```Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017   4:44 AM

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;

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

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    0.406          813.000
U13
Category 1    0.437          874.000
Category 2    0.563         1126.000
U14
Category 1    0.436          873.000
Category 2    0.564         1127.000
U15
Category 1    0.458          915.000
Category 2    0.542         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    0.406          811.000
Category 2    0.595         1189.000
U24
Category 1    0.370          741.000
Category 2    0.629         1259.000
U25
Category 1    0.399          797.000
Category 2    0.602         1203.000

UNIVARIATE SAMPLE STATISTICS

UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS

Variable/         Mean/     Skewness/   Minimum/ % with                Percentiles
Sample Size      Variance    Kurtosis    Maximum  Min/Max      20%/60%    40%/80%    Median

X                     0.025      -0.013      -3.990    0.05%      -0.786     -0.247      0.001
2000.000       1.006       0.048       3.254    0.05%       0.271      0.867

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
(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 CLASS PATTERNS
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

FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
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

FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN

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

CLASSIFICATION QUALITY

Entropy                         0.520

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

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 C1#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 C1#2

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 C1#3

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
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
0

BETA
X
________
X                  0

PSI
X
________
X                  0

PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 2

NU
X
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
0

BETA
X
________
X                  0

PSI
X
________
X                  0

PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 3

NU
X
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
0

BETA
X
________
X                  0

PSI
X
________
X                  0

PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 1

NU
X
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
0

BETA
X
________
X                  0

PSI
X
________
X                  0

PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 2

NU
X
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
0

BETA
X
________
X                  0

PSI
X
________
X                  0

PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 3

NU
X
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
0

BETA
X
________
X                  0

PSI
X
________
X                  0

PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 1

NU
X
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
0

BETA
X
________
X                  0

PSI
X
________
X                  0

PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 2

NU
X
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
0

BETA
X
________
X                  0

PSI
X
________
X                  0

PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 3

NU
X
________
0

LAMBDA
X
________
X                  0

THETA
X
________
X                  0

ALPHA
X
________
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             2             3             4             5

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

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

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

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

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

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

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

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

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

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

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

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

TAU(U) FOR LATENT CLASS PATTERN 3 3
U21\$1         U22\$1         U23\$1         U24\$1         U25\$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
________      ________      ________      ________      ________
16            17             0            18            19

ALPHA(C)
C2#3
________
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
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
0.000

BETA
X
________
X              0.000

PSI
X
________
X              0.503

STARTING VALUES FOR LATENT CLASS PATTERN 1 2

NU
X
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
0.000

BETA
X
________
X              0.000

PSI
X
________
X              0.503

STARTING VALUES FOR LATENT CLASS PATTERN 1 3

NU
X
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
0.000

BETA
X
________
X              0.000

PSI
X
________
X              0.503

STARTING VALUES FOR LATENT CLASS PATTERN 2 1

NU
X
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
0.000

BETA
X
________
X              0.000

PSI
X
________
X              0.503

STARTING VALUES FOR LATENT CLASS PATTERN 2 2

NU
X
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
0.000

BETA
X
________
X              0.000

PSI
X
________
X              0.503

STARTING VALUES FOR LATENT CLASS PATTERN 2 3

NU
X
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
0.000

BETA
X
________
X              0.000

PSI
X
________
X              0.503

STARTING VALUES FOR LATENT CLASS PATTERN 3 1

NU
X
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
0.000

BETA
X
________
X              0.000

PSI
X
________
X              0.503

STARTING VALUES FOR LATENT CLASS PATTERN 3 2

NU
X
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
0.000

BETA
X
________
X              0.000

PSI
X
________
X              0.503

STARTING VALUES FOR LATENT CLASS PATTERN 3 3

NU
X
________
0.000

LAMBDA
X
________
X              1.000

THETA
X
________
X              0.000

ALPHA
X
________
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
________      ________      ________      ________      ________
-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
________      ________      ________      ________      ________
-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
________      ________      ________      ________      ________
-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
________      ________      ________      ________      ________
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
________      ________      ________      ________      ________
-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
________      ________      ________      ________      ________
1.270         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
________      ________      ________      ________      ________
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
________      ________      ________      ________      ________
-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
________      ________      ________      ________      ________
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
________      ________      ________      ________      ________
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
________      ________      ________      ________      ________
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
________      ________      ________      ________      ________
1.270         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
________      ________      ________      ________      ________
1.270         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
________      ________      ________      ________      ________
-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
________      ________      ________      ________      ________
1.270         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
________      ________      ________      ________      ________
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
________      ________      ________      ________      ________
1.270         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
________      ________      ________      ________      ________
1.270         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
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

ALPHA(C)
C2#3
________
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   50.0232619    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:  04:44:07
Ending Time:  04:44:10
Elapsed Time:  00:00:03

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