Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:17 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a sequential
process GMM for continuous outcomes with
two categorical latent variables
DATA: FILE IS ex8.7.dat;
VARIABLE: NAMES ARE y1-y8;
CLASSES = c1 (3) c2 (2);
ANALYSIS: TYPE = MIXTURE;
MODEL:
%OVERALL%
i1 s1 | y1@0 y2@1 y3@2 y4@3;
i2 s2 | y5@0 y6@1 y7@2 y8@3;
c2 ON c1;
MODEL c1:
%c1#1%
[i1 s1];
%c1#2%
[i1*1 s1];
%c1#3%
[i1*2 s1];
MODEL c2:
%c2#1%
[i2 s2];
%c2#2%
[i2*-1 s2];
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a sequential
process GMM for continuous outcomes with
two categorical latent variables
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 500
Number of dependent variables 8
Number of independent variables 0
Number of continuous latent variables 4
Number of categorical latent variables 2
Observed dependent variables
Continuous
Y1 Y2 Y3 Y4 Y5 Y6
Y7 Y8
Continuous latent variables
I1 S1 I2 S2
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)
ex8.7.dat
Input data format FREE
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
Y1 1.921 -0.076 -3.247 0.20% -0.058 1.398 1.973
500.000 4.312 -0.558 7.569 0.20% 2.501 3.744
Y2 2.727 -0.001 -3.227 0.20% 0.159 1.908 2.881
500.000 6.810 -0.827 10.150 0.20% 3.627 5.220
Y3 3.522 -0.076 -4.644 0.20% 0.423 2.692 3.639
500.000 10.393 -0.831 10.646 0.20% 4.602 6.544
Y4 4.349 -0.155 -5.750 0.20% 0.505 3.451 4.535
500.000 15.014 -0.842 12.916 0.20% 5.837 8.024
Y5 -0.710 -0.156 -5.543 0.20% -2.151 -1.029 -0.603
500.000 2.470 -0.216 3.247 0.20% -0.244 0.583
Y6 -1.107 -0.320 -6.637 0.20% -3.117 -1.500 -0.912
500.000 3.894 -0.732 2.904 0.20% -0.362 0.717
Y7 -1.487 -0.269 -7.289 0.20% -3.852 -1.932 -1.162
500.000 6.198 -0.687 4.279 0.20% -0.489 0.692
Y8 -1.905 -0.311 -9.325 0.20% -4.918 -2.280 -1.399
500.000 9.138 -0.730 4.255 0.20% -0.639 0.758
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:
-6606.707 107446 12
-6606.707 533738 11
-6606.707 637345 19
-6606.707 68985 17
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 33
Loglikelihood
H0 Value -6606.707
H0 Scaling Correction Factor 1.0087
for MLR
Information Criteria
Akaike (AIC) 13279.414
Bayesian (BIC) 13418.496
Sample-Size Adjusted BIC 13313.752
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THE ESTIMATED MODEL
Latent Class
Variable Class
C1 1 145.61394 0.29123
2 179.59142 0.35918
3 174.79465 0.34959
C2 1 330.08209 0.66016
2 169.91792 0.33984
CLASSIFICATION QUALITY
Entropy 0.721
LATENT CLASS INDICATOR MEANS AND PROBABILITIES FOR EACH LATENT CLASS
MEAN/PROBABILITY PROFILES FOR C1
Latent class
1 2 3
Y1 4.099 2.068 -0.054
Y2 5.557 3.085 -0.002
Y3 7.015 4.102 0.051
Y4 8.473 5.120 0.104
MEAN/PROBABILITY PROFILES FOR C2
Latent class
1 2
Y5 -0.012 -2.061
Y6 -0.062 -3.130
Y7 -0.112 -4.200
Y8 -0.162 -5.270
LATENT TRANSITION PROBABILITIES BASED ON THE ESTIMATED MODEL
C1 Classes (Rows) by C2 Classes (Columns)
1 2
1 0.409 0.591
2 0.736 0.264
3 0.791 0.209
C-SPECIFIC CLASSIFICATION RESULTS
Classification Quality for C1
Entropy 0.687
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2 3
1 0.862 0.138 0.000
2 0.129 0.792 0.079
3 0.000 0.074 0.926
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 0.835 0.165 0.000
2 0.108 0.821 0.071
3 0.000 0.084 0.916
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 7.813 6.191 0.000
2 0.420 2.445 0.000
3 -9.613 -2.394 0.000
Classification Quality for C2
Entropy 0.770
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.948 0.052
2 0.091 0.909
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.954 0.046
2 0.101 0.899
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 3.027 0.000
2 -2.185 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Parameters in the Overall Part of the Model (Parameters Equal in All of the Classes)
I1 |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
S1 |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
I2 |
Y5 1.000 0.000 999.000 999.000
Y6 1.000 0.000 999.000 999.000
Y7 1.000 0.000 999.000 999.000
Y8 1.000 0.000 999.000 999.000
S2 |
Y5 0.000 0.000 999.000 999.000
Y6 1.000 0.000 999.000 999.000
Y7 2.000 0.000 999.000 999.000
Y8 3.000 0.000 999.000 999.000
S1 WITH
I1 0.022 0.052 0.422 0.673
I2 WITH
I1 0.006 0.119 0.054 0.957
S1 0.069 0.045 1.522 0.128
S2 WITH
I1 -0.029 0.060 -0.488 0.625
S1 -0.003 0.023 -0.114 0.909
I2 -0.079 0.037 -2.140 0.032
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
Y5 0.000 0.000 999.000 999.000
Y6 0.000 0.000 999.000 999.000
Y7 0.000 0.000 999.000 999.000
Y8 0.000 0.000 999.000 999.000
Variances
I1 1.015 0.181 5.610 0.000
S1 0.221 0.036 6.164 0.000
I2 1.169 0.131 8.891 0.000
S2 0.241 0.031 7.774 0.000
Residual Variances
Y1 0.579 0.068 8.469 0.000
Y2 0.460 0.042 10.962 0.000
Y3 0.500 0.050 10.012 0.000
Y4 0.401 0.083 4.841 0.000
Y5 0.367 0.060 6.075 0.000
Y6 0.483 0.039 12.260 0.000
Y7 0.560 0.051 11.011 0.000
Y8 0.446 0.086 5.178 0.000
Parameters for Class-specific Model Parts of C1
Latent Class C1#1
Means
I1 4.099 0.212 19.346 0.000
S1 1.458 0.062 23.620 0.000
Latent Class C1#2
Means
I1 2.068 0.182 11.366 0.000
S1 1.017 0.080 12.699 0.000
Latent Class C1#3
Means
I1 -0.054 0.128 -0.424 0.672
S1 0.053 0.060 0.878 0.380
Parameters for Class-specific Model Parts of C2
Latent Class C2#1
Means
I2 -0.012 0.076 -0.151 0.880
S2 -0.050 0.042 -1.186 0.236
Latent Class C2#2
Means
I2 -2.061 0.135 -15.319 0.000
S2 -1.070 0.048 -22.248 0.000
Categorical Latent Variables
C2#1 ON
C1#1 -1.696 0.430 -3.946 0.000
C1#2 -0.303 0.480 -0.631 0.528
Means
C1#1 -0.183 0.209 -0.874 0.382
C1#2 0.027 0.163 0.166 0.868
C2#1 1.330 0.303 4.382 0.000
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.114E-03
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 1
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0 0 0 0 0
NU
Y6 Y7 Y8
________ ________ ________
0 0 0
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
Y5 0 0 0 0
Y6 0 0 0 0
Y7 0 0 0 0
Y8 0 0 0 0
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
Y5 0 0 0 0 5
Y6 0 0 0 0 0
Y7 0 0 0 0 0
Y8 0 0 0 0 0
THETA
Y6 Y7 Y8
________ ________ ________
Y6 6
Y7 0 7
Y8 0 0 8
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
9 10 11 12
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0 0 0 0
S1 0 0 0 0
I2 0 0 0 0
S2 0 0 0 0
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 13
S1 14 15
I2 16 17 18
S2 19 20 21 22
PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 1 2
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0 0 0 0 0
NU
Y6 Y7 Y8
________ ________ ________
0 0 0
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
Y5 0 0 0 0
Y6 0 0 0 0
Y7 0 0 0 0
Y8 0 0 0 0
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
Y5 0 0 0 0 5
Y6 0 0 0 0 0
Y7 0 0 0 0 0
Y8 0 0 0 0 0
THETA
Y6 Y7 Y8
________ ________ ________
Y6 6
Y7 0 7
Y8 0 0 8
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
9 10 23 24
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0 0 0 0
S1 0 0 0 0
I2 0 0 0 0
S2 0 0 0 0
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 13
S1 14 15
I2 16 17 18
S2 19 20 21 22
PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 1
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0 0 0 0 0
NU
Y6 Y7 Y8
________ ________ ________
0 0 0
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
Y5 0 0 0 0
Y6 0 0 0 0
Y7 0 0 0 0
Y8 0 0 0 0
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
Y5 0 0 0 0 5
Y6 0 0 0 0 0
Y7 0 0 0 0 0
Y8 0 0 0 0 0
THETA
Y6 Y7 Y8
________ ________ ________
Y6 6
Y7 0 7
Y8 0 0 8
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
25 26 11 12
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0 0 0 0
S1 0 0 0 0
I2 0 0 0 0
S2 0 0 0 0
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 13
S1 14 15
I2 16 17 18
S2 19 20 21 22
PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 2 2
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0 0 0 0 0
NU
Y6 Y7 Y8
________ ________ ________
0 0 0
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
Y5 0 0 0 0
Y6 0 0 0 0
Y7 0 0 0 0
Y8 0 0 0 0
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
Y5 0 0 0 0 5
Y6 0 0 0 0 0
Y7 0 0 0 0 0
Y8 0 0 0 0 0
THETA
Y6 Y7 Y8
________ ________ ________
Y6 6
Y7 0 7
Y8 0 0 8
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
25 26 23 24
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0 0 0 0
S1 0 0 0 0
I2 0 0 0 0
S2 0 0 0 0
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 13
S1 14 15
I2 16 17 18
S2 19 20 21 22
PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 1
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0 0 0 0 0
NU
Y6 Y7 Y8
________ ________ ________
0 0 0
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
Y5 0 0 0 0
Y6 0 0 0 0
Y7 0 0 0 0
Y8 0 0 0 0
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
Y5 0 0 0 0 5
Y6 0 0 0 0 0
Y7 0 0 0 0 0
Y8 0 0 0 0 0
THETA
Y6 Y7 Y8
________ ________ ________
Y6 6
Y7 0 7
Y8 0 0 8
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
27 28 11 12
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0 0 0 0
S1 0 0 0 0
I2 0 0 0 0
S2 0 0 0 0
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 13
S1 14 15
I2 16 17 18
S2 19 20 21 22
PARAMETER SPECIFICATION FOR LATENT CLASS PATTERN 3 2
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0 0 0 0 0
NU
Y6 Y7 Y8
________ ________ ________
0 0 0
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
Y5 0 0 0 0
Y6 0 0 0 0
Y7 0 0 0 0
Y8 0 0 0 0
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
Y5 0 0 0 0 5
Y6 0 0 0 0 0
Y7 0 0 0 0 0
Y8 0 0 0 0 0
THETA
Y6 Y7 Y8
________ ________ ________
Y6 6
Y7 0 7
Y8 0 0 8
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
27 28 23 24
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0 0 0 0
S1 0 0 0 0
I2 0 0 0 0
S2 0 0 0 0
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 13
S1 14 15
I2 16 17 18
S2 19 20 21 22
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C1#1 C1#2 C1#3 C2#1 C2#2
________ ________ ________ ________ ________
29 30 0 31 0
BETA(C)
C1#1 C1#2 C1#3
________ ________ ________
C2#1 32 33 0
C2#2 0 0 0
STARTING VALUES FOR LATENT CLASS PATTERN 1 1
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
Y6 Y7 Y8
________ ________ ________
0.000 0.000 0.000
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000
Y4 1.000 3.000 0.000 0.000
Y5 0.000 0.000 1.000 0.000
Y6 0.000 0.000 1.000 1.000
Y7 0.000 0.000 1.000 2.000
Y8 0.000 0.000 1.000 3.000
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 2.156
Y2 0.000 3.405
Y3 0.000 0.000 5.196
Y4 0.000 0.000 0.000 7.507
Y5 0.000 0.000 0.000 0.000 1.235
Y6 0.000 0.000 0.000 0.000 0.000
Y7 0.000 0.000 0.000 0.000 0.000
Y8 0.000 0.000 0.000 0.000 0.000
THETA
Y6 Y7 Y8
________ ________ ________
Y6 1.947
Y7 0.000 3.099
Y8 0.000 0.000 4.569
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
1.918 0.808 -0.707 -0.396
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0.000 0.000 0.000 0.000
S1 0.000 0.000 0.000 0.000
I2 0.000 0.000 0.000 0.000
S2 0.000 0.000 0.000 0.000
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 4.150
S1 0.000 0.659
I2 0.000 0.000 2.406
S2 0.000 0.000 0.000 0.557
STARTING VALUES FOR LATENT CLASS PATTERN 1 2
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
Y6 Y7 Y8
________ ________ ________
0.000 0.000 0.000
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000
Y4 1.000 3.000 0.000 0.000
Y5 0.000 0.000 1.000 0.000
Y6 0.000 0.000 1.000 1.000
Y7 0.000 0.000 1.000 2.000
Y8 0.000 0.000 1.000 3.000
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 2.156
Y2 0.000 3.405
Y3 0.000 0.000 5.196
Y4 0.000 0.000 0.000 7.507
Y5 0.000 0.000 0.000 0.000 1.235
Y6 0.000 0.000 0.000 0.000 0.000
Y7 0.000 0.000 0.000 0.000 0.000
Y8 0.000 0.000 0.000 0.000 0.000
THETA
Y6 Y7 Y8
________ ________ ________
Y6 1.947
Y7 0.000 3.099
Y8 0.000 0.000 4.569
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
1.918 0.808 -1.000 -0.396
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0.000 0.000 0.000 0.000
S1 0.000 0.000 0.000 0.000
I2 0.000 0.000 0.000 0.000
S2 0.000 0.000 0.000 0.000
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 4.150
S1 0.000 0.659
I2 0.000 0.000 2.406
S2 0.000 0.000 0.000 0.557
STARTING VALUES FOR LATENT CLASS PATTERN 2 1
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
Y6 Y7 Y8
________ ________ ________
0.000 0.000 0.000
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000
Y4 1.000 3.000 0.000 0.000
Y5 0.000 0.000 1.000 0.000
Y6 0.000 0.000 1.000 1.000
Y7 0.000 0.000 1.000 2.000
Y8 0.000 0.000 1.000 3.000
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 2.156
Y2 0.000 3.405
Y3 0.000 0.000 5.196
Y4 0.000 0.000 0.000 7.507
Y5 0.000 0.000 0.000 0.000 1.235
Y6 0.000 0.000 0.000 0.000 0.000
Y7 0.000 0.000 0.000 0.000 0.000
Y8 0.000 0.000 0.000 0.000 0.000
THETA
Y6 Y7 Y8
________ ________ ________
Y6 1.947
Y7 0.000 3.099
Y8 0.000 0.000 4.569
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
1.000 0.808 -0.707 -0.396
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0.000 0.000 0.000 0.000
S1 0.000 0.000 0.000 0.000
I2 0.000 0.000 0.000 0.000
S2 0.000 0.000 0.000 0.000
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 4.150
S1 0.000 0.659
I2 0.000 0.000 2.406
S2 0.000 0.000 0.000 0.557
STARTING VALUES FOR LATENT CLASS PATTERN 2 2
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
Y6 Y7 Y8
________ ________ ________
0.000 0.000 0.000
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000
Y4 1.000 3.000 0.000 0.000
Y5 0.000 0.000 1.000 0.000
Y6 0.000 0.000 1.000 1.000
Y7 0.000 0.000 1.000 2.000
Y8 0.000 0.000 1.000 3.000
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 2.156
Y2 0.000 3.405
Y3 0.000 0.000 5.196
Y4 0.000 0.000 0.000 7.507
Y5 0.000 0.000 0.000 0.000 1.235
Y6 0.000 0.000 0.000 0.000 0.000
Y7 0.000 0.000 0.000 0.000 0.000
Y8 0.000 0.000 0.000 0.000 0.000
THETA
Y6 Y7 Y8
________ ________ ________
Y6 1.947
Y7 0.000 3.099
Y8 0.000 0.000 4.569
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
1.000 0.808 -1.000 -0.396
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0.000 0.000 0.000 0.000
S1 0.000 0.000 0.000 0.000
I2 0.000 0.000 0.000 0.000
S2 0.000 0.000 0.000 0.000
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 4.150
S1 0.000 0.659
I2 0.000 0.000 2.406
S2 0.000 0.000 0.000 0.557
STARTING VALUES FOR LATENT CLASS PATTERN 3 1
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
Y6 Y7 Y8
________ ________ ________
0.000 0.000 0.000
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000
Y4 1.000 3.000 0.000 0.000
Y5 0.000 0.000 1.000 0.000
Y6 0.000 0.000 1.000 1.000
Y7 0.000 0.000 1.000 2.000
Y8 0.000 0.000 1.000 3.000
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 2.156
Y2 0.000 3.405
Y3 0.000 0.000 5.196
Y4 0.000 0.000 0.000 7.507
Y5 0.000 0.000 0.000 0.000 1.235
Y6 0.000 0.000 0.000 0.000 0.000
Y7 0.000 0.000 0.000 0.000 0.000
Y8 0.000 0.000 0.000 0.000 0.000
THETA
Y6 Y7 Y8
________ ________ ________
Y6 1.947
Y7 0.000 3.099
Y8 0.000 0.000 4.569
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
2.000 0.808 -0.707 -0.396
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0.000 0.000 0.000 0.000
S1 0.000 0.000 0.000 0.000
I2 0.000 0.000 0.000 0.000
S2 0.000 0.000 0.000 0.000
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 4.150
S1 0.000 0.659
I2 0.000 0.000 2.406
S2 0.000 0.000 0.000 0.557
STARTING VALUES FOR LATENT CLASS PATTERN 3 2
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
Y6 Y7 Y8
________ ________ ________
0.000 0.000 0.000
LAMBDA
I1 S1 I2 S2
________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000
Y4 1.000 3.000 0.000 0.000
Y5 0.000 0.000 1.000 0.000
Y6 0.000 0.000 1.000 1.000
Y7 0.000 0.000 1.000 2.000
Y8 0.000 0.000 1.000 3.000
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 2.156
Y2 0.000 3.405
Y3 0.000 0.000 5.196
Y4 0.000 0.000 0.000 7.507
Y5 0.000 0.000 0.000 0.000 1.235
Y6 0.000 0.000 0.000 0.000 0.000
Y7 0.000 0.000 0.000 0.000 0.000
Y8 0.000 0.000 0.000 0.000 0.000
THETA
Y6 Y7 Y8
________ ________ ________
Y6 1.947
Y7 0.000 3.099
Y8 0.000 0.000 4.569
ALPHA
I1 S1 I2 S2
________ ________ ________ ________
2.000 0.808 -1.000 -0.396
BETA
I1 S1 I2 S2
________ ________ ________ ________
I1 0.000 0.000 0.000 0.000
S1 0.000 0.000 0.000 0.000
I2 0.000 0.000 0.000 0.000
S2 0.000 0.000 0.000 0.000
PSI
I1 S1 I2 S2
________ ________ ________ ________
I1 4.150
S1 0.000 0.659
I2 0.000 0.000 2.406
S2 0.000 0.000 0.000 0.557
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
BETA(C)
C1#1 C1#2 C1#3
________ ________ ________
C2#1 0.000 0.000 0.000
C2#2 0.000 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.80650015D+04 0.0000000 0.0000000 EM
2 -0.66703187D+04 1394.6827218 0.1729303 EM
3 -0.66702977D+04 0.0210714 0.0000032 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10511932D+05 0.0000000 0.0000000 EM
2 -0.66738576D+04 3838.0745874 0.3651160 EM
3 -0.66685562D+04 5.3014458 0.0007944 EM
4 -0.66679971D+04 0.5590652 0.0000838 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12592371D+05 0.0000000 0.0000000 EM
2 -0.66946099D+04 5897.7609993 0.4683599 EM
3 -0.66735318D+04 21.0781057 0.0031485 EM
4 -0.66695389D+04 3.9928485 0.0005983 EM
5 -0.66669363D+04 2.6026524 0.0003902 EM
6 -0.66645788D+04 2.3574661 0.0003536 EM
7 -0.66621211D+04 2.4576775 0.0003688 EM
8 -0.66594299D+04 2.6912011 0.0004040 EM
9 -0.66564920D+04 2.9378970 0.0004412 EM
10 -0.66534031D+04 3.0889351 0.0004640 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11663102D+05 0.0000000 0.0000000 EM
2 -0.66925536D+04 4970.5487244 0.4261772 EM
3 -0.66739520D+04 18.6016837 0.0027795 EM
4 -0.66686292D+04 5.3227155 0.0007975 EM
5 -0.66660000D+04 2.6292890 0.0003943 EM
6 -0.66640338D+04 1.9661524 0.0002950 EM
7 -0.66620484D+04 1.9854452 0.0002979 EM
8 -0.66596926D+04 2.3557671 0.0003536 EM
9 -0.66567366D+04 2.9560421 0.0004439 EM
10 -0.66530927D+04 3.6438672 0.0005474 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15089897D+05 0.0000000 0.0000000 EM
2 -0.66954548D+04 8394.4423803 0.5562955 EM
3 -0.66685705D+04 26.8843096 0.0040153 EM
4 -0.66642192D+04 4.3513000 0.0006525 EM
5 -0.66617477D+04 2.4714599 0.0003709 EM
6 -0.66598222D+04 1.9255710 0.0002890 EM
7 -0.66580161D+04 1.8060286 0.0002712 EM
8 -0.66561542D+04 1.8618980 0.0002796 EM
9 -0.66541769D+04 1.9773693 0.0002971 EM
10 -0.66520935D+04 2.0833232 0.0003131 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10056135D+05 0.0000000 0.0000000 EM
2 -0.66792151D+04 3376.9197779 0.3358069 EM
3 -0.66714052D+04 7.8099550 0.0011693 EM
4 -0.66707222D+04 0.6830103 0.0001024 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10694405D+05 0.0000000 0.0000000 EM
2 -0.66858114D+04 4008.5939903 0.3748309 EM
3 -0.66635754D+04 22.2360138 0.0033259 EM
4 -0.66598821D+04 3.6933464 0.0005543 EM
5 -0.66578202D+04 2.0619029 0.0003096 EM
6 -0.66563137D+04 1.5065062 0.0002263 EM
7 -0.66551453D+04 1.1683810 0.0001755 EM
8 -0.66542586D+04 0.8866515 0.0001332 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11515837D+05 0.0000000 0.0000000 EM
2 -0.66856161D+04 4830.2208564 0.4194416 EM
3 -0.66729292D+04 12.6869533 0.0018976 EM
4 -0.66693397D+04 3.5894845 0.0005379 EM
5 -0.66673968D+04 1.9428530 0.0002913 EM
6 -0.66659977D+04 1.3991454 0.0002098 EM
7 -0.66648113D+04 1.1864076 0.0001780 EM
8 -0.66636970D+04 1.1143075 0.0001672 EM
9 -0.66625811D+04 1.1159315 0.0001675 EM
10 -0.66614217D+04 1.1593139 0.0001740 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11631811D+05 0.0000000 0.0000000 EM
2 -0.66774998D+04 4954.3110272 0.4259278 EM
3 -0.66619775D+04 15.5223110 0.0023246 EM
4 -0.66573609D+04 4.6165502 0.0006930 EM
5 -0.66550016D+04 2.3593634 0.0003544 EM
6 -0.66535133D+04 1.4882868 0.0002236 EM
7 -0.66524901D+04 1.0231552 0.0001538 EM
8 -0.66517514D+04 0.7387153 0.0001110 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11505526D+05 0.0000000 0.0000000 EM
2 -0.66714039D+04 4834.1223676 0.4201566 EM
3 -0.66605768D+04 10.8271786 0.0016229 EM
4 -0.66570897D+04 3.4870975 0.0005235 EM
5 -0.66544835D+04 2.6061428 0.0003915 EM
6 -0.66521177D+04 2.3658106 0.0003555 EM
7 -0.66499479D+04 2.1698140 0.0003262 EM
8 -0.66480461D+04 1.9018342 0.0002860 EM
9 -0.66464695D+04 1.5765370 0.0002371 EM
10 -0.66452129D+04 1.2566370 0.0001891 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11266376D+05 0.0000000 0.0000000 EM
2 -0.66853605D+04 4581.0155898 0.4066095 EM
3 -0.66705458D+04 14.8146737 0.0022160 EM
4 -0.66682288D+04 2.3170254 0.0003474 EM
5 -0.66669453D+04 1.2835028 0.0001925 EM
6 -0.66658874D+04 1.0578611 0.0001587 EM
7 -0.66648350D+04 1.0524060 0.0001579 EM
8 -0.66636817D+04 1.1533081 0.0001730 EM
9 -0.66623561D+04 1.3256271 0.0001989 EM
10 -0.66608015D+04 1.5545952 0.0002333 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13617621D+05 0.0000000 0.0000000 EM
2 -0.66469327D+04 6970.6880320 0.5118874 EM
3 -0.66328624D+04 14.0702767 0.0021168 EM
4 -0.66259106D+04 6.9518327 0.0010481 EM
5 -0.66209950D+04 4.9155859 0.0007419 EM
6 -0.66172908D+04 3.7042500 0.0005595 EM
7 -0.66146027D+04 2.6881266 0.0004062 EM
8 -0.66127591D+04 1.8435257 0.0002787 EM
9 -0.66115366D+04 1.2224869 0.0001849 EM
10 -0.66107239D+04 0.8126958 0.0001229 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12085286D+05 0.0000000 0.0000000 EM
2 -0.66820844D+04 5403.2020780 0.4470893 EM
3 -0.66509991D+04 31.0852967 0.0046520 EM
4 -0.66446339D+04 6.3652108 0.0009570 EM
5 -0.66395506D+04 5.0832616 0.0007650 EM
6 -0.66342261D+04 5.3244691 0.0008019 EM
7 -0.66285758D+04 5.6503235 0.0008517 EM
8 -0.66232628D+04 5.3129949 0.0008015 EM
9 -0.66191197D+04 4.1431324 0.0006255 EM
10 -0.66164269D+04 2.6927881 0.0004068 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14738192D+05 0.0000000 0.0000000 EM
2 -0.66697673D+04 8068.4245378 0.5474501 EM
3 -0.66533090D+04 16.4583366 0.0024676 EM
4 -0.66488211D+04 4.4879280 0.0006745 EM
5 -0.66468891D+04 1.9320167 0.0002906 EM
6 -0.66458070D+04 1.0820182 0.0001628 EM
7 -0.66451008D+04 0.7062352 0.0001063 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17122023D+05 0.0000000 0.0000000 EM
2 -0.66781951D+04 ************ 0.6099646 EM
3 -0.66590419D+04 19.1532160 0.0028680 EM
4 -0.66522919D+04 6.7500472 0.0010137 EM
5 -0.66479014D+04 4.3904644 0.0006600 EM
6 -0.66443867D+04 3.5147214 0.0005287 EM
7 -0.66413393D+04 3.0474029 0.0004586 EM
8 -0.66384850D+04 2.8542585 0.0004298 EM
9 -0.66355752D+04 2.9098119 0.0004383 EM
10 -0.66324182D+04 3.1569972 0.0004758 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12800671D+05 0.0000000 0.0000000 EM
2 -0.66802959D+04 6120.3748626 0.4781292 EM
3 -0.66679357D+04 12.3602361 0.0018503 EM
4 -0.66648545D+04 3.0811431 0.0004621 EM
5 -0.66627537D+04 2.1008552 0.0003152 EM
6 -0.66608124D+04 1.9413075 0.0002914 EM
7 -0.66587570D+04 2.0553714 0.0003086 EM
8 -0.66564672D+04 2.2898118 0.0003439 EM
9 -0.66539052D+04 2.5619910 0.0003849 EM
10 -0.66511148D+04 2.7903486 0.0004194 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13116386D+05 0.0000000 0.0000000 EM
2 -0.66806962D+04 6435.6901324 0.4906603 EM
3 -0.66605944D+04 20.1017235 0.0030089 EM
4 -0.66546007D+04 5.9936905 0.0008999 EM
5 -0.66516994D+04 2.9013866 0.0004360 EM
6 -0.66498785D+04 1.8208780 0.0002737 EM
7 -0.66485825D+04 1.2959433 0.0001949 EM
8 -0.66476064D+04 0.9761395 0.0001468 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13124413D+05 0.0000000 0.0000000 EM
2 -0.66732338D+04 6451.1795474 0.4915404 EM
3 -0.66492294D+04 24.0043440 0.0035971 EM
4 -0.66427293D+04 6.5001551 0.0009776 EM
5 -0.66385245D+04 4.2048192 0.0006330 EM
6 -0.66355497D+04 2.9747431 0.0004481 EM
7 -0.66334185D+04 2.1311811 0.0003212 EM
8 -0.66318588D+04 1.5597060 0.0002351 EM
9 -0.66306591D+04 1.1997168 0.0001809 EM
10 -0.66296666D+04 0.9924773 0.0001497 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13057659D+05 0.0000000 0.0000000 EM
2 -0.66701715D+04 6387.4873259 0.4891755 EM
3 -0.66557136D+04 14.4579245 0.0021675 EM
4 -0.66536456D+04 2.0679411 0.0003107 EM
5 -0.66526141D+04 1.0315251 0.0001550 EM
6 -0.66519646D+04 0.6495104 0.0000976 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10341236D+05 0.0000000 0.0000000 EM
2 -0.66961349D+04 3645.1014821 0.3524822 EM
3 -0.66602183D+04 35.9166394 0.0053638 EM
4 -0.66521030D+04 8.1152874 0.0012185 EM
5 -0.66461393D+04 5.9636672 0.0008965 EM
6 -0.66410554D+04 5.0839401 0.0007649 EM
7 -0.66369269D+04 4.1284754 0.0006217 EM
8 -0.66338057D+04 3.1211782 0.0004703 EM
9 -0.66315176D+04 2.2881162 0.0003449 EM
10 -0.66297993D+04 1.7183647 0.0002591 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11818790D+05 0.0000000 0.0000000 EM
2 -0.66739267D+04 5144.8628794 0.4353122 EM
3 -0.66641227D+04 9.8040015 0.0014690 EM
4 -0.66613825D+04 2.7402124 0.0004112 EM
5 -0.66592419D+04 2.1406416 0.0003214 EM
6 -0.66572478D+04 1.9940350 0.0002994 EM
7 -0.66553961D+04 1.8517553 0.0002782 EM
8 -0.66537750D+04 1.6211203 0.0002436 EM
9 -0.66524532D+04 1.3217416 0.0001986 EM
10 -0.66514344D+04 1.0187875 0.0001531 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
10 -0.66107239D+04 0.8126958 0.0001229 EM
11 -0.66101686D+04 0.5553430 0.0000840 EM
12 -0.66097763D+04 0.3923006 0.0000593 EM
13 -0.66094912D+04 0.2851035 0.0000431 EM
14 -0.66092790D+04 0.2122147 0.0000321 EM
15 -0.66091172D+04 0.1618097 0.0000245 EM
16 -0.66089903D+04 0.1268681 0.0000192 EM
17 -0.66088875D+04 0.1028190 0.0000156 EM
18 -0.66088010D+04 0.0865052 0.0000131 EM
19 -0.66087253D+04 0.0756987 0.0000115 EM
20 -0.66086565D+04 0.0688230 0.0000104 EM
21 -0.66085917D+04 0.0647594 0.0000098 EM
22 -0.66085290D+04 0.0627176 0.0000095 EM
23 -0.66084669D+04 0.0621166 0.0000094 EM
24 -0.66084043D+04 0.0625499 0.0000095 EM
25 -0.66083406D+04 0.0637025 0.0000096 EM
26 -0.66082753D+04 0.0653446 0.0000099 EM
27 -0.66082080D+04 0.0672911 0.0000102 EM
28 -0.66081386D+04 0.0693920 0.0000105 EM
29 -0.66080671D+04 0.0715193 0.0000108 EM
30 -0.66079935D+04 0.0735579 0.0000111 EM
31 -0.66079181D+04 0.0754002 0.0000114 EM
32 -0.66078412D+04 0.0769433 0.0000116 EM
33 -0.66077631D+04 0.0780878 0.0000118 EM
34 -0.66076843D+04 0.0787397 0.0000119 EM
35 -0.66076055D+04 0.0788141 0.0000119 EM
36 -0.66069647D+04 0.6408071 0.0000970 FS
37 -0.66068158D+04 0.1489345 0.0000225 FS
38 -0.66067398D+04 0.0759465 0.0000115 EM
39 -0.66067249D+04 0.0149737 0.0000023 EM
40 -0.66067187D+04 0.0061921 0.0000009 EM
41 -0.66067154D+04 0.0032235 0.0000005 EM
42 -0.66067135D+04 0.0019650 0.0000003 EM
43 -0.66067121D+04 0.0013337 0.0000002 EM
44 -0.66067112D+04 0.0009730 0.0000001 EM
45 -0.66067104D+04 0.0007452 0.0000001 EM
46 -0.66067098D+04 0.0005893 0.0000001 EM
47 -0.66067094D+04 0.0004763 0.0000001 EM
48 -0.66067090D+04 0.0003908 0.0000001 EM
49 -0.66067086D+04 0.0003242 0.0000000 EM
50 -0.66067084D+04 0.0002711 0.0000000 EM
51 -0.66067081D+04 0.0002282 0.0000000 EM
52 -0.66067080D+04 0.0001930 0.0000000 EM
53 -0.66067078D+04 0.0001639 0.0000000 EM
54 -0.66067077D+04 0.0001398 0.0000000 EM
55 -0.66067075D+04 0.0001194 0.0000000 EM
56 -0.66067074D+04 0.0001023 0.0000000 EM
57 -0.66067073D+04 0.0000878 0.0000000 EM
58 -0.66067073D+04 0.0000754 0.0000000 EM
59 -0.66067072D+04 0.0000649 0.0000000 EM
60 -0.66067071D+04 0.0000559 0.0000000 EM
61 -0.66067071D+04 0.0000482 0.0000000 EM
62 -0.66067071D+04 0.0000416 0.0000000 EM
63 -0.66067070D+04 0.0000359 0.0000000 EM
64 -0.66067070D+04 0.0000310 0.0000000 EM
65 -0.66067070D+04 0.0000268 0.0000000 EM
66 -0.66067069D+04 0.0000232 0.0000000 EM
67 -0.66067069D+04 0.0000201 0.0000000 EM
68 -0.66067069D+04 0.0000174 0.0000000 EM
69 -0.66067069D+04 0.0000150 0.0000000 EM
70 -0.66067069D+04 0.0000130 0.0000000 EM
71 -0.66067069D+04 0.0000113 0.0000000 EM
72 -0.66067069D+04 0.0000097 0.0000000 EM
73 -0.66067068D+04 0.0000084 0.0000000 EM
74 -0.66067068D+04 0.0000073 0.0000000 EM
75 -0.66067068D+04 0.0000063 0.0000000 EM
76 -0.66067068D+04 0.0000055 0.0000000 EM
77 -0.66067068D+04 0.0000047 0.0000000 EM
78 -0.66067068D+04 0.0000041 0.0000000 EM
79 -0.66067068D+04 0.0000036 0.0000000 EM
80 -0.66067068D+04 0.0000230 0.0000000 QN
81 -0.66067068D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
10 -0.66164269D+04 2.6927881 0.0004068 EM
11 -0.66148524D+04 1.5744967 0.0002380 EM
12 -0.66139360D+04 0.9163587 0.0001385 EM
13 -0.66133697D+04 0.5663555 0.0000856 EM
14 -0.66129921D+04 0.3775421 0.0000571 EM
15 -0.66127234D+04 0.2687253 0.0000406 EM
16 -0.66125223D+04 0.2010810 0.0000304 EM
17 -0.66123662D+04 0.1560877 0.0000236 EM
18 -0.66122418D+04 0.1244757 0.0000188 EM
19 -0.66121405D+04 0.1012934 0.0000153 EM
20 -0.66120568D+04 0.0837063 0.0000127 EM
21 -0.66119868D+04 0.0699950 0.0000106 EM
22 -0.66119277D+04 0.0590645 0.0000089 EM
23 -0.66118775D+04 0.0501919 0.0000076 EM
24 -0.66118346D+04 0.0428855 0.0000065 EM
25 -0.66117978D+04 0.0368034 0.0000056 EM
26 -0.66117661D+04 0.0317001 0.0000048 EM
27 -0.66117387D+04 0.0273931 0.0000041 EM
28 -0.66117150D+04 0.0237455 0.0000036 EM
29 -0.66116943D+04 0.0206488 0.0000031 EM
30 -0.66116763D+04 0.0180168 0.0000027 EM
31 -0.66116605D+04 0.0157780 0.0000024 EM
32 -0.66116467D+04 0.0138736 0.0000021 EM
33 -0.66116344D+04 0.0122540 0.0000019 EM
34 -0.66116235D+04 0.0108769 0.0000016 EM
35 -0.66116138D+04 0.0097065 0.0000015 EM
36 -0.66115169D+04 0.0969716 0.0000147 FS
37 -0.66113216D+04 0.1952686 0.0000295 FS
38 -0.66112878D+04 0.0337493 0.0000051 FS
39 -0.66112770D+04 0.0108148 0.0000016 FS
40 -0.66112723D+04 0.0047113 0.0000007 FS
41 -0.66112618D+04 0.0104862 0.0000016 EM
42 -0.66112591D+04 0.0027531 0.0000004 EM
43 -0.66112578D+04 0.0012934 0.0000002 EM
44 -0.66112570D+04 0.0007536 0.0000001 EM
45 -0.66112565D+04 0.0005158 0.0000001 EM
46 -0.66112561D+04 0.0003936 0.0000001 EM
47 -0.66112558D+04 0.0003220 0.0000000 EM
48 -0.66112555D+04 0.0002753 0.0000000 EM
49 -0.66112553D+04 0.0002423 0.0000000 EM
50 -0.66112551D+04 0.0002174 0.0000000 EM
51 -0.66112549D+04 0.0001979 0.0000000 EM
52 -0.66112547D+04 0.0001820 0.0000000 EM
53 -0.66112545D+04 0.0001688 0.0000000 EM
54 -0.66112544D+04 0.0001578 0.0000000 EM
55 -0.66112542D+04 0.0001483 0.0000000 EM
56 -0.66112541D+04 0.0001402 0.0000000 EM
57 -0.66112539D+04 0.0001332 0.0000000 EM
58 -0.66112538D+04 0.0001271 0.0000000 EM
59 -0.66112537D+04 0.0001217 0.0000000 EM
60 -0.66112536D+04 0.0001171 0.0000000 EM
61 -0.66112535D+04 0.0001130 0.0000000 EM
62 -0.66112533D+04 0.0001093 0.0000000 EM
63 -0.66112532D+04 0.0001061 0.0000000 EM
64 -0.66112531D+04 0.0001033 0.0000000 EM
65 -0.66112530D+04 0.0001007 0.0000000 EM
66 -0.66112529D+04 0.0000984 0.0000000 EM
67 -0.66112528D+04 0.0000964 0.0000000 EM
68 -0.66112527D+04 0.0000945 0.0000000 EM
69 -0.66112527D+04 0.0000928 0.0000000 EM
70 -0.66112526D+04 0.0000913 0.0000000 EM
71 -0.66112525D+04 0.0000899 0.0000000 EM
72 -0.66112524D+04 0.0000887 0.0000000 EM
73 -0.66112523D+04 0.0000875 0.0000000 EM
74 -0.66112522D+04 0.0000864 0.0000000 EM
75 -0.66112521D+04 0.0000854 0.0000000 EM
76 -0.66112520D+04 0.0000845 0.0000000 EM
77 -0.66112520D+04 0.0000836 0.0000000 EM
78 -0.66067202D+04 4.5317311 0.0006855 QN
79 -0.66067103D+04 0.0099533 0.0000015 EM
80 -0.66067090D+04 0.0012964 0.0000002 EM
81 -0.66067083D+04 0.0006371 0.0000001 EM
82 -0.66067079D+04 0.0004038 0.0000001 EM
83 -0.66067077D+04 0.0002827 0.0000000 EM
84 -0.66067074D+04 0.0002063 0.0000000 EM
85 -0.66067073D+04 0.0001535 0.0000000 EM
86 -0.66067072D+04 0.0001154 0.0000000 EM
87 -0.66067071D+04 0.0000874 0.0000000 EM
88 -0.66067070D+04 0.0000665 0.0000000 EM
89 -0.66067070D+04 0.0000508 0.0000000 EM
90 -0.66067069D+04 0.0000390 0.0000000 EM
91 -0.66067069D+04 0.0000301 0.0000000 EM
92 -0.66067069D+04 0.0000234 0.0000000 EM
93 -0.66067069D+04 0.0000181 0.0000000 EM
94 -0.66067068D+04 0.0000141 0.0000000 EM
95 -0.66067068D+04 0.0000111 0.0000000 EM
96 -0.66067068D+04 0.0000087 0.0000000 EM
97 -0.66067068D+04 0.0000313 0.0000000 FS
98 -0.66067068D+04 0.0000032 0.0000000 FS
99 -0.66067068D+04 0.0000009 0.0000000 FS
100 -0.66067068D+04 0.0000004 0.0000000 FS
101 -0.66067068D+04 0.0000002 0.0000000 FS
102 -0.66067068D+04 0.0000001 0.0000000 FS
103 -0.66067068D+04 0.0000009 0.0000000 EM
104 -0.66067068D+04 0.0000002 0.0000000 EM
105 -0.66067068D+04 0.0000001 0.0000000 EM
106 -0.66067068D+04 0.0000000 0.0000000 EM
107 -0.66067068D+04 0.0000000 0.0000000 EM
108 -0.66067068D+04 0.0000000 0.0000000 EM
109 -0.66067068D+04 0.0000000 0.0000000 EM
110 -0.66067068D+04 0.0000000 0.0000000 EM
111 -0.66067068D+04 0.0000000 0.0000000 EM
112 -0.66067068D+04 0.0000000 0.0000000 EM
113 -0.66067068D+04 0.0000000 0.0000000 EM
114 -0.66067068D+04 0.0000000 0.0000000 EM
115 -0.66067068D+04 0.0000000 0.0000000 QN
116 -0.66067068D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
10 -0.66296666D+04 0.9924773 0.0001497 EM
11 -0.66287770D+04 0.8895990 0.0001342 EM
12 -0.66279201D+04 0.8569095 0.0001293 EM
13 -0.66270477D+04 0.8724025 0.0001316 EM
14 -0.66261253D+04 0.9224435 0.0001392 EM
15 -0.66251270D+04 0.9982604 0.0001507 EM
16 -0.66240340D+04 1.0930276 0.0001650 EM
17 -0.66228347D+04 1.1992632 0.0001810 EM
18 -0.66215287D+04 1.3060284 0.0001972 EM
19 -0.66201322D+04 1.3964908 0.0002109 EM
20 -0.66186847D+04 1.4474685 0.0002186 EM
21 -0.66172502D+04 1.4344964 0.0002167 EM
22 -0.66159081D+04 1.3421573 0.0002028 EM
23 -0.66147337D+04 1.1744037 0.0001775 EM
24 -0.66137771D+04 0.9565922 0.0001446 EM
25 -0.66130510D+04 0.7260697 0.0001098 EM
26 -0.66125339D+04 0.5171123 0.0000782 EM
27 -0.66121841D+04 0.3498167 0.0000529 EM
28 -0.66119557D+04 0.2283624 0.0000345 EM
29 -0.66118093D+04 0.1463925 0.0000221 EM
30 -0.66117156D+04 0.0937559 0.0000142 EM
31 -0.66116547D+04 0.0609063 0.0000092 EM
32 -0.66116141D+04 0.0406207 0.0000061 EM
33 -0.66115860D+04 0.0280385 0.0000042 EM
34 -0.66115659D+04 0.0201095 0.0000030 EM
35 -0.66115509D+04 0.0149931 0.0000023 EM
36 -0.66114586D+04 0.0923187 0.0000140 FS
37 -0.66113659D+04 0.0926597 0.0000140 FS
38 -0.66113269D+04 0.0390838 0.0000059 EM
39 -0.66113161D+04 0.0107742 0.0000016 EM
40 -0.66113102D+04 0.0059237 0.0000009 EM
41 -0.66113063D+04 0.0038680 0.0000006 EM
42 -0.66113035D+04 0.0028360 0.0000004 EM
43 -0.66113012D+04 0.0022435 0.0000003 EM
44 -0.66112993D+04 0.0018640 0.0000003 EM
45 -0.66112977D+04 0.0015991 0.0000002 EM
46 -0.66112963D+04 0.0014019 0.0000002 EM
47 -0.66112951D+04 0.0012483 0.0000002 EM
48 -0.66112940D+04 0.0011246 0.0000002 EM
49 -0.66112929D+04 0.0010226 0.0000002 EM
50 -0.66112920D+04 0.0009372 0.0000001 EM
51 -0.66112911D+04 0.0008647 0.0000001 EM
52 -0.66112903D+04 0.0008027 0.0000001 EM
53 -0.66112896D+04 0.0007493 0.0000001 EM
54 -0.66112889D+04 0.0007030 0.0000001 EM
55 -0.66112882D+04 0.0006627 0.0000001 EM
56 -0.66112876D+04 0.0006275 0.0000001 EM
57 -0.66112870D+04 0.0005966 0.0000001 EM
58 -0.66112864D+04 0.0005695 0.0000001 EM
59 -0.66112859D+04 0.0005454 0.0000001 EM
60 -0.66112854D+04 0.0005240 0.0000001 EM
61 -0.66112849D+04 0.0005050 0.0000001 EM
62 -0.66112844D+04 0.0004880 0.0000001 EM
63 -0.66112839D+04 0.0004727 0.0000001 EM
64 -0.66112834D+04 0.0004588 0.0000001 EM
65 -0.66112830D+04 0.0004463 0.0000001 EM
66 -0.66112826D+04 0.0004349 0.0000001 EM
67 -0.66112821D+04 0.0004245 0.0000001 EM
68 -0.66112817D+04 0.0004149 0.0000001 EM
69 -0.66112813D+04 0.0004060 0.0000001 EM
70 -0.66112809D+04 0.0003978 0.0000001 EM
71 -0.66112805D+04 0.0003901 0.0000001 EM
72 -0.66112801D+04 0.0003829 0.0000001 EM
73 -0.66112798D+04 0.0003762 0.0000001 EM
74 -0.66112794D+04 0.0003698 0.0000001 EM
75 -0.66112790D+04 0.0003638 0.0000001 EM
76 -0.66112787D+04 0.0003581 0.0000001 EM
77 -0.66112783D+04 0.0003526 0.0000001 EM
78 -0.66112780D+04 0.0003473 0.0000001 EM
79 -0.66081998D+04 3.0781887 0.0004656 QN
80 -0.66078437D+04 0.3560557 0.0000539 EM
81 -0.66077128D+04 0.1309342 0.0000198 EM
82 -0.66076090D+04 0.1037826 0.0000157 EM
83 -0.66075175D+04 0.0914800 0.0000138 EM
84 -0.66074332D+04 0.0843464 0.0000128 EM
85 -0.66073540D+04 0.0792056 0.0000120 EM
86 -0.66072793D+04 0.0746850 0.0000113 EM
87 -0.66072091D+04 0.0701678 0.0000106 EM
88 -0.66071437D+04 0.0653871 0.0000099 EM
89 -0.66070835D+04 0.0602797 0.0000091 EM
90 -0.66070286D+04 0.0548956 0.0000083 EM
91 -0.66069792D+04 0.0493482 0.0000075 EM
92 -0.66069354D+04 0.0437773 0.0000066 EM
93 -0.66067350D+04 0.2004263 0.0000303 FS
94 -0.66067246D+04 0.0104084 0.0000016 FS
95 -0.66067068D+04 0.0178170 0.0000027 QN
96 -0.66067068D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
10 -0.66297993D+04 1.7183647 0.0002591 EM
11 -0.66284209D+04 1.3783894 0.0002079 EM
12 -0.66272183D+04 1.2025789 0.0001814 EM
13 -0.66260824D+04 1.1358875 0.0001714 EM
14 -0.66249424D+04 1.1400168 0.0001720 EM
15 -0.66237536D+04 1.1887542 0.0001794 EM
16 -0.66224916D+04 1.2620503 0.0001905 EM
17 -0.66211505D+04 1.3410452 0.0002025 EM
18 -0.66197460D+04 1.4045556 0.0002121 EM
19 -0.66183172D+04 1.4287726 0.0002158 EM
20 -0.66169254D+04 1.3917692 0.0002103 EM
21 -0.66156428D+04 1.2826041 0.0001938 EM
22 -0.66145339D+04 1.1089114 0.0001676 EM
23 -0.66136375D+04 0.8964512 0.0001355 EM
24 -0.66129583D+04 0.6791601 0.0001027 EM
25 -0.66124723D+04 0.4860578 0.0000735 EM
26 -0.66121394D+04 0.3328757 0.0000503 EM
27 -0.66119177D+04 0.2217303 0.0000335 EM
28 -0.66117714D+04 0.1462191 0.0000221 EM
29 -0.66116744D+04 0.0970715 0.0000147 EM
30 -0.66116086D+04 0.0657760 0.0000099 EM
31 -0.66115627D+04 0.0459101 0.0000069 EM
32 -0.66115295D+04 0.0331414 0.0000050 EM
33 -0.66115048D+04 0.0247359 0.0000037 EM
34 -0.66114858D+04 0.0190285 0.0000029 EM
35 -0.66114708D+04 0.0150220 0.0000023 EM
36 -0.66114266D+04 0.0441477 0.0000067 FS
37 -0.66113800D+04 0.0466261 0.0000071 FS
38 -0.66113336D+04 0.0463742 0.0000070 EM
39 -0.66113193D+04 0.0143333 0.0000022 EM
40 -0.66113114D+04 0.0078924 0.0000012 EM
41 -0.66113061D+04 0.0052389 0.0000008 EM
42 -0.66113022D+04 0.0039127 0.0000006 EM
43 -0.66112991D+04 0.0031339 0.0000005 EM
44 -0.66112965D+04 0.0026150 0.0000004 EM
45 -0.66112942D+04 0.0022365 0.0000003 EM
46 -0.66112923D+04 0.0019431 0.0000003 EM
47 -0.66112906D+04 0.0017065 0.0000003 EM
48 -0.66112891D+04 0.0015110 0.0000002 EM
49 -0.66112877D+04 0.0013467 0.0000002 EM
50 -0.66112865D+04 0.0012071 0.0000002 EM
51 -0.66112854D+04 0.0010877 0.0000002 EM
52 -0.66112845D+04 0.0009850 0.0000001 EM
53 -0.66112836D+04 0.0008964 0.0000001 EM
54 -0.66112827D+04 0.0008196 0.0000001 EM
55 -0.66112820D+04 0.0007531 0.0000001 EM
56 -0.66112813D+04 0.0006952 0.0000001 EM
57 -0.66112806D+04 0.0006447 0.0000001 EM
58 -0.66112800D+04 0.0006007 0.0000001 EM
59 -0.66112795D+04 0.0005622 0.0000001 EM
60 -0.66112790D+04 0.0005285 0.0000001 EM
61 -0.66112785D+04 0.0004989 0.0000001 EM
62 -0.66112780D+04 0.0004728 0.0000001 EM
63 -0.66112775D+04 0.0004497 0.0000001 EM
64 -0.66112771D+04 0.0004294 0.0000001 EM
65 -0.66112767D+04 0.0004113 0.0000001 EM
66 -0.66112763D+04 0.0003952 0.0000001 EM
67 -0.66112759D+04 0.0003808 0.0000001 EM
68 -0.66112755D+04 0.0003679 0.0000001 EM
69 -0.66112752D+04 0.0003563 0.0000001 EM
70 -0.66112748D+04 0.0003458 0.0000001 EM
71 -0.66112745D+04 0.0003363 0.0000001 EM
72 -0.66112742D+04 0.0003277 0.0000000 EM
73 -0.66112739D+04 0.0003198 0.0000000 EM
74 -0.66112736D+04 0.0003125 0.0000000 EM
75 -0.66112732D+04 0.0003059 0.0000000 EM
76 -0.66112729D+04 0.0002997 0.0000000 EM
77 -0.66082451D+04 3.0278585 0.0004580 QN
78 -0.66074601D+04 0.7849616 0.0001188 EM
79 -0.66072729D+04 0.1871937 0.0000283 EM
80 -0.66071547D+04 0.1182030 0.0000179 EM
81 -0.66070715D+04 0.0832229 0.0000126 EM
82 -0.66070081D+04 0.0634088 0.0000096 EM
83 -0.66069571D+04 0.0509823 0.0000077 EM
84 -0.66069148D+04 0.0422898 0.0000064 EM
85 -0.66068792D+04 0.0355810 0.0000054 EM
86 -0.66068492D+04 0.0300421 0.0000045 EM
87 -0.66068239D+04 0.0252983 0.0000038 EM
88 -0.66068027D+04 0.0211856 0.0000032 EM
89 -0.66067851D+04 0.0176191 0.0000027 EM
90 -0.66067705D+04 0.0145540 0.0000022 EM
91 -0.66067586D+04 0.0119437 0.0000018 EM
92 -0.66067143D+04 0.0443079 0.0000067 FS
93 -0.66067107D+04 0.0035894 0.0000005 FS
94 -0.66067084D+04 0.0023030 0.0000003 EM
95 -0.66067079D+04 0.0005264 0.0000001 EM
96 -0.66067076D+04 0.0002552 0.0000000 EM
97 -0.66067075D+04 0.0001597 0.0000000 EM
98 -0.66067073D+04 0.0001152 0.0000000 EM
99 -0.66067073D+04 0.0000894 0.0000000 EM
100 -0.66067072D+04 0.0000721 0.0000000 EM
101 -0.66067071D+04 0.0000594 0.0000000 EM
102 -0.66067068D+04 0.0003355 0.0000001 QN
103 -0.66067068D+04 0.0000000 0.0000000 EM
Beginning Time: 23:17:39
Ending Time: 23:17:41
Elapsed Time: 00:00:02
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