -0.794      0.074    -10.749      0.000

Latent Class Pattern 2 3

 Thresholds
    U11$1              0.953      0.204      4.675      0.000
    U12$1              0.934      0.200      4.674      0.000
    U13$1             -0.865      0.090     -9.637      0.000
    U14$1             -1.088      0.085    -12.750      0.000
    U15$1             -0.794      0.074    -10.749      0.000
    U21$1              0.858      0.080     10.736      0.000
    U22$1              1.082      0.087     12.426      0.000
    U23$1              1.125      0.098     11.512      0.000
    U24$1              1.012      0.106      9.511      0.000
    U25$1              1.155      0.112     10.298      0.000

Latent Class Pattern 3 1

 Thresholds
    U11$1              0.858      0.080     10.736      0.000
    U12$1              1.082      0.087     12.426      0.000
    U13$1              1.125      0.098     11.512      0.000
    U14$1              1.012      0.106      9.511      0.000
    U15$1              1.155      0.112     10.298      0.000
    U21$1             -1.107      0.388     -2.854      0.004
    U22$1             -1.442      0.600     -2.405      0.016
    U23$1             -1.148      0.134     -8.556      0.000
    U24$1             -0.932      0.113     -8.266      0.000
    U25$1             -1.196      0.154     -7.757      0.000

Latent Class Pattern 3 2

 Thresholds
    U11$1              0.858      0.080     10.736      0.000
    U12$1              1.082      0.087     12.426      0.000
    U13$1              1.125      0.098     11.512      0.000
    U14$1              1.012      0.106      9.511      0.000
    U15$1              1.155      0.112     10.298      0.000
    U21$1              0.953      0.204      4.675      0.000
    U22$1              0.934      0.200      4.674      0.000
    U23$1             -0.865      0.090     -9.637      0.000
    U24$1             -1.088      0.085    -12.750      0.000
    U25$1             -0.794      0.074    -10.749      0.000

Latent Class Pattern 3 3

 Thresholds
    U11$1              0.858      0.080     10.736      0.000
    U12$1              1.082      0.087     12.426      0.000
    U13$1              1.125      0.098     11.512      0.000
    U14$1              1.012      0.106      9.511      0.000
    U15$1              1.155      0.112     10.298      0.000
    U21$1              0.858      0.080     10.736      0.000
    U22$1              1.082      0.087     12.426      0.000
    U23$1              1.125      0.098     11.512      0.000
    U24$1              1.012      0.106      9.511      0.000
    U25$1              1.155      0.112     10.298      0.000

Categorical Latent Variables

 C2#1     ON
    C1#1               0.782      0.427      1.831      0.067
    C1#2               1.042      0.517      2.018      0.044

 C2#2     ON
    C1#1               0.163      0.515      0.317      0.751
    C1#2               0.733      0.577      1.270      0.204

 C1#1       ON
    X                 -1.552      0.153    -10.159      0.000

 C1#2       ON
    X                 -2.061      0.171    -12.021      0.000

 Intercepts
    C1#1               0.131      0.254      0.515      0.607
    C1#2               0.296      0.234      1.265      0.206
    C2#1              -0.912      0.476     -1.918      0.055
    C2#2              -0.026      0.344     -0.076      0.940

Latent Class Pattern 1 1

 C2#1       ON
    X                 -0.689      0.327     -2.106      0.035

 C2#2       ON
    X                 -1.708      0.630     -2.711      0.007

Latent Class Pattern 2 1

 C2#1       ON
    X                 -1.659      0.863     -1.921      0.055

 C2#2       ON
    X                 -2.353      0.734     -3.208      0.001

Latent Class Pattern 3 1

 C2#1       ON
    X                  0.522      0.384      1.360      0.174

 C2#2       ON
    X                  1.316      0.424      3.101      0.002


RESULTS IN PROBABILITY SCALE

Latent Class Pattern 1 1

 U11
    Category 1         0.248      0.072      3.429      0.001
    Category 2         0.752      0.072     10.377      0.000
 U12
    Category 1         0.191      0.093      2.062      0.039
    Category 2         0.809      0.093      8.719      0.000
 U13
    Category 1         0.241      0.025      9.822      0.000
    Category 2         0.759      0.025     30.946      0.000
 U14
    Category 1         0.283      0.023     12.365      0.000
    Category 2         0.717      0.023     31.396      0.000
 U15
    Category 1         0.232      0.027      8.451      0.000
    Category 2         0.768      0.027     27.934      0.000
 U21
    Category 1         0.248      0.072      3.429      0.001
    Category 2         0.752      0.072     10.377      0.000
 U22
    Category 1         0.191      0.093      2.062      0.039
    Category 2         0.809      0.093      8.719      0.000
 U23
    Category 1         0.241      0.025      9.822      0.000
    Category 2         0.759      0.025     30.946      0.000
 U24
    Category 1         0.283      0.023     12.365      0.000
    Category 2         0.717      0.023     31.396      0.000
 U25
    Category 1         0.232      0.027      8.451      0.000
    Category 2         0.768      0.027     27.934      0.000

Latent Class Pattern 1 2

 U11
    Category 1         0.248      0.072      3.429      0.001
    Category 2         0.752      0.072     10.377      0.000
 U12
    Category 1         0.191      0.093      2.062      0.039
    Category 2         0.809      0.093      8.719      0.000
 U13
    Category 1         0.241      0.025      9.822      0.000
    Category 2         0.759      0.025     30.946      0.000
 U14
    Category 1         0.283      0.023     12.365      0.000
    Category 2         0.717      0.023     31.396      0.000
 U15
    Category 1         0.232      0.027      8.451      0.000
    Category 2         0.768      0.027     27.934      0.000
 U21
    Category 1         0.722      0.041     17.629      0.000
    Category 2         0.278      0.041      6.799      0.000
 U22
    Category 1         0.718      0.040     17.739      0.000
    Category 2         0.282      0.040      6.973      0.000
 U23
    Category 1         0.296      0.019     15.834      0.000
    Category 2         0.704      0.019     37.604      0.000
 U24
    Category 1         0.252      0.016     15.670      0.000
    Category 2         0.748      0.016     46.506      0.000
 U25
    Category 1         0.311      0.016     19.663      0.000
    Category 2         0.689      0.016     43.491      0.000

Latent Class Pattern 1 3

 U11
    Category 1         0.248      0.072      3.429      0.001
    Category 2         0.752      0.072     10.377      0.000
 U12
    Category 1         0.191      0.093      2.062      0.039
    Category 2         0.809      0.093      8.719      0.000
 U13
    Category 1         0.241      0.025      9.822      0.000
    Category 2         0.759      0.025     30.946      0.000
 U14
    Category 1         0.283      0.023     12.365      0.000
    Category 2         0.717      0.023     31.396      0.000
 U15
    Category 1         0.232      0.027      8.451      0.000
    Category 2         0.768      0.027     27.934      0.000
 U21
    Category 1         0.702      0.017     42.028      0.000
    Category 2         0.298      0.017     17.825      0.000
 U22
    Category 1         0.747      0.016     45.370      0.000
    Category 2         0.253      0.016     15.379      0.000
 U23
    Category 1         0.755      0.018     41.752      0.000
    Category 2         0.245      0.018     13.554      0.000
 U24
    Category 1         0.733      0.021     35.254      0.000
    Category 2         0.267      0.021     12.817      0.000
 U25
    Category 1         0.760      0.020     37.216      0.000
    Category 2         0.240      0.020     11.723      0.000

Latent Class Pattern 2 1

 U11
    Category 1         0.722      0.041     17.629      0.000
    Category 2         0.278      0.041      6.799      0.000
 U12
    Category 1         0.718      0.040     17.739      0.000
    Category 2         0.282      0.040      6.973      0.000
 U13
    Category 1         0.296      0.019     15.834      0.000
    Category 2         0.704      0.019     37.604      0.000
 U14
    Category 1         0.252      0.016     15.670      0.000
    Category 2         0.748      0.016     46.506      0.000
 U15
    Category 1         0.311      0.016     19.663      0.000
    Category 2         0.689      0.016     43.491      0.000
 U21
    Category 1         0.248      0.072      3.429      0.001
    Category 2         0.752      0.072     10.377      0.000
 U22
    Category 1         0.191      0.093      2.062      0.039
    Category 2         0.809      0.093      8.719      0.000
 U23
    Category 1         0.241      0.025      9.822      0.000
    Category 2         0.759      0.025     30.946      0.000
 U24
    Category 1         0.283      0.023     12.365      0.000
    Category 2         0.717      0.023     31.396      0.000
 U25
    Category 1         0.232      0.027      8.451      0.000
    Category 2         0.768      0.027     27.934      0.000

Latent Class Pattern 2 2

 U11
    Category 1         0.722      0.041     17.629      0.000
    Category 2         0.278      0.041      6.799      0.000
 U12
    Category 1         0.718      0.040     17.739      0.000
    Category 2         0.282      0.040      6.973      0.000
 U13
    Category 1         0.296      0.019     15.834      0.000
    Category 2         0.704      0.019     37.604      0.000
 U14
    Category 1         0.252      0.016     15.670      0.000
    Category 2         0.748      0.016     46.506      0.000
 U15
    Category 1         0.311      0.016     19.663      0.000
    Category 2         0.689      0.016     43.491      0.000
 U21
    Category 1         0.722      0.041     17.629      0.000
    Category 2         0.278      0.041      6.799      0.000
 U22
    Category 1         0.718      0.040     17.739      0.000
    Category 2         0.282      0.040      6.973      0.000
 U23
    Category 1         0.296      0.019     15.834      0.000
    Category 2         0.704      0.019     37.604      0.000
 U24
    Category 1         0.252      0.016     15.670      0.000
    Category 2         0.748      0.016     46.506      0.000
 U25
    Category 1         0.311      0.016     19.663      0.000
    Category 2         0.689      0.016     43.491      0.000

Latent Class Pattern 2 3

 U11
    Category 1         0.722      0.041     17.629      0.000
    Category 2         0.278      0.041      6.799      0.000
 U12
    Category 1         0.718      0.040     17.739      0.000
    Category 2         0.282      0.040      6.973      0.000
 U13
    Category 1         0.296      0.019     15.834      0.000
    Category 2         0.704      0.019     37.604      0.000
 U14
    Category 1         0.252      0.016     15.670      0.000
    Category 2         0.748      0.016     46.506      0.000
 U15
    Category 1         0.311      0.016     19.663      0.000
    Category 2         0.689      0.016     43.491      0.000
 U21
    Category 1         0.702      0.017     42.028      0.000
    Category 2         0.298      0.017     17.825      0.000
 U22
    Category 1         0.747      0.016     45.370      0.000
    Category 2         0.253      0.016     15.379      0.000
 U23
    Category 1         0.755      0.018     41.752      0.000
    Category 2         0.245      0.018     13.554      0.000
 U24
    Category 1         0.733      0.021     35.254      0.000
    Category 2         0.267      0.021     12.817      0.000
 U25
    Category 1         0.760      0.020     37.216      0.000
    Category 2         0.240      0.020     11.723      0.000

Latent Class Pattern 3 1

 U11
    Category 1         0.702      0.017     42.028      0.000
    Category 2         0.298      0.017     17.825      0.000
 U12
    Category 1         0.747      0.016     45.370      0.000
    Category 2         0.253      0.016     15.379      0.000
 U13
    Category 1         0.755      0.018     41.752      0.000
    Category 2         0.245      0.018     13.554      0.000
 U14
    Category 1         0.733      0.021     35.254      0.000
    Category 2         0.267      0.021     12.817      0.000
 U15
    Category 1         0.760      0.020     37.216      0.000
    Category 2         0.240      0.020     11.723      0.000
 U21
    Category 1         0.248      0.072      3.429      0.001
    Category 2         0.752      0.072     10.377      0.000
 U22
    Category 1         0.191      0.093      2.062      0.039
    Category 2         0.809      0.093      8.719      0.000
 U23
    Category 1         0.241      0.025      9.822      0.000
    Category 2         0.759      0.025     30.946      0.000
 U24
    Category 1         0.283      0.023     12.365      0.000
    Category 2         0.717      0.023     31.396      0.000
 U25
    Category 1         0.232      0.027      8.451      0.000
    Category 2         0.768      0.027     27.934      0.000

Latent Class Pattern 3 2

 U11
    Category 1         0.702      0.017     42.028      0.000
    Category 2         0.298      0.017     17.825      0.000
 U12
    Category 1         0.747      0.016     45.370      0.000
    Category 2         0.253      0.016     15.379      0.000
 U13
    Category 1         0.755      0.018     41.752      0.000
    Category 2         0.245      0.018     13.554      0.000
 U14
    Category 1         0.733      0.021     35.254      0.000
    Category 2         0.267      0.021     12.817      0.000
 U15
    Category 1         0.760      0.020     37.216      0.000
    Category 2         0.240      0.020     11.723      0.000
 U21
    Category 1         0.722      0.041     17.629      0.000
    Category 2         0.278      0.041      6.799      0.000
 U22
    Category 1         0.718      0.040     17.739      0.000
    Category 2         0.282      0.040      6.973      0.000
 U23
    Category 1         0.296      0.019     15.834      0.000
    Category 2         0.704      0.019     37.604      0.000
 U24
    Category 1         0.252      0.016     15.670      0.000
    Category 2         0.748      0.016     46.506      0.000
 U25
    Category 1         0.311      0.016     19.663      0.000
    Category 2         0.689      0.016     43.491      0.000

Latent Class Pattern 3 3

 U11
    Category 1         0.702      0.017     42.028      0.000
    Category 2         0.298      0.017     17.825      0.000
 U12
    Category 1         0.747      0.016     45.370      0.000
    Category 2         0.253      0.016     15.379      0.000
 U13
    Category 1         0.755      0.018     41.752      0.000
    Category 2         0.245      0.018     13.554      0.000
 U14
    Category 1         0.733      0.021     35.254      0.000
    Category 2         0.267      0.021     12.817      0.000
 U15
    Category 1         0.760      0.020     37.216      0.000
    Category 2         0.240      0.020     11.723      0.000
 U21
    Category 1         0.702      0.017     42.028      0.000
    Category 2         0.298      0.017     17.825      0.000
 U22
    Category 1         0.747      0.016     45.370      0.000
    Category 2         0.253      0.016     15.379      0.000
 U23
    Category 1         0.755      0.018     41.752      0.000
    Category 2         0.245      0.018     13.554      0.000
 U24
    Category 1         0.733      0.021     35.254      0.000
    Category 2         0.267      0.021     12.817      0.000
 U25
    Category 1         0.760      0.020     37.216      0.000
    Category 2         0.240      0.020     11.723      0.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class Pattern 1 1 Compared to Latent Class Pattern 1 2

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       7.845      2.764      2.839      0.005
 U22
    Category > 1      10.756      5.902      1.823      0.068
 U23
    Category > 1       1.327      0.238      5.585      0.000
 U24
    Category > 1       0.855      0.140      6.124      0.000
 U25
    Category > 1       1.494      0.271      5.507      0.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 1 3

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       7.135      2.846      2.507      0.012
 U22
    Category > 1      12.473      7.499      1.663      0.096
 U23
    Category > 1       9.706      1.618      6.000      0.000
 U24
    Category > 1       6.984      1.085      6.437      0.000
 U25
    Category > 1      10.494      1.956      5.366      0.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 2 1

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 2 2

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       7.845      2.764      2.839      0.005
 U22
    Category > 1      10.756      5.902      1.823      0.068
 U23
    Category > 1       1.327      0.238      5.585      0.000
 U24
    Category > 1       0.855      0.140      6.124      0.000
 U25
    Category > 1       1.494      0.271      5.507      0.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 2 3

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       7.135      2.846      2.507      0.012
 U22
    Category > 1      12.473      7.499      1.663      0.096
 U23
    Category > 1       9.706      1.618      6.000      0.000
 U24
    Category > 1       6.984      1.085      6.437      0.000
 U25
    Category > 1      10.494      1.956      5.366      0.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 3 1

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 3 2

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       7.845      2.764      2.839      0.005
 U22
    Category > 1      10.756      5.902      1.823      0.068
 U23
    Category > 1       1.327      0.238      5.585      0.000
 U24
    Category > 1       0.855      0.140      6.124      0.000
 U25
    Category > 1       1.494      0.271      5.507      0.000

Latent Class Pattern 1 1 Compared to Latent Class Pattern 3 3

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       7.135      2.846      2.507      0.012
 U22
    Category > 1      12.473      7.499      1.663      0.096
 U23
    Category > 1       9.706      1.618      6.000      0.000
 U24
    Category > 1       6.984      1.085      6.437      0.000
 U25
    Category > 1      10.494      1.956      5.366      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 1 3

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       0.909      0.196      4.651      0.000
 U22
    Category > 1       1.160      0.257      4.505      0.000
 U23
    Category > 1       7.315      0.987      7.411      0.000
 U24
    Category > 1       8.163      1.147      7.120      0.000
 U25
    Category > 1       7.022      0.939      7.477      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 2 1

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       0.127      0.045      2.839      0.005
 U22
    Category > 1       0.093      0.051      1.823      0.068
 U23
    Category > 1       0.754      0.135      5.585      0.000
 U24
    Category > 1       1.169      0.191      6.124      0.000
 U25
    Category > 1       0.669      0.122      5.507      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 2 2

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 2 3

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       0.909      0.196      4.651      0.000
 U22
    Category > 1       1.160      0.257      4.505      0.000
 U23
    Category > 1       7.315      0.987      7.411      0.000
 U24
    Category > 1       8.163      1.147      7.120      0.000
 U25
    Category > 1       7.022      0.939      7.477      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 3 1

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       0.127      0.045      2.839      0.005
 U22
    Category > 1       0.093      0.051      1.823      0.068
 U23
    Category > 1       0.754      0.135      5.585      0.000
 U24
    Category > 1       1.169      0.191      6.124      0.000
 U25
    Category > 1       0.669      0.122      5.507      0.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 3 2

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 2 Compared to Latent Class Pattern 3 3

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       0.909      0.196      4.651      0.000
 U22
    Category > 1       1.160      0.257      4.505      0.000
 U23
    Category > 1       7.315      0.987      7.411      0.000
 U24
    Category > 1       8.163      1.147      7.120      0.000
 U25
    Category > 1       7.022      0.939      7.477      0.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 2 1

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       0.140      0.056      2.507      0.012
 U22
    Category > 1       0.080      0.048      1.663      0.096
 U23
    Category > 1       0.103      0.017      6.000      0.000
 U24
    Category > 1       0.143      0.022      6.437      0.000
 U25
    Category > 1       0.095      0.018      5.366      0.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 2 2

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       1.100      0.236      4.651      0.000
 U22
    Category > 1       0.862      0.191      4.505      0.000
 U23
    Category > 1       0.137      0.018      7.411      0.000
 U24
    Category > 1       0.123      0.017      7.120      0.000
 U25
    Category > 1       0.142      0.019      7.477      0.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 2 3

 U11
    Category > 1       7.845      2.764      2.839      0.005
 U12
    Category > 1      10.756      5.902      1.823      0.068
 U13
    Category > 1       1.327      0.238      5.585      0.000
 U14
    Category > 1       0.855      0.140      6.124      0.000
 U15
    Category > 1       1.494      0.271      5.507      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 3 1

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       0.140      0.056      2.507      0.012
 U22
    Category > 1       0.080      0.048      1.663      0.096
 U23
    Category > 1       0.103      0.017      6.000      0.000
 U24
    Category > 1       0.143      0.022      6.437      0.000
 U25
    Category > 1       0.095      0.018      5.366      0.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 3 2

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       1.100      0.236      4.651      0.000
 U22
    Category > 1       0.862      0.191      4.505      0.000
 U23
    Category > 1       0.137      0.018      7.411      0.000
 U24
    Category > 1       0.123      0.017      7.120      0.000
 U25
    Category > 1       0.142      0.019      7.477      0.000

Latent Class Pattern 1 3 Compared to Latent Class Pattern 3 3

 U11
    Category > 1       7.135      2.846      2.507      0.012
 U12
    Category > 1      12.473      7.499      1.663      0.096
 U13
    Category > 1       9.706      1.618      6.000      0.000
 U14
    Category > 1       6.984      1.085      6.437      0.000
 U15
    Category > 1      10.494      1.956      5.366      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 2 1 Compared to Latent Class Pattern 2 2

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       7.845      2.764      2.839      0.005
 U22
    Category > 1      10.756      5.902      1.823      0.068
 U23
    Category > 1       1.327      0.238      5.585      0.000
 U24
    Category > 1       0.855      0.140      6.124      0.000
 U25
    Category > 1       1.494      0.271      5.507      0.000

Latent Class Pattern 2 1 Compared to Latent Class Pattern 2 3

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       7.135      2.846      2.507      0.012
 U22
    Category > 1      12.473      7.499      1.663      0.096
 U23
    Category > 1       9.706      1.618      6.000      0.000
 U24
    Category > 1       6.984      1.085      6.437      0.000
 U25
    Category > 1      10.494      1.956      5.366      0.000

Latent Class Pattern 2 1 Compared to Latent Class Pattern 3 1

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 2 1 Compared to Latent Class Pattern 3 2

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       7.845      2.764      2.839      0.005
 U22
    Category > 1      10.756      5.902      1.823      0.068
 U23
    Category > 1       1.327      0.238      5.585      0.000
 U24
    Category > 1       0.855      0.140      6.124      0.000
 U25
    Category > 1       1.494      0.271      5.507      0.000

Latent Class Pattern 2 1 Compared to Latent Class Pattern 3 3

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       7.135      2.846      2.507      0.012
 U22
    Category > 1      12.473      7.499      1.663      0.096
 U23
    Category > 1       9.706      1.618      6.000      0.000
 U24
    Category > 1       6.984      1.085      6.437      0.000
 U25
    Category > 1      10.494      1.956      5.366      0.000

Latent Class Pattern 2 2 Compared to Latent Class Pattern 2 3

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       0.909      0.196      4.651      0.000
 U22
    Category > 1       1.160      0.257      4.505      0.000
 U23
    Category > 1       7.315      0.987      7.411      0.000
 U24
    Category > 1       8.163      1.147      7.120      0.000
 U25
    Category > 1       7.022      0.939      7.477      0.000

Latent Class Pattern 2 2 Compared to Latent Class Pattern 3 1

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       0.127      0.045      2.839      0.005
 U22
    Category > 1       0.093      0.051      1.823      0.068
 U23
    Category > 1       0.754      0.135      5.585      0.000
 U24
    Category > 1       1.169      0.191      6.124      0.000
 U25
    Category > 1       0.669      0.122      5.507      0.000

Latent Class Pattern 2 2 Compared to Latent Class Pattern 3 2

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 2 2 Compared to Latent Class Pattern 3 3

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       0.909      0.196      4.651      0.000
 U22
    Category > 1       1.160      0.257      4.505      0.000
 U23
    Category > 1       7.315      0.987      7.411      0.000
 U24
    Category > 1       8.163      1.147      7.120      0.000
 U25
    Category > 1       7.022      0.939      7.477      0.000

Latent Class Pattern 2 3 Compared to Latent Class Pattern 3 1

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       0.140      0.056      2.507      0.012
 U22
    Category > 1       0.080      0.048      1.663      0.096
 U23
    Category > 1       0.103      0.017      6.000      0.000
 U24
    Category > 1       0.143      0.022      6.437      0.000
 U25
    Category > 1       0.095      0.018      5.366      0.000

Latent Class Pattern 2 3 Compared to Latent Class Pattern 3 2

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       1.100      0.236      4.651      0.000
 U22
    Category > 1       0.862      0.191      4.505      0.000
 U23
    Category > 1       0.137      0.018      7.411      0.000
 U24
    Category > 1       0.123      0.017      7.120      0.000
 U25
    Category > 1       0.142      0.019      7.477      0.000

Latent Class Pattern 2 3 Compared to Latent Class Pattern 3 3

 U11
    Category > 1       0.909      0.196      4.651      0.000
 U12
    Category > 1       1.160      0.257      4.505      0.000
 U13
    Category > 1       7.315      0.987      7.411      0.000
 U14
    Category > 1       8.163      1.147      7.120      0.000
 U15
    Category > 1       7.022      0.939      7.477      0.000
 U21
    Category > 1       1.000      0.000    999.000    999.000
 U22
    Category > 1       1.000      0.000    999.000    999.000
 U23
    Category > 1       1.000      0.000    999.000    999.000
 U24
    Category > 1       1.000      0.000    999.000    999.000
 U25
    Category > 1       1.000      0.000    999.000    999.000

Latent Class Pattern 3 1 Compared to Latent Class Pattern 3 2

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       7.845      2.764      2.839      0.005
 U22
    Category > 1      10.756      5.902      1.823      0.068
 U23
    Category > 1       1.327      0.238      5.585      0.000
 U24
    Category > 1       0.855      0.140      6.124      0.000
 U25
    Category > 1       1.494      0.271      5.507      0.000

Latent Class Pattern 3 1 Compared to Latent Class Pattern 3 3

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       7.135      2.846      2.507      0.012
 U22
    Category > 1      12.473      7.499      1.663      0.096
 U23
    Category > 1       9.706      1.618      6.000      0.000
 U24
    Category > 1       6.984      1.085      6.437      0.000
 U25
    Category > 1      10.494      1.956      5.366      0.000

Latent Class Pattern 3 2 Compared to Latent Class Pattern 3 3

 U11
    Category > 1       1.000      0.000    999.000    999.000
 U12
    Category > 1       1.000      0.000    999.000    999.000
 U13
    Category > 1       1.000      0.000    999.000    999.000
 U14
    Category > 1       1.000      0.000    999.000    999.000
 U15
    Category > 1       1.000      0.000    999.000    999.000
 U21
    Category > 1       0.909      0.196      4.651      0.000
 U22
    Category > 1       1.160      0.257      4.505      0.000
 U23
    Category > 1       7.315      0.987      7.411      0.000
 U24
    Category > 1       8.163      1.147      7.120      0.000
 U25
    Category > 1       7.022      0.939      7.477      0.000


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C1#1     ON
    X                  0.212

 C1#2     ON
    X                  0.127

Latent Class Pattern 1 1

 C2#1     ON
    X                  0.502

 C2#2     ON
    X                  0.181

Latent Class Pattern 2 1

 C2#1     ON
    X                  0.190

 C2#2     ON
    X                  0.095

Latent Class Pattern 3 1

 C2#1     ON
    X                  1.685

 C2#2     ON
    X                  3.728


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.236E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 1


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 2


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 3


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 1


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 2


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 3


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 1


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 2


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 3


           NU
              X
              ________
 1                  0


           LAMBDA
              X
              ________
 X                  0


           THETA
              X
              ________
 X                  0


           ALPHA
              X
              ________
 1                  0


           BETA
              X
              ________
 X                  0


           PSI
              X
              ________
 X                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  1             2             3             4             5


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                  6             7             8             9            10


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C1#3          C2#1          C2#2
              ________      ________      ________      ________      ________
 1                 16            17             0            18            19


           ALPHA(C)
              C2#3
              ________
 1                  0


           GAMMA(C)
              X
              ________
 C1#1              20
 C1#2              21
 C1#3               0
 C2#1               0
 C2#2               0
 C2#3               0


           BETA(C)
              C1#1          C1#2          C1#3
              ________      ________      ________
 C2#1              22            24             0
 C2#2              23            25             0
 C2#3               0             0             0


           GAMMA(CC) FOR C1#1
              X
              ________
 C2#1              26
 C2#2              27
 C2#3               0


           GAMMA(CC) FOR C1#2
              X
              ________
 C2#1              28
 C2#2              29
 C2#3               0


           GAMMA(CC) FOR C1#3
              X
              ________
 C2#1              30
 C2#2              31
 C2#3               0


     STARTING VALUES FOR LATENT CLASS PATTERN 1 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS PATTERN 1 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS PATTERN 1 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS PATTERN 2 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS PATTERN 2 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS PATTERN 2 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS PATTERN 3 1


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS PATTERN 3 2


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS PATTERN 3 3


           NU
              X
              ________
 1              0.000


           LAMBDA
              X
              ________
 X              1.000


           THETA
              X
              ________
 X              0.000


           ALPHA
              X
              ________
 1              0.000


           BETA
              X
              ________
 X              0.000


           PSI
              X
              ________
 X              0.503


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -0.397        -0.404        -1.151        -1.226        -1.124


           TAU(U) FOR LATENT CLASS PATTERN 1 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -0.397        -0.404        -1.151        -1.226        -1.124


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -0.397        -0.404        -1.151        -1.226        -1.124


           TAU(U) FOR LATENT CLASS PATTERN 1 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              0.437         0.430        -0.318        -0.393        -0.291


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1             -0.397        -0.404        -1.151        -1.226        -1.124


           TAU(U) FOR LATENT CLASS PATTERN 1 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.270         1.263         0.515         0.441         0.542


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              0.437         0.430        -0.318        -0.393        -0.291


           TAU(U) FOR LATENT CLASS PATTERN 2 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -0.397        -0.404        -1.151        -1.226        -1.124


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              0.437         0.430        -0.318        -0.393        -0.291


           TAU(U) FOR LATENT CLASS PATTERN 2 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              0.437         0.430        -0.318        -0.393        -0.291


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              0.437         0.430        -0.318        -0.393        -0.291


           TAU(U) FOR LATENT CLASS PATTERN 2 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.270         1.263         0.515         0.441         0.542


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.270         1.263         0.515         0.441         0.542


           TAU(U) FOR LATENT CLASS PATTERN 3 1
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1             -0.397        -0.404        -1.151        -1.226        -1.124


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.270         1.263         0.515         0.441         0.542


           TAU(U) FOR LATENT CLASS PATTERN 3 2
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              0.437         0.430        -0.318        -0.393        -0.291


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U11$1         U12$1         U13$1         U14$1         U15$1
              ________      ________      ________      ________      ________
 1              1.270         1.263         0.515         0.441         0.542


           TAU(U) FOR LATENT CLASS PATTERN 3 3
              U21$1         U22$1         U23$1         U24$1         U25$1
              ________      ________      ________      ________      ________
 1              1.270         1.263         0.515         0.441         0.542


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C1#1          C1#2          C1#3          C2#1          C2#2
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA(C)
              C2#3
              ________
 1              0.000


           GAMMA(C)
              X
              ________
 C1#1           0.000
 C1#2           0.000
 C1#3           0.000
 C2#1           0.000
 C2#2           0.000
 C2#3           0.000


           BETA(C)
              C1#1          C1#2          C1#3
              ________      ________      ________
 C2#1           0.000         0.000         0.000
 C2#2           0.000         0.000         0.000
 C2#3           0.000         0.000         0.000


           GAMMA(CC) FOR C1#1
              X
              ________
 C2#1           0.000
 C2#2           0.000
 C2#3           0.000


           GAMMA(CC) FOR C1#2
              X
              ________
 C2#1           0.000
 C2#2           0.000
 C2#3           0.000


           GAMMA(CC) FOR C1#3
              X
              ________
 C2#1           0.000
 C2#2           0.000
 C2#3           0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13276945D+05    0.0000000    0.0000000    229.330   222.704    EM
                                                    212.098   221.334
                                                    217.525   205.740
                                                    232.844   233.463
                                                    224.962
     2 -0.13168692D+05  108.2523085    0.0081534    244.118   230.880    EM
                                                    205.862   209.693
                                                    204.301   183.066
                                                    240.976   248.895
                                                    232.209
     3 -0.13103668D+05   65.0239814    0.0049378    255.501   241.556    EM
                                                    199.793   201.641
                                                    197.604   165.568
                                                    242.461   262.921
                                                    232.956
     4 -0.13057468D+05   46.2002991    0.0035258    262.596   253.577    EM
                                                    194.876   196.272
                                                    195.511   151.473
                                                    239.784   276.672
                                                    229.240
     5 -0.13023659D+05   33.8092138    0.0025893    266.288   265.912    EM
                                                    191.824   192.589
                                                    196.422   139.649
                                                    234.049   290.170
                                                    223.097
     6 -0.12998093D+05   25.5661525    0.0019631    267.999   277.576    EM
                                                    190.739   189.775
                                                    199.060   129.368
                                                    226.263   303.153
                                                    216.067
     7 -0.12977173D+05   20.9197996    0.0016095    268.899   287.626    EM
                                                    191.186   187.471
                                                    202.608   120.335
                                                    217.509   315.248
                                                    209.118
     8 -0.12958900D+05   18.2727383    0.0014081    269.672   295.264    EM
                                                    192.494   185.730
                                                    206.646   112.569
                                                    208.813   326.003
                                                    202.808
     9 -0.12943065D+05   15.8346973    0.0012219    270.579   300.065    EM
                                                    194.036   184.758
                                                    210.931   106.202
                                                    200.988   334.992
                                                    197.448
    10 -0.12930315D+05   12.7504318    0.0009851    271.594   302.137    EM
                                                    195.409   184.666
                                                    215.236   101.289
                                                    194.501   341.995
                                                    193.173


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16176251D+05    0.0000000    0.0000000   1076.558     1.650    EM
                                                     25.674    34.930
                                                    494.507    39.267
                                                    148.484   101.795
                                                     77.136
     2 -0.13542083D+05 2634.1676892    0.1628417   1120.477     1.553    EM
                                                     29.654    43.954
                                                    437.602    41.913
                                                    113.280   141.200
                                                     70.368
     3 -0.13304338D+05  237.7448729    0.0175560   1112.992     1.274    EM
                                                     32.412    43.150
                                                    393.342    47.855
                                                     94.627   199.184
                                                     75.165
     4 -0.13178801D+05  125.5370778    0.0094358   1101.453     1.033    EM
                                                     40.500    40.024
                                                    347.913    55.275
                                                     83.411   253.618
                                                     76.772
     5 -0.13111142D+05   67.6589034    0.0051339   1087.428     0.892    EM
                                                     56.352    37.685
                                                    307.305    64.327
                                                     77.174   295.081
                                                     73.756
     6 -0.13070529D+05   40.6134738    0.0030976   1071.658     0.800    EM
                                                     76.655    36.183
                                                    276.122    72.418
                                                     74.560   322.444
                                                     69.161
     7 -0.13047618D+05   22.9109172    0.0017529   1057.529     0.735    EM
                                                     95.691    35.257
                                                    252.470    77.966
                                                     74.227   340.586
                                                     65.538
     8 -0.13035361D+05   12.2564991    0.0009394   1046.191     0.688    EM
                                                    111.216    34.673
                                                    233.378    81.164
                                                     75.153   353.863
                                                     63.675
     9 -0.13028272D+05    7.0893147    0.0005439   1037.068     0.653    EM
                                                    123.644    34.278
                                                    217.020    82.700
                                                     76.753   364.466
                                                     63.419
    10 -0.13023573D+05    4.6990050    0.0003607   1029.470     0.627    EM
                                                    133.861    33.990
                                                    202.504    83.149
                                                     78.689   373.318
                                                     64.391


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18987199D+05    0.0000000    0.0000000    798.089    16.876    EM
                                                    158.224    19.753
                                                    197.076   365.578
                                                    151.307   221.933
                                                     71.164
     2 -0.13549375D+05 5437.8238819    0.2863942    812.864    21.157    EM
                                                    170.730    24.696
                                                    229.170   341.101
                                                    140.647   185.073
                                                     74.563
     3 -0.13348079D+05  201.2958087    0.0148565    783.571    26.650    EM
                                                    183.735    28.944
                                                    257.450   343.819
                                                    131.384   168.474
                                                     75.974
     4 -0.13255133D+05   92.9459994    0.0069632    740.433    34.489    EM
                                                    200.307    33.429
                                                    277.470   356.009
                                                    119.789   160.539
                                                     77.533
     5 -0.13196100D+05   59.0328830    0.0044536    690.627    45.447    EM
                                                    220.117    38.891
                                                    288.717   370.981
                                                    108.120   156.279
                                                     80.821
     6 -0.13150703D+05   45.3969602    0.0034402    636.845    59.632    EM
                                                    241.946    45.585
                                                    292.684   385.871
                                                     98.149   153.033
                                                     86.255
     7 -0.13111673D+05   39.0300470    0.0029679    581.069    76.474    EM
                                                    263.962    53.808
                                                    291.678   398.789
                                                     90.763   149.591
                                                     93.866
     8 -0.13076991D+05   34.6819641    0.0026451    525.483    94.740    EM
                                                    284.242    63.871
                                                    287.854   408.340
                                                     86.078   145.848
                                                    103.544
     9 -0.13046371D+05   30.6200573    0.0023415    472.362   112.781    EM
                                                    301.387    75.968
                                                    282.808   413.588
                                                     83.720   142.287
                                                    115.098
    10 -0.13019771D+05   26.6005525    0.0020389    423.615   129.097    EM
                                                    314.880    89.982
                                                    277.536   414.132
                                                     83.064   139.479
                                                    128.214


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16624825D+05    0.0000000    0.0000000    649.334   161.285    EM
                                                     59.634   540.756
                                                    227.593     8.013
                                                    123.791   102.581
                                                    127.011
     2 -0.13580642D+05 3044.1825381    0.1831107    640.511   170.154    EM
                                                     60.639   535.043
                                                    226.245     7.742
                                                    123.321   106.913
                                                    129.432
     3 -0.13388954D+05  191.6882922    0.0141148    630.563   174.457    EM
                                                     59.237   527.617
                                                    244.500     7.545
                                                    115.039   111.392
                                                    129.650
     4 -0.13295531D+05   93.4232758    0.0069776    614.447   177.696    EM
                                                     57.166   513.478
                                                    272.741     7.393
                                                    108.818   119.682
                                                    128.579
     5 -0.13239247D+05   56.2841848    0.0042333    589.411   181.054    EM
                                                     55.230   496.566
                                                    304.221     7.343
                                                    105.727   133.793
                                                    126.655
     6 -0.13199119D+05   40.1272874    0.0030309    555.345   183.875    EM
                                                     53.463   482.141
                                                    334.840     7.475
                                                    104.229   154.435
                                                    124.197
     7 -0.13163876D+05   35.2432830    0.0026701    514.009   185.626    EM
                                                     51.758   472.615
                                                    363.294     7.866
                                                    102.476   180.473
                                                    121.883
     8 -0.13130882D+05   32.9938923    0.0025064    469.241   186.181    EM
                                                     50.043   467.968
                                                    389.673     8.599
                                                     99.367   208.872
                                                    120.056
     9 -0.13101561D+05   29.3208289    0.0022330    425.946   185.736    EM
                                                     48.302   467.022
                                                    414.303     9.793
                                                     94.847   235.796
                                                    118.255
    10 -0.13077534D+05   24.0273316    0.0018339    387.871   184.634    EM
                                                     46.587   468.242
                                                    437.318    11.587
                                                     89.510   258.301
                                                    115.952


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.16503803D+05    0.0000000    0.0000000    723.783    57.508    EM
                                                     53.154   622.326
                                                     56.633    32.483
                                                    102.949   152.543
                                                    198.622
     2 -0.13395415D+05 3108.3889415    0.1883438    703.047    61.895    EM
                                                     59.454   586.111
                                                     59.473    37.143
                                                    122.488   153.214
                                                    217.175
     3 -0.13200568D+05  194.8460342    0.0145457    673.896    58.139    EM
                                                     58.227   572.986
                                                     60.449    41.881
                                                    141.014   156.434
                                                    236.974
     4 -0.13097252D+05  103.3165145    0.0078267    654.721    55.576    EM
                                                     54.007   563.755
                                                     64.122    45.558
                                                    152.955   159.771
                                                    249.535
     5 -0.13034336D+05   62.9160661    0.0048038    645.442    55.388    EM
                                                     49.749   551.660
                                                     71.205    47.901
                                                    160.299   164.477
                                                    253.881
     6 -0.12997402D+05   36.9336210    0.0028336    642.139    56.080    EM
                                                     46.621   538.546
                                                     80.257    49.306
                                                    164.920   169.196
                                                    252.935
     7 -0.12976090D+05   21.3125698    0.0016398    641.303    56.808    EM
                                                     44.652   526.778
                                                     89.749    50.334
                                                    168.190   172.568
                                                    249.618
     8 -0.12963115D+05   12.9747912    0.0009999    640.905    57.423    EM
                                                     43.513   517.089
                                                     98.844    51.379
                                                    170.720   174.618
                                                    245.509
     9 -0.12954399D+05    8.7162299    0.0006724    640.073    58.067    EM
                                                     42.913   509.194
                                                    107.265    52.628
                                                    172.782   175.829
                                                    241.248
    10 -0.12948014D+05    6.3847337    0.0004929    638.577    58.903    EM
                                                     42.664   502.605
                                                    114.978    54.139
                                                    174.531   176.558
                                                    237.044


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.18067122D+05    0.0000000    0.0000000    196.176    47.716    EM
                                                     78.799   105.083
                                                     63.438   594.258
                                                    517.613   279.383
                                                    117.535
     2 -0.13701241D+05 4365.8811492    0.2416479    231.656    63.006    EM
                                                     92.637    93.861
                                                     65.146   478.644
                                                    513.211   322.977
                                                    138.863
     3 -0.13542571D+05  158.6692626    0.0115806    260.097    75.553    EM
                                                     98.295    85.863
                                                     66.378   409.125
                                                    509.867   345.271
                                                    149.551
     4 -0.13468544D+05   74.0270772    0.0054662    295.752    87.588    EM
                                                    101.466    78.066
                                                     66.828   359.463
                                                    503.851   349.373
                                                    157.612
     5 -0.13406908D+05   61.6358571    0.0045763    342.805    99.153    EM
                                                    101.862    70.061
                                                     66.884   318.211
                                                    489.270   344.456
                                                    167.297
     6 -0.13344016D+05   62.8924306    0.0046910    399.976   109.110    EM
                                                     99.417    62.432
                                                     66.206   282.792
                                                    464.485   334.813
                                                    180.771
     7 -0.13280049D+05   63.9670546    0.0047937    461.338   116.550    EM
                                                     95.455    56.167
                                                     64.135   253.034
                                                    431.955   322.916
                                                    198.450
     8 -0.13220539D+05   59.5098951    0.0044812    519.532   121.565    EM
                                                     92.537    51.840
                                                     60.372   228.947
                                                    397.617   309.658
                                                    217.933
     9 -0.13170086D+05   50.4530655    0.0038163    568.856   125.116    EM
                                                     93.710    49.317
                                                     55.403   209.889
                                                    367.767   295.467
                                                    234.476
    10 -0.13128506D+05   41.5803407    0.0031572    606.144   128.460    EM
                                                    101.944    48.222
                                                     50.049   194.501
                                                    345.549   281.284
                                                    243.847


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21335217D+05    0.0000000    0.0000000    179.894   177.431    EM
                                                    210.001   157.891
                                                      0.084   312.100
                                                    279.430    61.384
                                                    621.784
     2 -0.13723275D+05 7611.9426431    0.3567783    189.686   197.827    EM
                                                    221.267   134.981
                                                      0.085   311.594
                                                    257.152    66.167
                                                    621.240
     3 -0.13510958D+05  212.3166923    0.0154713    195.575   204.188    EM
                                                    226.757   126.173
                                                      0.087   316.062
                                                    242.632    65.927
                                                    622.598
     4 -0.13418714D+05   92.2439692    0.0068273    195.263   205.357    EM
                                                    227.925   125.283
                                                      0.099   323.307
                                                    231.310    67.006
                                                    624.450
     5 -0.13355685D+05   63.0287853    0.0046971    191.352   206.084    EM
                                                    226.113   129.270
                                                      0.123   326.710
                                                    223.123    71.541
                                                    625.684
     6 -0.13309752D+05   45.9336622    0.0034393    186.034   207.433    EM
                                                    222.789   136.079
                                                      0.166   323.464
                                                    218.700    79.244
                                                    626.091
     7 -0.13273993D+05   35.7585333    0.0026866    180.723   209.032    EM
                                                    219.380   144.114
                                                      0.235   313.898
                                                    218.594    88.577
                                                    625.447
     8 -0.13243038D+05   30.9547148    0.0023320    175.946   210.638    EM
                                                    216.946   152.141
                                                      0.341   299.949
                                                    222.862    97.870
                                                    623.306
     9 -0.13214257D+05   28.7810883    0.0021733    171.756   212.578    EM
                                                    216.090   159.374
                                                      0.507   283.645
                                                    230.954   106.003
                                                    619.095
    10 -0.13186655D+05   27.6028568    0.0020889    168.126   215.601    EM
                                                    217.007   165.471
                                                      0.772   266.355
                                                    241.783   112.545
                                                    612.340


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21834788D+05    0.0000000    0.0000000    177.320   148.563    EM
                                                    146.441     1.783
                                                    224.883    80.491
                                                    153.123   381.203
                                                    686.193
     2 -0.13862524D+05 7972.2642570    0.3651175    127.706   167.082    EM
                                                    120.789     2.374
                                                    197.541   109.276
                                                    191.603   360.381
                                                    723.248
     3 -0.13558348D+05  304.1757388    0.0219423    104.460   211.092    EM
                                                    100.023     2.827
                                                    177.624   127.594
                                                    214.116   345.712
                                                    716.552
     4 -0.13429524D+05  128.8242400    0.0095015     99.290   250.927    EM
                                                     90.687     3.084
                                                    163.522   132.972
                                                    231.102   333.831
                                                    694.585
     5 -0.13334191D+05   95.3326351    0.0070987    103.243   286.407    EM
                                                     88.133     3.236
                                                    152.680   129.460
                                                    245.281   325.729
                                                    665.830
     6 -0.13268644D+05   65.5472704    0.0049157    110.851   312.815    EM
                                                     90.376     3.308
                                                    146.520   119.443
                                                    256.091   323.266
                                                    637.330
     7 -0.13218620D+05   50.0232620    0.0037700    119.105   333.882    EM
                                                     96.052     3.362
                                                    145.761   106.063
                                                    262.284   325.802
                                                    607.689
     8 -0.13168522D+05   50.0985098    0.0037900    127.265   351.323    EM
                                                    104.734     3.494
                                                    151.366    93.179
                                                    262.994   331.222
                                                    574.423
     9 -0.13116815D+05   51.7067729    0.0039265    135.505   362.932    EM
                                                    116.345     3.798
                                                    164.172    83.830
                                                    258.410   337.347
                                                    537.661
    10 -0.13069735D+05   47.0799556    0.0035893    144.260   366.093    EM
                                                    130.370     4.336
                                                    183.571    78.718
                                                    250.186   342.932
                                                    499.534


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.21874094D+05    0.0000000    0.0000000     48.523   559.977    EM
                                                    511.958   244.420
                                                    207.426    99.175
                                                     35.122   198.106
                                                     95.293
     2 -0.13468223D+05 8405.8709785    0.3842843     55.745   562.168    EM
                                                    427.461   246.842
                                                    226.218    88.198
                                                     49.472   216.288
                                                    127.609
     3 -0.13232715D+05  235.5073636    0.0174861     58.560   529.874    EM
                                                    374.022   244.290
                                                    251.464    78.381
                                                     64.493   245.422
                                                    153.494
     4 -0.13152470D+05   80.2458749    0.0060642     59.363   499.078    EM
                                                    349.257   241.114
                                                    274.880    69.725
                                                     73.189   271.183
                                                    162.212
     5 -0.13099228D+05   53.2413343    0.0040480     60.186   471.418    EM
                                                    331.934   237.604
                                                    294.576    61.673
                                                     79.528   296.778
                                                    166.303
     6 -0.13060193D+05   39.0347979    0.0029799     61.372   449.797    EM
                                                    318.566   233.932
                                                    309.704    54.566
                                                     84.036   319.838
                                                    168.189
     7 -0.13033320D+05   26.8734543    0.0020577     62.950   434.714    EM
                                                    307.803   230.122
                                                    320.626    48.544
                                                     87.044   339.089
                                                    169.108
     8 -0.13016168D+05   17.1524357    0.0013160     64.855   424.985    EM
                                                    298.901   226.082
                                                    328.344    43.565
                                                     88.896   354.613
                                                    169.760
     9 -0.13005413D+05   10.7546027    0.0008262     67.024   418.951    EM
                                                    291.388   221.686
                                                    333.913    39.495
                                                     89.919   367.124
                                                    170.500
    10 -0.12998296D+05    7.1165635    0.0005472     69.437   415.191    EM
                                                    284.938   216.840
                                                    338.180    36.176
                                                     90.396   377.379
                                                    171.462


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19851709D+05    0.0000000    0.0000000    213.417     4.377    EM
                                                    572.411    17.523
                                                      0.359   225.422
                                                    289.052    63.444
                                                    613.996
     2 -0.13489759D+05 6361.9504170    0.3204737    205.827     5.923    EM
                                                    511.735    15.942
                                                      0.523   274.803
                                                    321.717    78.646
                                                    584.884
     3 -0.13189941D+05  299.8178090    0.0222256    205.194     7.960    EM
                                                    481.723    18.333
                                                      0.780   348.510
                                                    310.754    85.119
                                                    541.628
     4 -0.13080223D+05  109.7178600    0.0083183    199.994    12.040    EM
                                                    462.755    22.134
                                                      1.122   392.091
                                                    293.776    99.949
                                                    516.140
     5 -0.13029839D+05   50.3840138    0.0038519    193.166    19.955    EM
                                                    446.057    26.784
                                                      1.692   417.248
                                                    278.610   118.727
                                                    497.760
     6 -0.13002456D+05   27.3837723    0.0021016    186.012    31.323    EM
                                                    429.604    32.010
                                                      2.719   432.954
                                                    266.202   134.881
                                                    484.294
     7 -0.12984986D+05   17.4691826    0.0013435    179.274    43.306    EM
                                                    414.244    37.550
                                                      4.570   444.066
                                                    256.047   146.643
                                                    474.301
     8 -0.12972607D+05   12.3790386    0.0009533    173.279    54.210    EM
                                                    400.489    43.118
                                                      7.680   452.434
                                                    247.506   154.622
                                                    466.663
     9 -0.12962823D+05    9.7846072    0.0007543    168.048    63.845    EM
                                                    388.127    48.476
                                                     12.338   458.661
                                                    240.150   159.688
                                                    460.666
    10 -0.12954465D+05    8.3580823    0.0006448    163.508    72.340    EM
                                                    376.915    53.474
                                                     18.596   462.992
                                                    233.714   162.553
                                                    455.909


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22783938D+05    0.0000000    0.0000000    707.203   238.679    EM
                                                    208.044     6.281
                                                     51.194    61.788
                                                    511.549   153.295
                                                     61.966
     2 -0.13459003D+05 9324.9348370    0.4092767    733.519   197.334    EM
                                                    217.156     4.899
                                                     49.605    32.902
                                                    514.528   171.967
                                                     78.090
     3 -0.13222167D+05  236.8359760    0.0175968    749.539   184.411    EM
                                                    213.878     5.407
                                                     50.615    24.568
                                                    513.248   174.717
                                                     83.618
     4 -0.13146963D+05   75.2048498    0.0056878    769.276   181.826    EM
                                                    208.987     5.300
                                                     50.171    21.217
                                                    505.201   173.400
                                                     84.621
     5 -0.13098632D+05   48.3306161    0.0036762    790.359   180.358    EM
                                                    203.450     5.228
                                                     49.360    18.873
                                                    496.241   172.441
                                                     83.691
     6 -0.13062630D+05   36.0017971    0.0027485    810.706   178.807    EM
                                                    198.410     5.200
                                                     48.243    17.156
                                                    487.625   171.763
                                                     82.090
     7 -0.13036822D+05   25.8080430    0.0019757    829.030   177.069    EM
                                                    194.591     5.217
                                                     47.036    15.919
                                                    479.396   171.263
                                                     80.479
     8 -0.13020138D+05   16.6840985    0.0012798    844.833   175.241    EM
                                                    192.128     5.284
                                                     45.920    15.053
                                                    471.575   170.874
                                                     79.093
     9 -0.13010243D+05    9.8954561    0.0007600    858.130   173.383    EM
                                                    190.804     5.403
                                                     44.976    14.458
                                                    464.305   170.569
                                                     77.972
    10 -0.13004521D+05    5.7220252    0.0004398    869.157   171.507    EM
                                                    190.330     5.574
                                                     44.215    14.053
                                                    457.707   170.341
                                                     77.114


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


    10 -0.12930315D+05   12.7504318    0.0009851    271.594   302.137    EM
                                                    195.409   184.666
                                                    215.236   101.289
                                                    194.501   341.995
                                                    193.173
    11 -0.12921047D+05    9.2674934    0.0007167    272.546   302.055    EM
                                                    196.454   185.364
                                                    219.338    97.736
                                                    189.450   347.094
                                                    189.964
    12 -0.12914946D+05    6.1014469    0.0004722    273.255   300.585    EM
                                                    197.181   186.609
                                                    223.086    95.323
                                                    185.657   350.618
                                                    187.685
    13 -0.12911213D+05    3.7327234    0.0002890    273.610   298.417    EM
                                                    197.667   188.120
                                                    226.439    93.784
                                                    182.832   352.990
                                                    186.141
    14 -0.12909010D+05    2.2030041    0.0001706    273.585   296.039    EM
                                                    197.989   189.662
                                                    229.434    92.864
                                                    180.685   354.607
                                                    185.136
    15 -0.12907705D+05    1.3054531    0.0001011    273.214   293.734    EM
                                                    198.203   191.079
                                                    232.143    92.355
                                                    178.988   355.779
                                                    184.505
    16 -0.12906901D+05    0.8035331    0.0000623    272.558   291.637    EM
                                                    198.342   192.294
                                                    234.644    92.106
                                                    177.580   356.717
                                                    184.122
    17 -0.12906376D+05    0.5249472    0.0000407    271.683   289.790    EM
                                                    198.426   193.279
                                                    237.000    92.013
                                                    176.356   357.553
                                                    183.900
    18 -0.12906010D+05    0.3666732    0.0000284    270.645   288.189    EM
                                                    198.466   194.041
                                                    239.258    92.010
                                                    175.250   358.363
                                                    183.780
    19 -0.12905737D+05    0.2727884    0.0000211    269.492   286.806    EM
                                                    198.469   194.602
                                                    241.449    92.055
                                                    174.222   359.182
                                                    183.724
    20 -0.12905523D+05    0.2140893    0.0000166    268.259   285.609    EM
                                                    198.440   194.990
                                                    243.594    92.125
                                                    173.249   360.027
                                                    183.706
    21 -0.12905347D+05    0.1753459    0.0000136    266.973   284.566    EM
                                                    198.385   195.235
                                                    245.706    92.207
                                                    172.315   360.900
                                                    183.713
    22 -0.12905199D+05    0.1484350    0.0000115    265.654   283.647    EM
                                                    198.306   195.361
                                                    247.793    92.295
                                                    171.411   361.798
                                                    183.735
    23 -0.12905070D+05    0.1288674    0.0000100    264.315   282.828    EM
                                                    198.206   195.393
                                                    249.859    92.386
                                                    170.532   362.715
                                                    183.766
    24 -0.12904956D+05    0.1140587    0.0000088    262.966   282.090    EM
                                                    198.089   195.350
                                                    251.906    92.479
                                                    169.675   363.643
                                                    183.803
    25 -0.12904854D+05    0.1024604    0.0000079    261.615   281.417    EM
                                                    197.957   195.247
                                                    253.934    92.574
                                                    168.836   364.578
                                                    183.843
    26 -0.12904760D+05    0.0931087    0.0000072    260.266   280.796    EM
                                                    197.812   195.097
                                                    255.945    92.670
                                                    168.015   365.513
                                                    183.887
    27 -0.12904675D+05    0.0853834    0.0000066    258.924   280.219    EM
                                                    197.655   194.911
                                                    257.936    92.770
                                                    167.209   366.444
                                                    183.932
    28 -0.12904596D+05    0.0788723    0.0000061    257.591   279.677    EM
                                                    197.489   194.697
                                                    259.909    92.873
                                                    166.419   367.366
                                                    183.978
    29 -0.12904523D+05    0.0732934    0.0000057    256.269   279.165    EM
                                                    197.315   194.462
                                                    261.862    92.979
                                                    165.642   368.279
                                                    184.027
    30 -0.12904454D+05    0.0684484    0.0000053    254.959   278.678    EM
                                                    197.134   194.212
                                                    263.794    93.089
                                                    164.879   369.178
                                                    184.076
    31 -0.12904390D+05    0.0641942    0.0000050    253.662   278.212    EM
                                                    196.947   193.951
                                                    265.706    93.204
                                                    164.129   370.064
                                                    184.127
    32 -0.12904330D+05    0.0604247    0.0000047    252.379   277.764    EM
                                                    196.754   193.681
                                                    267.596    93.322
                                                    163.392   370.934
                                                    184.179
    33 -0.12904273D+05    0.0570593    0.0000044    251.109   277.332    EM
                                                    196.557   193.407
                                                    269.464    93.444
                                                    162.666   371.789
                                                    184.232
    34 -0.12903647D+05    0.6259778    0.0000485    149.267   251.506    FS
                                                    159.092   174.731
                                                    422.638   127.261
                                                    105.746   428.954
                                                    180.805
    35 -0.12902392D+05    1.2548271    0.0000972    163.003   249.486    FS
                                                    171.399   173.206
                                                    403.237   115.992
                                                    114.028   422.041
                                                    187.610
    36 -0.12902260D+05    0.1316621    0.0000102    130.909   238.308    FS
                                                    157.019   165.841
                                                    454.020   130.567
                                                     95.923   440.516
                                                    186.898
    37 -0.12902207D+05    0.0529323    0.0000041    142.468   241.395    FS
                                                    164.337   169.076
                                                    435.290   123.257
                                                    102.571   433.698
                                                    187.907
    38 -0.12902183D+05    0.0239102    0.0000019    127.187   235.833    FS
                                                    156.474   164.055
                                                    460.801   131.075
                                                     94.236   442.383
                                                    187.955
    39 -0.12902177D+05    0.0068138    0.0000005    136.536   239.162    FS
                                                    161.725   167.664
                                                    444.707   125.789
                                                     99.213   437.123
                                                    188.081
    40 -0.12902168D+05    0.0086957    0.0000007    126.777   235.411    FS
                                                    156.679   163.844
                                                    461.586   130.855
                                                     94.125   442.496
                                                    188.228
    41 -0.12902166D+05    0.0022912    0.0000002    134.468   238.423    FS
                                                    160.704   167.103
                                                    448.032   126.762
                                                     98.023   438.358
                                                    188.128
    42 -0.12902161D+05    0.0049098    0.0000004    127.096   235.466    FS
                                                    156.991   163.963
                                                    461.024   130.544
                                                     94.323   442.284
                                                    188.308
    43 -0.12902159D+05    0.0015015    0.0000001    133.554   238.100    FS
                                                    160.229   166.812
                                                    449.529   127.219
                                                     97.500   438.912
                                                    188.145
    44 -0.12902156D+05    0.0033207    0.0000003    127.515   235.614    FS
                                                    157.258   164.136
                                                    460.275   130.278
                                                     94.541   442.054
                                                    188.330
    45 -0.12902155D+05    0.0012085    0.0000001    133.029   237.907    FS
                                                    159.956   166.618
                                                    450.412   127.489
                                                     97.207   439.225
                                                    188.157
    46 -0.12902152D+05    0.0023916    0.0000002    127.895   235.763    FS
                                                    157.469   164.299
                                                    459.590   130.065
                                                     94.727   441.859
                                                    188.333
    47 -0.12902151D+05    0.0009989    0.0000001    132.658   237.763    FS
                                                    159.768   166.465
                                                    451.051   127.679
                                                     97.007   439.440
                                                    188.168
    48 -0.12902150D+05    0.0017620    0.0000001    128.221   235.896    FS
                                                    157.637   164.443
                                                    459.002   129.894
                                                     94.879   441.698
                                                    188.329
    49 -0.12902149D+05    0.0008190    0.0000001    132.363   237.644    FS
                                                    159.623   166.337
                                                    451.567   127.828
                                                     96.853   439.606
                                                    188.179
    50 -0.12902147D+05    0.0013107    0.0000001    128.499   236.012    FS
                                                    157.775   164.568
                                                    458.500   129.752
                                                     95.008   441.564
                                                    188.324
    51 -0.12902147D+05    0.0006640    0.0000001    132.115   237.542    FS
                                                    159.503   166.226
                                                    452.005   127.952
                                                     96.726   439.742
                                                    188.189
    52 -0.12902146D+05    0.0009800    0.0000001    128.737   236.112    FS
                                                    157.892   164.677
                                                    458.068   129.631
                                                     95.117   441.449
                                                    188.318
    53 -0.12902145D+05    0.0005333    0.0000000    131.901   237.452    FS
                                                    159.400   166.130
                                                    452.383   128.059
                                                     96.618   439.857
                                                    188.199
    54 -0.12902145D+05    0.0007354    0.0000001    128.944   236.199    FS
                                                    157.992   164.771
                                                    457.694   129.528
                                                     95.211   441.350
                                                    188.312
    55 -0.12902144D+05    0.0004253    0.0000000    131.715   237.374    FS
                                                    159.312   166.045
                                                    452.714   128.152
                                                     96.525   439.956
                                                    188.207
    56 -0.12902144D+05    0.0005534    0.0000000    129.123   236.275    FS
                                                    158.078   164.854
                                                    457.369   129.438
                                                     95.293   441.263
                                                    188.306
    57 -0.12902143D+05    0.0003372    0.0000000    131.552   237.305    FS
                                                    159.234   165.971
                                                    453.005   128.232
                                                     96.445   440.042
                                                    188.214
    58 -0.12902143D+05    0.0004174    0.0000000    129.280   236.342    FS
                                                    158.153   164.926
                                                    457.086   129.360
                                                     95.365   441.187
                                                    188.301
    59 -0.12902143D+05    0.0002662    0.0000000    131.409   237.245    FS
                                                    159.167   165.905
                                                    453.259   128.303
                                                     96.374   440.117
                                                    188.220
    60 -0.12902142D+05    0.0003155    0.0000000    129.417   236.400    FS
                                                    158.219   164.989
                                                    456.838   129.292
                                                     95.428   441.121
                                                    188.296
    61 -0.12902142D+05    0.0002093    0.0000000    131.284   237.192    FS
                                                    159.107   165.848
                                                    453.483   128.365
                                                     96.313   440.183
                                                    188.225
    62 -0.12902142D+05    0.0002389    0.0000000    129.537   236.451    FS
                                                    158.276   165.044
                                                    456.622   129.232
                                                     95.483   441.063
                                                    188.292
    63 -0.12902142D+05    0.0001641    0.0000000    131.174   237.145    FS
                                                    159.055   165.797
                                                    453.680   128.420
                                                     96.259   440.240
                                                    188.230
    64 -0.12902141D+05    0.0001812    0.0000000    129.642   236.495    FS
                                                    158.326   165.092
                                                    456.433   129.180
                                                     95.532   441.011
                                                    188.289
    65 -0.12902141D+05    0.0001283    0.0000000    131.078   237.104    FS
                                                    159.009   165.753
                                                    453.852   128.468
                                                     96.213   440.290
                                                    188.234
    66 -0.12902141D+05    0.0001377    0.0000000    129.734   236.534    FS
                                                    158.370   165.135
                                                    456.267   129.135
                                                     95.574   440.966
                                                    188.285
    67 -0.12902141D+05    0.0001001    0.0000000    130.993   237.069    FS
                                                    158.969   165.714
                                                    454.004   128.510
                                                     96.171   440.333
                                                    188.237
    68 -0.12902141D+05    0.0001048    0.0000000    129.814   236.568    FS
                                                    158.408   165.172
                                                    456.122   129.094
                                                     95.612   440.927
                                                    188.283
    69 -0.12902141D+05    0.0000779    0.0000000    130.918   237.037    FS
                                                    158.934   165.680
                                                    454.137   128.546
                                                     96.136   440.371
                                                    188.240
    70 -0.12902141D+05    0.0000798    0.0000000    129.885   236.598    FS
                                                    158.442   165.204
                                                    455.994   129.059
                                                     95.645   440.892
                                                    188.280
    71 -0.12902141D+05    0.0000606    0.0000000    130.853   237.009    FS
                                                    158.903   165.650
                                                    454.254   128.579
                                                     96.104   440.405
                                                    188.243
    72 -0.12902141D+05    0.0000609    0.0000000    129.947   236.625    FS
                                                    158.471   165.233
                                                    455.883   129.029
                                                     95.674   440.861
                                                    188.278
    73 -0.12902141D+05    0.0000470    0.0000000    130.796   236.985    FS
                                                    158.876   165.624
                                                    454.357   128.607
                                                     96.077   440.434
                                                    188.245
    74 -0.12902141D+05    0.0000465    0.0000000    130.001   236.648    FS
                                                    158.497   165.258
                                                    455.785   129.002
                                                     95.699   440.834
                                                    188.276
    75 -0.12902141D+05    0.0000365    0.0000000    130.746   236.964    FS
                                                    158.852   165.601
                                                    454.447   128.632
                                                     96.052   440.460
                                                    188.247
    76 -0.12902141D+05    0.0000355    0.0000000    130.048   236.668    FS
                                                    158.520   165.280
                                                    455.700   128.978
                                                     95.721   440.811
                                                    188.274
    77 -0.12902140D+05    0.0000282    0.0000000    130.701   236.945    FS
                                                    158.831   165.580
                                                    454.526   128.654
                                                     96.031   440.482
                                                    188.249
    78 -0.12902140D+05    0.0000271    0.0000000    130.090   236.686    FS
                                                    158.540   165.299
                                                    455.625   128.958
                                                     95.741   440.790
                                                    188.273
    79 -0.12902140D+05    0.0000218    0.0000000    130.663   236.929    FS
                                                    158.812   165.562
                                                    454.595   128.673
                                                     96.013   440.502
                                                    188.251
    80 -0.12902140D+05    0.0000208    0.0000000    130.126   236.701    FS
                                                    158.557   165.316
                                                    455.559   128.939
                                                     95.758   440.772
                                                    188.271
    81 -0.12902140D+05    0.0000169    0.0000000    130.629   236.914    FS
                                                    158.796   165.547
                                                    454.656   128.690
                                                     95.996   440.519
                                                    188.252
    82 -0.12902140D+05    0.0000159    0.0000000    130.158   236.715    FS
                                                    158.572   165.330
                                                    455.502   128.924
                                                     95.773   440.756
                                                    188.270
    83 -0.12902140D+05    0.0000131    0.0000000    130.599   236.902    FS
                                                    158.782   165.533
                                                    454.710   128.705
                                                     95.982   440.534
                                                    188.253
    84 -0.12902140D+05    0.0000122    0.0000000    130.186   236.726    FS
                                                    158.586   165.343
                                                    455.451   128.910
                                                     95.786   440.742
                                                    188.269
    85 -0.12902140D+05    0.0000303    0.0000000    130.188   236.721    EM
                                                    158.590   165.344
                                                    455.456   128.907
                                                     95.789   440.737
                                                    188.269
    86 -0.12902140D+05    0.0000174    0.0000000    130.190   236.717    EM
                                                    158.593   165.346
                                                    455.457   128.903
                                                     95.790   440.734
                                                    188.269
    87 -0.12902140D+05    0.0000105    0.0000000    130.193   236.715    EM
                                                    158.595   165.348
                                                    455.457   128.900
                                                     95.790   440.733
                                                    188.269
    88 -0.12902140D+05    0.0000065    0.0000000    130.196   236.713    EM
                                                    158.596   165.350
                                                    455.455   128.897
                                                     95.791   440.732
                                                    188.270
    89 -0.12902140D+05    0.0000042    0.0000000    130.199   236.711    EM
                                                    158.598   165.352
                                                    455.453   128.895
                                                     95.790   440.732
                                                    188.269
    90 -0.12902140D+05    0.0000027    0.0000000    130.202   236.711    EM
                                                    158.599   165.354
                                                    455.450   128.893
                                                     95.790   440.732
                                                    188.269
    91 -0.12902140D+05    0.0000018    0.0000000    130.205   236.711    EM
                                                    158.600   165.357
                                                    455.447   128.891
                                                     95.790   440.732
                                                    188.269
    92 -0.12902140D+05    0.0000013    0.0000000    130.207   236.711    EM
                                                    158.601   165.359
                                                    455.443   128.889
                                                     95.789   440.732
                                                    188.269
    93 -0.12902140D+05    0.0000009    0.0000000    130.209   236.711    EM
                                                    158.602   165.361
                                                    455.439   128.887
                                                     95.789   440.731
                                                    188.269
    94 -0.12902140D+05    0.0000007    0.0000000    130.212   236.712    EM
                                                    158.603   165.363
                                                    455.435   128.886
                                                     95.789   440.731
                                                    188.269
    95 -0.12902140D+05    0.0000005    0.0000000    130.214   236.712    EM
                                                    158.604   165.364
                                                    455.432   128.885
                                                     95.789   440.731
                                                    188.268
    96 -0.12902140D+05    0.0000004    0.0000000    130.216   236.713    EM
                                                    158.605   165.366
                                                    455.428   128.884
                                                     95.789   440.731
                                                    188.268
    97 -0.12902140D+05    0.0000003    0.0000000    130.217   236.714    EM
                                                    158.606   165.368
                                                    455.424   128.883
                                                     95.789   440.731
                                                    188.268
    98 -0.12902140D+05    0.0000003    0.0000000    130.219   236.716    EM
                                                    158.607   165.369
                                                    455.420   128.882
                                                     95.789   440.731
                                                    188.268
    99 -0.12902140D+05    0.0000002    0.0000000    130.221   236.717    EM
                                                    158.607   165.370
                                                    455.416   128.881
                                                     95.789   440.730
                                                    188.267
   100 -0.12902140D+05    0.0000002    0.0000000    130.222   236.718    EM
                                                    158.608   165.372
                                                    455.412   128.881
                                                     95.790   440.730
                                                    188.267
   101 -0.12902140D+05    0.0000002    0.0000000    130.224   236.719    EM
                                                    158.609   165.373
                                                    455.409   128.880
                                                     95.790   440.730
                                                    188.267
   102 -0.12902140D+05    0.0000002    0.0000000    130.225   236.720    EM
                                                    158.609   165.374
                                                    455.405   128.879
                                                     95.790   440.729
                                                    188.267
   103 -0.12902140D+05    0.0000001    0.0000000    130.227   236.722    EM
                                                    158.610   165.375
                                                    455.402   128.879
                                                     95.791   440.729
                                                    188.267
   104 -0.12902140D+05    0.0000001    0.0000000    130.228   236.723    EM
                                                    158.610   165.376
                                                    455.398   128.878
                                                     95.791   440.728
                                                    188.266
   105 -0.12902140D+05    0.0000001    0.0000000    130.230   236.724    EM
                                                    158.611   165.377
                                                    455.395   128.878
                                                     95.792   440.728
                                                    188.266
   106 -0.12902140D+05    0.0000001    0.0000000    130.231   236.725    EM
                                                    158.612   165.378
                                                    455.391   128.877
                                                     95.792   440.727
                                                    188.266
   107 -0.12902140D+05    0.0000001    0.0000000    130.232   236.726    EM
                                                    158.612   165.379
                                                    455.388   128.877
                                                     95.793   440.727
                                                    188.266
   108 -0.12902140D+05    0.0000001    0.0000000    130.234   236.728    EM
                                                    158.613   165.380
                                                    455.385   128.876
                                                     95.794   440.726
                                                    188.266
   109 -0.12902140D+05    0.0000001    0.0000000    130.235   236.729    EM
                                                    158.613   165.380
                                                    455.382   128.876
                                                     95.794   440.726
                                                    188.266
   110 -0.12902140D+05    0.0000001    0.0000000    130.236   236.730    EM
                                                    158.614   165.381
                                                    455.378   128.875
                                                     95.795   440.725
                                                    188.266
   111 -0.12902140D+05    0.0000001    0.0000000    130.237   236.731    EM
                                                    158.614   165.382
                                                    455.375   128.875
                                                     95.795   440.725
                                                    188.265
   112 -0.12902140D+05    0.0000001    0.0000000    130.239   236.732    EM
                                                    158.615   165.383
                                                    455.372   128.874
                                                     95.796   440.724
                                                    188.265
   113 -0.12902140D+05    0.0000001    0.0000000    130.240   236.733    EM
                                                    158.615   165.383
                                                    455.370   128.874
                                                     95.797   440.723
                                                    188.265
   114 -0.12902140D+05    0.0000001    0.0000000    130.241   236.734    EM
                                                    158.616   165.384
                                                    455.367   128.873
                                                     95.797   440.723
                                                    188.265
   115 -0.12902140D+05    0.0000001    0.0000000    130.242   236.735    EM
                                                    158.616   165.385
                                                    455.364   128.873
                                                     95.798   440.722
                                                    188.265
   116 -0.12902140D+05    0.0000001    0.0000000    130.243   236.736    EM
                                                    158.617   165.385
                                                    455.361   128.872
                                                     95.799   440.721
                                                    188.265
   117 -0.12902140D+05    0.0000001    0.0000000    130.245   236.737    EM
                                                    158.617   165.386
                                                    455.358   128.872
                                                     95.800   440.721
                                                    188.265
   118 -0.12902140D+05    0.0000001    0.0000000    130.246   236.738    EM
                                                    158.618   165.386
                                                    455.356   128.871
                                                     95.800   440.720
                                                    188.265
   119 -0.12902140D+05    0.0000001    0.0000000    130.247   236.739    EM
                                                    158.618   165.387
                                                    455.353   128.871
                                                     95.801   440.720
                                                    188.265
   120 -0.12902140D+05    0.0000001    0.0000000    130.248   236.740    EM
                                                    158.619   165.387
                                                    455.350   128.871
                                                     95.802   440.719
                                                    188.265
   121 -0.12902140D+05    0.0000001    0.0000000    130.249   236.741    EM
                                                    158.619   165.388
                                                    455.348   128.870
                                                     95.802   440.718
                                                    188.265
   122 -0.12902140D+05    0.0000001    0.0000000    130.250   236.742    EM
                                                    158.620   165.388
                                                    455.345   128.870
                                                     95.803   440.718
                                                    188.265
   123 -0.12902140D+05    0.0000001    0.0000000    130.252   236.742    EM
                                                    158.620   165.389
                                                    455.343   128.869
                                                     95.804   440.717
                                                    188.264
   124 -0.12902140D+05    0.0000001    0.0000000    130.253   236.743    EM
                                                    158.620   165.389
                                                    455.340   128.869
                                                     95.804   440.716
                                                    188.264
   125 -0.12902140D+05    0.0000001    0.0000000    130.254   236.744    EM
                                                    158.621   165.390
                                                    455.338   128.868
                                                     95.805   440.716
                                                    188.264
   126 -0.12902140D+05    0.0000001    0.0000000    130.255   236.745    EM
                                                    158.621   165.390
                                                    455.336   128.868
                                                     95.806   440.715
                                                    188.264
   127 -0.12902140D+05    0.0000001    0.0000000    130.256   236.745    EM
                                                    158.622   165.391
                                                    455.333   128.867
                                                     95.806   440.715
                                                    188.264
   128 -0.12902140D+05    0.0000001    0.0000000    130.257   236.746    EM
                                                    158.622   165.391
                                                    455.331   128.867
                                                     95.807   440.714
                                                    188.264
   129 -0.12902140D+05    0.0000001    0.0000000    130.258   236.747    EM
                                                    158.623   165.392
                                                    455.329   128.866
                                                     95.807   440.713
                                                    188.264
   130 -0.12902140D+05    0.0000034    0.0000000    130.385   236.812    QN
                                                    158.680   165.436
                                                    455.091   128.811
                                                     95.880   440.643
                                                    188.262
   131 -0.12902140D+05    0.0000000    0.0000000    130.385   236.812    EM
                                                    158.680   165.436
                                                    455.091   128.811
                                                     95.880   440.643
                                                    188.262


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


    10 -0.12948014D+05    6.3847337    0.0004929    638.577    58.903    EM
                                                     42.664   502.605
                                                    114.978    54.139
                                                    174.531   176.558
                                                    237.044
    11 -0.12943066D+05    4.9483514    0.0003822    636.458    60.023    EM
                                                     42.665   496.932
                                                    122.022    55.905
                                                    176.064   176.986
                                                    232.945
    12 -0.12939093D+05    3.9728028    0.0003069    633.833    61.453    EM
                                                     42.862   491.911
                                                    128.453    57.894
                                                    177.444   177.200
                                                    228.949
    13 -0.12935823D+05    3.2702167    0.0002527    630.824    63.178    EM
                                                     43.229   487.375
                                                    134.331    60.061
                                                    178.708   177.242
                                                    225.051
    14 -0.12933075D+05    2.7475779    0.0002124    627.536    65.161    EM
                                                     43.750   483.216
                                                    139.707    62.362
                                                    179.878   177.139
                                                    221.249
    15 -0.12930725D+05    2.3504576    0.0001817    624.052    67.356    EM
                                                     44.418   479.365
                                                    144.631    64.753
                                                    180.965   176.913
                                                    217.547
    16 -0.12928682D+05    2.0429679    0.0001580    620.438    69.718    EM
                                                     45.229   475.776
                                                    149.141    67.194
                                                    181.971   176.582
                                                    213.952
    17 -0.12926881D+05    1.8002233    0.0001392    616.741    72.201    EM
                                                     46.182   472.422
                                                    153.274    69.644
                                                    182.902   176.165
                                                    210.469
    18 -0.12925276D+05    1.6048800    0.0001242    612.997    74.766    EM
                                                     47.282   469.287
                                                    157.060    72.070
                                                    183.760   175.678
                                                    207.101
    19 -0.12923831D+05    1.4450313    0.0001118    609.228    77.380    EM
                                                     48.534   466.361
                                                    160.524    74.436
                                                    184.549   175.138
                                                    203.849
    20 -0.12922519D+05    1.3126772    0.0001016    605.449    80.014    EM
                                                     49.948   463.642
                                                    163.691    76.712
                                                    185.279   174.556
                                                    200.709
    21 -0.12921316D+05    1.2025509    0.0000931    601.666    82.642    EM
                                                     51.534   461.130
                                                    166.583    78.871
                                                    185.958   173.946
                                                    197.671
    22 -0.12920205D+05    1.1112201    0.0000860    597.876    85.245    EM
                                                     53.307   458.825
                                                    169.219    80.890
                                                    186.597   173.316
                                                    194.725
    23 -0.12919169D+05    1.0364094    0.0000802    594.077    87.806    EM
                                                     55.282   456.726
                                                    171.619    82.749
                                                    187.211   172.674
                                                    191.856
    24 -0.12918192D+05    0.9764962    0.0000756    590.258    90.314    EM
                                                     57.473   454.834
                                                    173.800    84.435
                                                    187.813   172.026
                                                    189.048
    25 -0.12917262D+05    0.9301433    0.0000720    586.410    92.756    EM
                                                     59.896   453.143
                                                    175.778    85.938
                                                    188.417   171.376
                                                    186.285
    26 -0.12916366D+05    0.8960393    0.0000694    582.521    95.126    EM
                                                     62.564   451.649
                                                    177.569    87.256
                                                    189.038   170.728
                                                    183.550
    27 -0.12915493D+05    0.8727259    0.0000676    578.579    97.418    EM
                                                     65.488   450.343
                                                    179.187    88.387
                                                    189.690   170.082
                                                    180.824
    28 -0.12914635D+05    0.8584935    0.0000665    574.575    99.629    EM
                                                     68.675   449.214
                                                    180.646    89.338
                                                    190.387   169.441
                                                    178.094
    29 -0.12913783D+05    0.8513349    0.0000659    570.500   101.755    EM
                                                     72.128   448.251
                                                    181.957    90.116
                                                    191.141   168.804
                                                    175.348
    30 -0.12912934D+05    0.8489500    0.0000657    566.350   103.796    EM
                                                     75.842   447.439
                                                    183.133    90.733
                                                    191.962   168.170
                                                    172.575
    31 -0.12912086D+05    0.8487997    0.0000657    562.122   105.752    EM
                                                     79.805   446.764
                                                    184.183    91.202
                                                    192.861   167.539
                                                    169.772
    32 -0.12911237D+05    0.8482071    0.0000657    557.821   107.623    EM
                                                     83.995   446.211
                                                    185.117    91.538
                                                    193.846   166.911
                                                    166.938
    33 -0.12910393D+05    0.8445025    0.0000654    553.457   109.409    EM
                                                     88.384   445.765
                                                    185.944    91.759
                                                    194.920   166.284
                                                    164.077
    34 -0.12909558D+05    0.8352039    0.0000647    549.045   111.113    EM
                                                     92.931   445.412
                                                    186.672    91.880
                                                    196.087   165.659
                                                    161.201
    35 -0.12908739D+05    0.8182186    0.0000634    544.606   112.734    EM
                                                     97.588   445.138
                                                    187.309    91.921
                                                    197.345   165.035
                                                    158.324
    36 -0.12907947D+05    0.7920448    0.0000614    540.167   114.274    EM
                                                    102.300   444.931
                                                    187.862    91.897
                                                    198.692   164.413
                                                    155.465
    37 -0.12907191D+05    0.7559464    0.0000586    535.759   115.734    EM
                                                    107.008   444.778
                                                    188.337    91.824
                                                    200.119   163.794
                                                    152.647
    38 -0.12906481D+05    0.7100699    0.0000550    531.417   117.114    EM
                                                    111.650   444.670
                                                    188.741    91.718
                                                    201.616   163.182
                                                    149.892
    39 -0.12905826D+05    0.6554722    0.0000508    527.175   118.417    EM
                                                    116.168   444.598
                                                    189.079    91.591
                                                    203.169   162.578
                                                    147.226
    40 -0.12905232D+05    0.5940327    0.0000460    523.068   119.641    EM
                                                    120.506   444.554
                                                    189.357    91.454
                                                    204.764   161.985
                                                    144.670
    41 -0.12904704D+05    0.5282450    0.0000409    519.128   120.789    EM
                                                    124.620   444.534
                                                    189.582    91.315
                                                    206.381   161.408
                                                    142.244
    42 -0.12904243D+05    0.4609109    0.0000357    515.380   121.861    EM
                                                    128.473   444.531
                                                    189.758    91.180
                                                    208.004   160.848
                                                    139.964
    43 -0.12903848D+05    0.3947910    0.0000306    511.845   122.858    EM
                                                    132.040   444.542
                                                    189.892    91.055
                                                    209.614   160.311
                                                    137.843
    44 -0.12903516D+05    0.3322835    0.0000258    508.537   123.784    EM
                                                    135.310   444.565
                                                    189.987    90.940
                                                    211.194   159.798
                                                    135.885
    45 -0.12903240D+05    0.2751979    0.0000213    505.461   124.638    EM
                                                    138.280   444.598
                                                    190.049    90.838
                                                    212.729   159.311
                                                    134.095
    46 -0.12903016D+05    0.2246557    0.0000174    502.619   125.425    EM
                                                    140.956   444.639
                                                    190.082    90.749
                                                    214.206   158.854
                                                    132.471
    47 -0.12902835D+05    0.1811158    0.0000140    500.004   126.146    EM
                                                    143.352   444.686
                                                    190.092    90.672
                                                    215.615   158.427
                                                    131.008
    48 -0.12902690D+05    0.1444887    0.0000112    497.608   126.805    EM
                                                    145.486   444.738
                                                    190.081    90.606
                                                    216.948   158.030
                                                    129.698
    49 -0.12902576D+05    0.1142937    0.0000089    495.419   127.406    EM
                                                    147.380   444.794
                                                    190.053    90.550
                                                    218.201   157.664
                                                    128.532
    50 -0.12902486D+05    0.0898178    0.0000070    493.424   127.952    EM
                                                    149.056   444.853
                                                    190.012    90.503
                                                    219.372   157.328
                                                    127.501
    51 -0.12902416D+05    0.0702491    0.0000054    491.606   128.446    EM
                                                    150.536   444.913
                                                    189.960    90.464
                                                    220.459   157.022
                                                    126.593
    52 -0.12902361D+05    0.0547747    0.0000042    489.952   128.893    EM
                                                    151.841   444.975
                                                    189.900    90.432
                                                    221.466   156.744
                                                    125.797
    53 -0.12902318D+05    0.0426412    0.0000033    488.447   129.296    EM
                                                    152.991   445.036
                                                    189.835    90.406
                                                    222.394   156.492
                                                    125.102
    54 -0.12902285D+05    0.0331872    0.0000026    487.076   129.659    EM
                                                    154.006   445.095
                                                    189.766    90.386
                                                    223.246   156.266
                                                    124.499
    55 -0.12902259D+05    0.0258535    0.0000020    485.827   129.986    EM
                                                    154.901   445.153
                                                    189.694    90.371
                                                    224.028   156.063
                                                    123.977
    56 -0.12902239D+05    0.0201805    0.0000016    484.687   130.278    EM
                                                    155.692   445.207
                                                    189.622    90.360
                                                    224.744   155.882
                                                    123.528
    57 -0.12902223D+05    0.0157986    0.0000012    483.645   130.540    EM
                                                    156.391   445.259
                                                    189.550    90.354
                                                    225.398   155.721
                                                    123.142
    58 -0.12902211D+05    0.0124150    0.0000010    482.691   130.775    EM
                                                    157.011   445.306
                                                    189.479    90.351
                                                    225.996   155.578
                                                    122.814
    59 -0.12902201D+05    0.0098004    0.0000008    481.816   130.984    EM
                                                    157.560   445.349
                                                    189.410    90.352
                                                    226.541   155.452
                                                    122.535
    60 -0.12902193D+05    0.0077770    0.0000006    481.012   131.171    EM
                                                    158.048   445.388
                                                    189.344    90.356
                                                    227.040   155.341
                                                    122.300
    61 -0.12902187D+05    0.0062079    0.0000005    480.271   131.337    EM
                                                    158.483   445.423
                                                    189.280    90.363
                                                    227.495   155.244
                                                    122.104
    62 -0.12902182D+05    0.0049876    0.0000004    479.587   131.485    EM
                                                    158.871   445.452
                                                    189.219    90.374
                                                    227.911   155.160
                                                    121.942
    63 -0.12902178D+05    0.0040355    0.0000003    478.954   131.616    EM
                                                    159.218   445.478
                                                    189.161    90.387
                                                    228.291   155.087
                                                    121.809
    64 -0.12902175D+05    0.0032901    0.0000003    478.367   131.731    EM
                                                    159.529   445.499
                                                    189.106    90.402
                                                    228.639   155.024
                                                    121.702
    65 -0.12902172D+05    0.0027042    0.0000002    477.822   131.833    EM
                                                    159.808   445.515
                                                    189.055    90.420
                                                    228.958   154.971
                                                    121.618
    66 -0.12902170D+05    0.0022416    0.0000002    477.313   131.923    EM
                                                    160.059   445.527
                                                    189.007    90.440
                                                    229.251   154.926
                                                    121.553
    67 -0.12902168D+05    0.0018749    0.0000001    476.838   132.002    EM
                                                    160.286   445.536
                                                    188.961    90.463
                                                    229.520   154.888
                                                    121.506
    68 -0.12902167D+05    0.0015827    0.0000001    476.394   132.070    EM
                                                    160.491   445.541
                                                    188.919    90.487
                                                    229.767   154.857
                                                    121.474
    69 -0.12902165D+05    0.0013487    0.0000001    475.977   132.130    EM
                                                    160.677   445.542
                                                    188.880    90.512
                                                    229.996   154.832
                                                    121.455
    70 -0.12902164D+05    0.0011605    0.0000001    475.584   132.181    EM
                                                    160.846   445.540
                                                    188.844    90.540
                                                    230.206   154.813
                                                    121.447
    71 -0.12902163D+05    0.0010083    0.0000001    475.214   132.224    EM
                                                    160.999   445.534
                                                    188.810    90.569
                                                    230.401   154.798
                                                    121.449
    72 -0.12902162D+05    0.0008844    0.0000001    474.864   132.261    EM
                                                    161.140   445.526
                                                    188.779    90.599
                                                    230.582   154.788
                                                    121.460
    73 -0.12902161D+05    0.0007832    0.0000001    474.533   132.292    EM
                                                    161.269   445.515
                                                    188.750    90.630
                                                    230.750   154.782
                                                    121.478
    74 -0.12902161D+05    0.0007000    0.0000001    474.219   132.317    EM
                                                    161.387   445.502
                                                    188.723    90.663
                                                    230.906   154.780
                                                    121.503
    75 -0.12902160D+05    0.0006311    0.0000000    473.920   132.338    EM
                                                    161.495   445.487
                                                    188.698    90.696
                                                    231.052   154.781
                                                    121.534
    76 -0.12902159D+05    0.0005738    0.0000000    473.636   132.354    EM
                                                    161.596   445.469
                                                    188.675    90.730
                                                    231.187   154.784
                                                    121.569
    77 -0.12902140D+05    0.0191565    0.0000015    455.077   128.809    QN
                                                    165.440   440.637
                                                    188.260    95.885
                                                    236.819   158.683
                                                    130.391
    78 -0.12902140D+05    0.0000000    0.0000000    455.077   128.808    EM
                                                    165.440   440.637
                                                    188.260    95.885
                                                    236.819   158.683
                                                    130.391

Available post-processing tools:

  Estimated conditional probablities for the class variables

     Beginning Time:  14:42:43
        Ending Time:  14:42:47
       Elapsed Time:  00:00:04



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