Exercise 6 (LPA) Data for LG.csv
File name: |
C:\Users\glen\Dropbox\SI Dropbox\Consulting\Methodology_Center_PSU\Exercises-for-Glen\Exercise 7\Latent GOLD\Exercise 6 (LPA) Data for LG.csv |
File size: |
38740 bytes |
1000 records |
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File date: |
2016-Oct-18 |
10:43:41 AM |
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Syntax: |
Exercise 6 (LPA) LG Syntax.lgs |
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LL |
BIC(LL) |
Npar |
Class.Err. |
[6A] Latent Profile Analysis (LPA) without covariate |
Syntax (1) |
-8447.0069 |
17128.8774 |
34 |
0.0762 |
[6B.1] LPA with Sex as Covariate |
Syntax (2) |
-8384.7752 |
17032.0450 |
38 |
0.0737 |
[6B.2] Perfect Indicator (with Robust standard errors) |
Syntax (3) |
-9077.4103 |
18424.2230 |
39 |
0.0737 |
[6B.2] Perfect Indicator with Knownclass (as done in Mplus) |
Syntax (4) |
-9077.4103 |
18424.2230 |
39 |
0.0737 |
[6B.3] Knownclass with variances depending on Sex |
Syntax (5) |
-9071.6926 |
18447.3264 |
44 |
0.0723 |
[6B.3] Perfect Indicator with variances depending on Sex |
Syntax (6) |
-9071.6926 |
18447.3264 |
44 |
0.0723 |
Model7 |
Syntax (7) |
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[6A] Latent Profile Analysis (LPA) without covariate - LL = -8447.0069
Syntax (1) Model |
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Number of cases |
1000 |
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Number of parameters (Npar) |
34 |
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Activated Constraints |
0 |
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Random Seed |
203212 |
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Best Start Seed |
666080 |
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Log-likelihood Statistics |
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Log-likelihood (LL) |
-8447.0069 |
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Log-prior |
0.0000 |
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Log-posterior |
-8447.0069 |
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BIC (based on LL) |
17128.8774 |
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AIC (based on LL) |
16962.0137 |
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AIC3 (based on LL) |
16996.0137 |
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CAIC (based on LL) |
17162.8774 |
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SABIC (based on LL) |
17020.8915 |
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Classification Statistics |
Cluster |
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Classification errors |
0.0762 |
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Reduction of errors (Lambda) |
0.8964 |
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Entropy R-squared |
0.8725 |
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Standard R-squared |
0.8582 |
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Classification log-likelihood |
-8644.8373 |
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Entropy |
197.8304 |
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CLC |
17289.6745 |
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AWE |
17861.4019 |
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ICL-BIC |
17524.5382 |
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Cluster Classification Table |
Modal |
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Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
242.6076 |
12.9506 |
7.4307 |
1.7165 |
0.0603 |
264.7657 |
2 |
11.9255 |
123.1710 |
7.0550 |
0.0059 |
5.8597 |
148.0171 |
3 |
9.6656 |
7.7430 |
80.7911 |
1.0445 |
0.0461 |
99.2903 |
4 |
4.0255 |
0.0084 |
0.6498 |
251.2331 |
0.0000 |
255.9168 |
5 |
0.7758 |
5.1270 |
0.0734 |
0.0000 |
226.0338 |
232.0101 |
Total |
269.0000 |
149.0000 |
96.0000 |
254.0000 |
232.0000 |
1000.0000 |
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Cluster Classification Table |
Proportional |
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Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
229.6112 |
17.7674 |
12.6915 |
4.0539 |
0.6416 |
264.7657 |
2 |
17.7674 |
111.5780 |
10.1635 |
0.0850 |
8.4232 |
148.0171 |
3 |
12.6915 |
10.1635 |
75.0474 |
1.2613 |
0.1266 |
99.2903 |
4 |
4.0539 |
0.0850 |
1.2613 |
250.5167 |
0.0000 |
255.9168 |
5 |
0.6416 |
8.4232 |
0.1266 |
0.0000 |
222.8187 |
232.0101 |
Total |
264.7657 |
148.0171 |
99.2903 |
255.9168 |
232.0101 |
1000.0000 |
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Files |
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Infile |
C:\Users\glen\Dropbox\SI Dropbox\Consulting\Methodology_Center_PSU\Exercises-for-Glen\Exercise 7\Latent GOLD\Exercise 6 (LPA) Data for LG.csv |
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Options |
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threads |
8 |
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algorithm |
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tolerance |
1e-008 |
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emtolerance |
0.01 |
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emiterations |
250 |
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nriterations |
50 |
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algorithm |
NR |
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MstepNR |
no |
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startvalues |
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seed |
0 |
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sets |
16 |
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tolerance |
1e-005 |
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iterations |
50 |
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bayes |
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categorical |
1 |
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variances |
0 |
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latent |
0 |
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poisson |
1 |
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quadrature |
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nodes |
10 |
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missing |
excludeall |
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output |
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parameters |
effect |
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standard errors |
standard |
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bivariate residuals |
marginal |
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identification |
no |
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validation LL |
no |
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sample size BIC |
1000 |
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predictionstatistics |
no |
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Variable Detail |
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Latent |
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Cluster |
Nominal |
Case |
5 |
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Dependent |
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Agreeableness |
Continuous |
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Conscientiousness |
Continuous |
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Extroversion |
Continuous |
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Neuroticism |
Continuous |
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Openness |
Continuous |
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Syntax
options
maxthreads=8;
algorithm
tolerance=1e-008 emtolerance=0.01 emiterations=250 nriterations=50 ;
startvalues
seed=0 sets=16 tolerance=1e-005 iterations=50;
bayes
categorical=1 variances=0 latent=0 poisson=1;
montecarlo
seed=0 sets=0 replicates=500 tolerance=1e-008;
quadrature nodes=10;
missing excludeall;
output
parameters=effect betaopts=wl standarderrors profile probmeans=posterior
bivariateresiduals estimatedvalues=model;
variables
dependent Agreeableness continuous, Conscientiousness continuous,
Extroversion continuous, Neuroticism continuous, Openness continuous;
latent
Cluster nominal 5;
equations
Cluster <- 1;
Agreeableness <- 1 + Cluster;
Conscientiousness <- 1 + Cluster;
Extroversion <- 1 + Cluster;
Neuroticism <- 1 + Cluster;
Openness <- 1 + Cluster;
Parameters
Regression Parameters |
term |
coef |
Wald(0) |
df |
p-value |
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Cluster(1) |
<- |
1 |
0.3457 |
61.0683 |
4 |
1.7e-12 |
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Cluster(2) |
<- |
1 |
-0.2358 |
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Cluster(3) |
<- |
1 |
-0.6351 |
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Cluster(4) |
<- |
1 |
0.3117 |
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Cluster(5) |
<- |
1 |
0.2136 |
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Agreeableness |
<- |
1 |
0.2528 |
33.2247 |
1 |
8.2e-9 |
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Agreeableness |
<- |
Cluster(1) |
-1.2397 |
2206.1475 |
4 |
9.6e-477 |
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Agreeableness |
<- |
Cluster(2) |
0.6676 |
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Agreeableness |
<- |
Cluster(3) |
0.9122 |
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Agreeableness |
<- |
Cluster(4) |
-2.2149 |
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Agreeableness |
<- |
Cluster(5) |
1.8748 |
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Conscientiousness |
<- |
1 |
0.6639 |
299.9532 |
1 |
3.4e-67 |
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Conscientiousness |
<- |
Cluster(1) |
0.3228 |
1734.3014 |
4 |
2.2e-374 |
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Conscientiousness |
<- |
Cluster(2) |
0.5576 |
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Conscientiousness |
<- |
Cluster(3) |
0.4579 |
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Conscientiousness |
<- |
Cluster(4) |
1.2436 |
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Conscientiousness |
<- |
Cluster(5) |
-2.5819 |
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Extroversion |
<- |
1 |
-0.1750 |
14.2874 |
1 |
0.00016 |
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Extroversion |
<- |
Cluster(1) |
-0.9250 |
2320.5149 |
4 |
1.5e-501 |
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Extroversion |
<- |
Cluster(2) |
1.3388 |
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Extroversion |
<- |
Cluster(3) |
-0.7624 |
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Extroversion |
<- |
Cluster(4) |
-1.8170 |
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Extroversion |
<- |
Cluster(5) |
2.1656 |
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Neuroticism |
<- |
1 |
-0.1914 |
18.6316 |
1 |
1.6e-5 |
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Neuroticism |
<- |
Cluster(1) |
-0.8364 |
2373.1348 |
4 |
5.7e-513 |
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Neuroticism |
<- |
Cluster(2) |
-0.7317 |
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Neuroticism |
<- |
Cluster(3) |
1.2338 |
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Neuroticism |
<- |
Cluster(4) |
2.1849 |
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Neuroticism |
<- |
Cluster(5) |
-1.8507 |
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Openness |
<- |
1 |
0.6427 |
332.6973 |
1 |
2.5e-74 |
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Openness |
<- |
Cluster(1) |
0.4033 |
2127.2896 |
4 |
1.2e-459 |
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Openness |
<- |
Cluster(2) |
0.5306 |
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Openness |
<- |
Cluster(3) |
0.3148 |
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Openness |
<- |
Cluster(4) |
-2.5822 |
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Openness |
<- |
Cluster(5) |
1.3335 |
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Variances |
term |
coef |
Wald(0) |
df |
p-value |
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Agreeableness |
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1.0519 |
343.4703 |
1 |
1.1e-76 |
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Conscientiousness |
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1.0549 |
448.1560 |
1 |
1.8e-99 |
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Extroversion |
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0.9854 |
362.6771 |
1 |
7.4e-81 |
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Neuroticism |
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0.9329 |
355.3287 |
1 |
2.9e-79 |
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Openness |
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0.9772 |
458.1419 |
1 |
1.2e-101 |
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Paired Comparisons
Paired Comparisons |
term |
comparison |
Wald |
df |
p-value |
Cluster |
<- |
1 |
Cluster |
1 |
2 |
16.5292 |
1 |
4.8e-5 |
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Cluster |
1 |
3 |
34.8868 |
1 |
3.5e-9 |
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Cluster |
1 |
4 |
0.1217 |
1 |
0.73 |
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Cluster |
1 |
5 |
1.7430 |
1 |
0.19 |
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Cluster |
2 |
3 |
4.3187 |
1 |
0.038 |
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Cluster |
2 |
4 |
18.5701 |
1 |
1.6e-5 |
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Cluster |
2 |
5 |
11.5775 |
1 |
0.00067 |
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Cluster |
3 |
4 |
38.8061 |
1 |
4.7e-10 |
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Cluster |
3 |
5 |
30.3377 |
1 |
3.6e-8 |
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Cluster |
4 |
5 |
1.1149 |
1 |
0.29 |
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Agreeableness |
<- |
Cluster |
Cluster |
1 |
2 |
203.0719 |
1 |
4.5e-46 |
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Cluster |
1 |
3 |
205.7078 |
1 |
1.2e-46 |
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Cluster |
1 |
4 |
87.7426 |
1 |
7.5e-21 |
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Cluster |
1 |
5 |
852.4441 |
1 |
2.1e-187 |
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Cluster |
2 |
3 |
1.8415 |
1 |
0.17 |
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Cluster |
2 |
4 |
492.9524 |
1 |
3.2e-109 |
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Cluster |
2 |
5 |
83.3887 |
1 |
6.7e-20 |
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Cluster |
3 |
4 |
442.6238 |
1 |
2.9e-98 |
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Cluster |
3 |
5 |
40.6127 |
1 |
1.9e-10 |
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Cluster |
4 |
5 |
1854.8471 |
1 |
3.1e-405 |
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Conscientiousness |
<- |
Cluster |
Cluster |
1 |
2 |
3.2911 |
1 |
0.070 |
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Cluster |
1 |
3 |
0.8655 |
1 |
0.35 |
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Cluster |
1 |
4 |
93.7339 |
1 |
3.6e-22 |
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Cluster |
1 |
5 |
818.2862 |
1 |
5.7e-180 |
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Cluster |
2 |
3 |
0.3613 |
1 |
0.55 |
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Cluster |
2 |
4 |
31.2335 |
1 |
2.3e-8 |
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Cluster |
2 |
5 |
699.0660 |
1 |
4.8e-154 |
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Cluster |
3 |
4 |
32.4992 |
1 |
1.2e-8 |
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Cluster |
3 |
5 |
452.8127 |
1 |
1.8e-100 |
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Cluster |
4 |
5 |
1497.7550 |
1 |
1.2e-327 |
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Extroversion |
<- |
Cluster |
Cluster |
1 |
2 |
318.3698 |
1 |
3.3e-71 |
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Cluster |
1 |
3 |
1.0604 |
1 |
0.30 |
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Cluster |
1 |
4 |
80.7588 |
1 |
2.6e-19 |
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Cluster |
1 |
5 |
947.3485 |
1 |
5.0e-208 |
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Cluster |
2 |
3 |
166.3418 |
1 |
4.7e-38 |
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Cluster |
2 |
4 |
567.4560 |
1 |
2.0e-125 |
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Cluster |
2 |
5 |
37.7769 |
1 |
7.9e-10 |
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Cluster |
3 |
4 |
49.1201 |
1 |
2.4e-12 |
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Cluster |
3 |
5 |
372.0656 |
1 |
6.6e-83 |
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Cluster |
4 |
5 |
1885.6729 |
1 |
6.2e-412 |
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Neuroticism |
<- |
Cluster |
Cluster |
1 |
2 |
0.6231 |
1 |
0.43 |
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Cluster |
1 |
3 |
192.9803 |
1 |
7.1e-44 |
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Cluster |
1 |
4 |
1053.0156 |
1 |
5.4e-231 |
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Cluster |
1 |
5 |
110.5961 |
1 |
7.3e-26 |
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Cluster |
2 |
3 |
144.0843 |
1 |
3.4e-33 |
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Cluster |
2 |
4 |
551.2726 |
1 |
6.7e-122 |
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Cluster |
2 |
5 |
79.0758 |
1 |
6.0e-19 |
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Cluster |
3 |
4 |
38.8513 |
1 |
4.6e-10 |
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Cluster |
3 |
5 |
400.6536 |
1 |
4.0e-89 |
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Cluster |
4 |
5 |
1991.1456 |
1 |
7.6e-435 |
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Openness |
<- |
Cluster |
Cluster |
1 |
2 |
1.1150 |
1 |
0.29 |
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Cluster |
1 |
3 |
0.3958 |
1 |
0.53 |
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Cluster |
1 |
4 |
1078.1889 |
1 |
1.8e-236 |
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Cluster |
1 |
5 |
97.7884 |
1 |
4.7e-23 |
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Cluster |
2 |
3 |
1.7681 |
1 |
0.18 |
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Cluster |
2 |
4 |
725.9831 |
1 |
6.7e-160 |
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Cluster |
2 |
5 |
45.5635 |
1 |
1.5e-11 |
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Cluster |
3 |
4 |
466.5884 |
1 |
1.8e-103 |
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Cluster |
3 |
5 |
56.2374 |
1 |
6.4e-14 |
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Cluster |
4 |
5 |
1784.2600 |
1 |
6.7e-390 |
Profile
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Cluster |
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1 |
2 |
3 |
4 |
5 |
Overall |
Size |
0.2648 |
0.1480 |
0.0993 |
0.2559 |
0.2320 |
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Agreeableness |
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Mean |
-0.9869 |
0.9204 |
1.1650 |
-1.9621 |
2.1276 |
-0.0179 |
Conscientiousness |
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Mean |
0.9867 |
1.2215 |
1.1218 |
1.9075 |
-1.9180 |
0.5966 |
Extroversion |
|
Mean |
-1.1000 |
1.1639 |
-0.9374 |
-1.9920 |
1.9907 |
-0.2600 |
Neuroticism |
|
Mean |
-1.0278 |
-0.9231 |
1.0424 |
1.9935 |
-2.0422 |
-0.2689 |
Openness |
|
Mean |
1.0460 |
1.1733 |
0.9575 |
-1.9395 |
1.9762 |
0.5078 |
ProbMeans-Posterior
|
Cluster |
|
|
|
|
|
1 |
2 |
3 |
4 |
5 |
Overall |
0.2648 |
0.1480 |
0.0993 |
0.2559 |
0.2320 |
Dependent |
|
|
|
|
|
Agreeableness |
|
|
|
|
|
-5.503 - -1.858 |
0.2971 |
0.0044 |
0.0016 |
0.6969 |
0.0000 |
-1.856 - -0.740 |
0.4829 |
0.0532 |
0.0108 |
0.4530 |
0.0001 |
-0.731 - 0.650 |
0.4389 |
0.2184 |
0.1351 |
0.1240 |
0.0836 |
0.652 - 1.785 |
0.0972 |
0.3256 |
0.2278 |
0.0056 |
0.3437 |
1.806 - 4.638 |
0.0077 |
0.1385 |
0.1211 |
0.0000 |
0.7327 |
Conscientiousness |
|
|
|
|
|
-4.337 - -1.085 |
0.0360 |
0.0069 |
0.0049 |
0.0000 |
0.9522 |
-1.029 - 0.517 |
0.3783 |
0.1599 |
0.1229 |
0.1385 |
0.2004 |
0.529 - 1.283 |
0.3877 |
0.2418 |
0.1373 |
0.2262 |
0.0070 |
1.284 - 2.051 |
0.3285 |
0.1849 |
0.1521 |
0.3342 |
0.0004 |
2.052 - 4.752 |
0.1934 |
0.1466 |
0.0792 |
0.5806 |
0.0001 |
Extroversion |
|
|
|
|
|
-4.667 - -1.981 |
0.2479 |
0.0012 |
0.0908 |
0.6601 |
0.0000 |
-1.979 - -1.006 |
0.4564 |
0.0076 |
0.1130 |
0.4228 |
0.0001 |
-1.002 - 0.177 |
0.4777 |
0.1271 |
0.2107 |
0.1607 |
0.0238 |
0.181 - 1.624 |
0.1358 |
0.3421 |
0.0806 |
0.0359 |
0.4055 |
1.627 - 5.037 |
0.0060 |
0.2620 |
0.0013 |
0.0000 |
0.7307 |
Neuroticism |
|
|
|
|
|
-4.406 - -1.927 |
0.2152 |
0.1002 |
0.0015 |
0.0000 |
0.6831 |
-1.920 - -1.087 |
0.4467 |
0.2702 |
0.0068 |
0.0005 |
0.2758 |
-1.085 - -0.0240 |
0.4951 |
0.2331 |
0.0636 |
0.0290 |
0.1793 |
-0.0140 - 1.598 |
0.1613 |
0.1329 |
0.2717 |
0.4122 |
0.0219 |
1.608 - 5.505 |
0.0056 |
0.0036 |
0.1529 |
0.8379 |
0.0000 |
Openness |
|
|
|
|
|
-4.616 - -1.214 |
0.0142 |
0.0037 |
0.0058 |
0.9763 |
0.0000 |
-1.201 - 0.443 |
0.3565 |
0.1522 |
0.1450 |
0.2946 |
0.0516 |
0.445 - 1.211 |
0.3778 |
0.2227 |
0.1620 |
0.0066 |
0.2310 |
1.212 - 2.032 |
0.3450 |
0.2237 |
0.0974 |
0.0021 |
0.3318 |
2.035 - 5.055 |
0.2304 |
0.1377 |
0.0862 |
0.0000 |
0.5457 |
Bivariate Residuals
Dependent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Agreeableness |
. |
|
|
|
|
Conscientiousness |
0.0038 |
. |
|
|
|
Extroversion |
0.5355 |
0.4108 |
. |
|
|
Neuroticism |
0.1081 |
0.2916 |
0.4105 |
. |
|
Openness |
0.1792 |
0.2373 |
2.7107 |
1.4219 |
. |
EstimatedValues-Model
|
Cluster |
|
1 |
2 |
3 |
4 |
5 |
|
0.2648 |
0.1480 |
0.0993 |
0.2559 |
0.2320 |
|
|
Agreeableness |
Cluster |
Mean |
|
|
|
|
1 |
-0.9869 |
|
|
|
|
2 |
0.9204 |
|
|
|
|
3 |
1.1650 |
|
|
|
|
4 |
-1.9621 |
|
|
|
|
5 |
2.1276 |
|
|
|
|
|
|
Conscientiousness |
Cluster |
Mean |
|
|
|
|
1 |
0.9867 |
|
|
|
|
2 |
1.2215 |
|
|
|
|
3 |
1.1218 |
|
|
|
|
4 |
1.9075 |
|
|
|
|
5 |
-1.9180 |
|
|
|
|
|
|
Extroversion |
Cluster |
Mean |
|
|
|
|
1 |
-1.1000 |
|
|
|
|
2 |
1.1639 |
|
|
|
|
3 |
-0.9374 |
|
|
|
|
4 |
-1.9920 |
|
|
|
|
5 |
1.9907 |
|
|
|
|
|
|
Neuroticism |
Cluster |
Mean |
|
|
|
|
1 |
-1.0278 |
|
|
|
|
2 |
-0.9231 |
|
|
|
|
3 |
1.0424 |
|
|
|
|
4 |
1.9935 |
|
|
|
|
5 |
-2.0422 |
|
|
|
|
|
|
Openness |
Cluster |
Mean |
|
|
|
|
1 |
1.0460 |
|
|
|
|
2 |
1.1733 |
|
|
|
|
3 |
0.9575 |
|
|
|
|
4 |
-1.9395 |
|
|
|
|
5 |
1.9762 |
|
|
|
|
[6B.1] LPA with Sex as Covariate - LL = -8384.7752
Syntax (2) Model |
|
|
|
|
|
|
|
Number of cases |
1000 |
|
|
|
|
|
Number of parameters (Npar) |
38 |
|
|
|
|
|
Activated Constraints |
0 |
|
|
|
|
|
Random Seed |
218837 |
|
|
|
|
|
Best Start Seed |
218837 |
|
|
|
|
|
|
|
|
|
|
|
|
Log-likelihood Statistics |
|
|
|
|
|
|
Log-likelihood (LL) |
-8384.7752 |
|
|
|
|
|
Log-prior |
0.0000 |
|
|
|
|
|
Log-posterior |
-8384.7752 |
|
|
|
|
|
BIC (based on LL) |
17032.0450 |
|
|
|
|
|
AIC (based on LL) |
16845.5503 |
|
|
|
|
|
AIC3 (based on LL) |
16883.5503 |
|
|
|
|
|
CAIC (based on LL) |
17070.0450 |
|
|
|
|
|
SABIC (based on LL) |
16911.3549 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Classification Statistics |
Cluster |
|
|
|
|
|
Classification errors |
0.0737 |
|
|
|
|
|
Reduction of errors (Lambda) |
0.9000 |
|
|
|
|
|
Entropy R-squared |
0.8762 |
|
|
|
|
|
Standard R-squared |
0.8623 |
|
|
|
|
|
Classification log-likelihood |
-8577.0019 |
|
|
|
|
|
Entropy |
192.2267 |
|
|
|
|
|
CLC |
17154.0037 |
|
|
|
|
|
AWE |
17792.9931 |
|
|
|
|
|
ICL-BIC |
17416.4984 |
|
|
|
|
|
|
|
|
|
|
|
|
Cluster Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
120.6344 |
14.1355 |
6.9098 |
6.2579 |
0.0200 |
147.9577 |
2 |
9.1974 |
243.5626 |
7.7644 |
0.0583 |
2.8871 |
263.4699 |
3 |
6.5984 |
9.8905 |
82.3920 |
0.0402 |
1.0021 |
99.9231 |
4 |
4.5530 |
0.8392 |
0.0742 |
226.6435 |
0.0000 |
232.1099 |
5 |
0.0168 |
2.5721 |
0.8595 |
0.0000 |
253.0908 |
256.5393 |
Total |
141.0000 |
271.0000 |
98.0000 |
233.0000 |
257.0000 |
1000.0000 |
|
|
|
|
|
|
|
Cluster Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
112.8507 |
16.9122 |
9.8179 |
8.2963 |
0.0806 |
147.9577 |
2 |
16.9122 |
229.3611 |
12.7839 |
0.6409 |
3.7718 |
263.4699 |
3 |
9.8179 |
12.7839 |
75.9846 |
0.1342 |
1.2025 |
99.9231 |
4 |
8.2963 |
0.6409 |
0.1342 |
223.0385 |
0.0000 |
232.1099 |
5 |
0.0806 |
3.7718 |
1.2025 |
0.0000 |
251.4843 |
256.5393 |
Total |
147.9577 |
263.4699 |
99.9231 |
232.1099 |
256.5393 |
1000.0000 |
|
|
|
|
|
|
|
Model Classification Statistics |
Cluster |
|
|
|
|
|
Classification errors |
0.6535 |
|
|
|
|
|
Reduction of errors (Lambda) |
0.1128 |
|
|
|
|
|
Entropy R-squared |
0.0428 |
|
|
|
|
|
Standard R-squared |
0.0368 |
|
|
|
|
|
|
|
|
|
|
|
|
Files |
|
|
|
|
|
|
Infile |
C:\Users\glen\Dropbox\SI Dropbox\Consulting\Methodology_Center_PSU\Exercises-for-Glen\Exercise 7\Latent GOLD\Exercise 6 (LPA) Data for LG.csv |
|
|
|
|
|
|
|
Options |
|
|
|
|
|
|
threads |
8 |
|
|
|
|
|
algorithm |
|
|
|
|
|
|
tolerance |
1e-008 |
|
|
|
|
|
emtolerance |
0.01 |
|
|
|
|
|
emiterations |
250 |
|
|
|
|
|
nriterations |
50 |
|
|
|
|
|
algorithm |
NR |
|
|
|
|
|
MstepNR |
no |
|
|
|
|
|
startvalues |
|
|
|
|
|
|
seed |
0 |
|
|
|
|
|
sets |
16 |
|
|
|
|
|
tolerance |
1e-005 |
|
|
|
|
|
iterations |
50 |
|
|
|
|
|
bayes |
|
|
|
|
|
|
categorical |
1 |
|
|
|
|
|
variances |
0 |
|
|
|
|
|
latent |
0 |
|
|
|
|
|
poisson |
1 |
|
|
|
|
|
quadrature |
|
|
|
|
|
|
nodes |
10 |
|
|
|
|
|
missing |
excludeall |
|
|
|
|
|
output |
|
|
|
|
|
|
parameters |
effect |
|
|
|
|
|
standard errors |
standard |
|
|
|
|
|
bivariate residuals |
marginal |
|
|
|
|
|
identification |
no |
|
|
|
|
|
validation LL |
no |
|
|
|
|
|
sample size BIC |
1000 |
|
|
|
|
|
predictionstatistics |
no |
|
|
|
|
|
|
|
|
|
|
|
|
Variable Detail |
|
|
|
|
|
|
Latent |
|
|
|
|
|
|
Cluster |
Nominal |
Case |
5 |
|
|
|
|
|
|
|
|
|
|
Dependent |
|
|
|
|
|
|
Agreeableness |
Continuous |
|
|
|
|
|
Conscientiousness |
Continuous |
|
|
|
|
|
Extroversion |
Continuous |
|
|
|
|
|
Neuroticism |
Continuous |
|
|
|
|
|
Openness |
Continuous |
|
|
|
|
|
Independent |
|
|
|
|
|
|
Sex |
Nominal |
2 |
|
|
|
|
0 |
0 |
|
|
|
|
|
1 |
1 |
|
|
|
|
|
Syntax
options
maxthreads=8;
algorithm
tolerance=1e-008 emtolerance=0.01 emiterations=250 nriterations=50 ;
startvalues
seed=0 sets=16 tolerance=1e-005 iterations=50;
bayes
categorical=1 variances=0 latent=0 poisson=1;
montecarlo
seed=0 sets=0 replicates=500 tolerance=1e-008;
quadrature nodes=10;
missing excludeall;
output
parameters=effect betaopts=wl standarderrors profile probmeans=posterior
bivariateresiduals estimatedvalues=model;
variables
dependent Agreeableness continuous, Conscientiousness continuous,
Extroversion continuous, Neuroticism continuous, Openness continuous;
independent Sex nominal;
latent
Cluster nominal 5;
equations
Cluster <- 1 + Sex;
Agreeableness <- 1 + Cluster;
Conscientiousness <- 1 + Cluster;
Extroversion <- 1 + Cluster;
Neuroticism <- 1 + Cluster;
Openness <- 1 + Cluster;
Agreeableness;
Conscientiousness;
Extroversion;
Neuroticism;
Openness;
Parameters
Regression Parameters |
term |
coef |
Wald(0) |
df |
p-value |
|
|
|
Cluster(1) |
<- |
1 |
-0.3088 |
53.8166 |
4 |
5.7e-11 |
|
|
|
Cluster(2) |
<- |
1 |
0.4109 |
|
|
|
|
|
|
Cluster(3) |
<- |
1 |
-0.5667 |
|
|
|
|
|
|
Cluster(4) |
<- |
1 |
0.2318 |
|
|
|
|
|
|
Cluster(5) |
<- |
1 |
0.2328 |
|
|
|
|
|
|
Cluster(1) |
<- |
Sex(0) |
-0.4571 |
107.1661 |
4 |
2.9e-22 |
|
|
|
Cluster(2) |
<- |
Sex(0) |
0.0767 |
|
|
|
|
|
|
Cluster(3) |
<- |
Sex(0) |
-0.0375 |
|
|
|
|
|
|
Cluster(4) |
<- |
Sex(0) |
-0.2366 |
|
|
|
|
|
|
Cluster(5) |
<- |
Sex(0) |
0.6545 |
|
|
|
|
|
|
Cluster(1) |
<- |
Sex(1) |
0.4571 |
|
|
|
|
|
|
Cluster(2) |
<- |
Sex(1) |
-0.0767 |
|
|
|
|
|
|
Cluster(3) |
<- |
Sex(1) |
0.0375 |
|
|
|
|
|
|
Cluster(4) |
<- |
Sex(1) |
0.2366 |
|
|
|
|
|
|
Cluster(5) |
<- |
Sex(1) |
-0.6545 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Agreeableness |
<- |
1 |
0.2514 |
33.3461 |
1 |
7.7e-9 |
|
|
|
Agreeableness |
<- |
Cluster(1) |
0.6731 |
2226.3830 |
4 |
3.9e-481 |
|
|
|
Agreeableness |
<- |
Cluster(2) |
-1.2403 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(3) |
0.9055 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(4) |
1.8758 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(5) |
-2.2141 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
<- |
1 |
0.6639 |
301.6611 |
1 |
1.4e-67 |
|
|
|
Conscientiousness |
<- |
Cluster(1) |
0.5701 |
1741.0319 |
4 |
7.6e-376 |
|
|
|
Conscientiousness |
<- |
Cluster(2) |
0.3169 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(3) |
0.4509 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(4) |
-2.5809 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(5) |
1.2430 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
<- |
1 |
-0.1756 |
15.1313 |
1 |
0.00010 |
|
|
|
Extroversion |
<- |
Cluster(1) |
1.3345 |
2312.0575 |
4 |
1.0e-499 |
|
|
|
Extroversion |
<- |
Cluster(2) |
-0.9223 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(3) |
-0.7656 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(4) |
2.1674 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(5) |
-1.8139 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
<- |
1 |
-0.1934 |
19.7154 |
1 |
9.0e-6 |
|
|
|
Neuroticism |
<- |
Cluster(1) |
-0.7191 |
2376.7809 |
4 |
9.2e-514 |
|
|
|
Neuroticism |
<- |
Cluster(2) |
-0.8479 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(3) |
1.2314 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(4) |
-1.8475 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(5) |
2.1831 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Openness |
<- |
1 |
0.6429 |
335.5727 |
1 |
5.9e-75 |
|
|
|
Openness |
<- |
Cluster(1) |
0.5285 |
2138.8402 |
4 |
3.9e-462 |
|
|
|
Openness |
<- |
Cluster(2) |
0.4100 |
|
|
|
|
|
|
Openness |
<- |
Cluster(3) |
0.3060 |
|
|
|
|
|
|
Openness |
<- |
Cluster(4) |
1.3350 |
|
|
|
|
|
|
Openness |
<- |
Cluster(5) |
-2.5795 |
|
|
|
|
|
|
|
Variances |
term |
coef |
Wald(0) |
df |
p-value |
|
|
|
Agreeableness |
|
|
1.0491 |
350.1158 |
1 |
4.0e-78 |
|
|
|
Conscientiousness |
|
|
1.0545 |
449.4883 |
1 |
9.3e-100 |
|
|
|
Extroversion |
|
|
0.9873 |
363.6595 |
1 |
4.5e-81 |
|
|
|
Neuroticism |
|
|
0.9323 |
355.0966 |
1 |
3.3e-79 |
|
|
|
Openness |
|
|
0.9751 |
460.6176 |
1 |
3.5e-102 |
|
|
|
Paired Comparisons
Paired Comparisons |
term |
comparison |
Wald |
df |
p-value |
Cluster |
<- |
1 |
Cluster |
1 |
2 |
21.2001 |
1 |
4.1e-6 |
|
|
|
Cluster |
1 |
3 |
1.6424 |
1 |
0.20 |
|
|
|
Cluster |
1 |
4 |
13.2374 |
1 |
0.00027 |
|
|
|
Cluster |
1 |
5 |
13.6402 |
1 |
0.00022 |
|
|
|
Cluster |
2 |
3 |
35.2140 |
1 |
3.0e-9 |
|
|
|
Cluster |
2 |
4 |
3.0739 |
1 |
0.080 |
|
|
|
Cluster |
2 |
5 |
2.9281 |
1 |
0.087 |
|
|
|
Cluster |
3 |
4 |
26.8992 |
1 |
2.1e-7 |
|
|
|
Cluster |
3 |
5 |
26.5442 |
1 |
2.6e-7 |
|
|
|
Cluster |
4 |
5 |
0.0001 |
1 |
0.99 |
Cluster |
<- |
Sex |
Cluster |
1 |
2 |
15.0690 |
1 |
0.00010 |
|
|
|
Cluster |
1 |
3 |
5.9809 |
1 |
0.014 |
|
|
|
Cluster |
1 |
4 |
2.5649 |
1 |
0.11 |
|
|
|
Cluster |
1 |
5 |
66.8697 |
1 |
2.9e-16 |
|
|
|
Cluster |
2 |
3 |
0.6667 |
1 |
0.41 |
|
|
|
Cluster |
2 |
4 |
10.3547 |
1 |
0.0013 |
|
|
|
Cluster |
2 |
5 |
33.3271 |
1 |
7.8e-9 |
|
|
|
Cluster |
3 |
4 |
2.1208 |
1 |
0.15 |
|
|
|
Cluster |
3 |
5 |
24.8336 |
1 |
6.3e-7 |
|
|
|
Cluster |
4 |
5 |
76.4548 |
1 |
2.3e-18 |
|
Agreeableness |
<- |
Cluster |
Cluster |
1 |
2 |
209.8241 |
1 |
1.5e-47 |
|
|
|
Cluster |
1 |
3 |
1.7030 |
1 |
0.19 |
|
|
|
Cluster |
1 |
4 |
85.0017 |
1 |
3.0e-20 |
|
|
|
Cluster |
1 |
5 |
508.7771 |
1 |
1.2e-112 |
|
|
|
Cluster |
2 |
3 |
207.4036 |
1 |
5.1e-47 |
|
|
|
Cluster |
2 |
4 |
862.6964 |
1 |
1.3e-189 |
|
|
|
Cluster |
2 |
5 |
88.4824 |
1 |
5.1e-21 |
|
|
|
Cluster |
3 |
4 |
41.6927 |
1 |
1.1e-10 |
|
|
|
Cluster |
3 |
5 |
445.5258 |
1 |
6.8e-99 |
|
|
|
Cluster |
4 |
5 |
1867.1873 |
1 |
6.5e-408 |
|
Conscientiousness |
<- |
Cluster |
Cluster |
1 |
2 |
3.8994 |
1 |
0.048 |
|
|
|
Cluster |
1 |
3 |
0.5269 |
1 |
0.47 |
|
|
|
Cluster |
1 |
4 |
712.9110 |
1 |
4.7e-157 |
|
|
|
Cluster |
1 |
5 |
30.5440 |
1 |
3.3e-8 |
|
|
|
Cluster |
2 |
3 |
0.8599 |
1 |
0.35 |
|
|
|
Cluster |
2 |
4 |
816.9732 |
1 |
1.1e-179 |
|
|
|
Cluster |
2 |
5 |
95.2015 |
1 |
1.7e-22 |
|
|
|
Cluster |
3 |
4 |
456.0503 |
1 |
3.5e-101 |
|
|
|
Cluster |
3 |
5 |
33.4310 |
1 |
7.4e-9 |
|
|
|
Cluster |
4 |
5 |
1504.7925 |
1 |
3.6e-329 |
|
Extroversion |
<- |
Cluster |
Cluster |
1 |
2 |
315.4428 |
1 |
1.4e-70 |
|
|
|
Cluster |
1 |
3 |
167.4787 |
1 |
2.6e-38 |
|
|
|
Cluster |
1 |
4 |
38.9095 |
1 |
4.4e-10 |
|
|
|
Cluster |
1 |
5 |
573.4746 |
1 |
9.9e-127 |
|
|
|
Cluster |
2 |
3 |
1.0188 |
1 |
0.31 |
|
|
|
Cluster |
2 |
4 |
961.2683 |
1 |
4.7e-211 |
|
|
|
Cluster |
2 |
5 |
82.3842 |
1 |
1.1e-19 |
|
|
|
Cluster |
3 |
4 |
387.3056 |
1 |
3.2e-86 |
|
|
|
Cluster |
3 |
5 |
50.3262 |
1 |
1.3e-12 |
|
|
|
Cluster |
4 |
5 |
1887.0940 |
1 |
3.1e-412 |
|
Neuroticism |
<- |
Cluster |
Cluster |
1 |
2 |
0.9809 |
1 |
0.32 |
|
|
|
Cluster |
1 |
3 |
143.5961 |
1 |
4.4e-33 |
|
|
|
Cluster |
1 |
4 |
83.2384 |
1 |
7.3e-20 |
|
|
|
Cluster |
1 |
5 |
567.6747 |
1 |
1.8e-125 |
|
|
|
Cluster |
2 |
3 |
200.2987 |
1 |
1.8e-45 |
|
|
|
Cluster |
2 |
4 |
107.3495 |
1 |
3.7e-25 |
|
|
|
Cluster |
2 |
5 |
1058.7981 |
1 |
3.0e-232 |
|
|
|
Cluster |
3 |
4 |
409.0489 |
1 |
5.9e-91 |
|
|
|
Cluster |
3 |
5 |
39.9828 |
1 |
2.6e-10 |
|
|
|
Cluster |
4 |
5 |
1992.5215 |
1 |
3.8e-435 |
|
Openness |
<- |
Cluster |
Cluster |
1 |
2 |
0.9787 |
1 |
0.32 |
|
|
|
Cluster |
1 |
3 |
1.8891 |
1 |
0.17 |
|
|
|
Cluster |
1 |
4 |
46.3264 |
1 |
1.0e-11 |
|
|
|
Cluster |
1 |
5 |
730.0092 |
1 |
8.9e-161 |
|
|
|
Cluster |
2 |
3 |
0.5476 |
1 |
0.46 |
|
|
|
Cluster |
2 |
4 |
97.0911 |
1 |
6.6e-23 |
|
|
|
Cluster |
2 |
5 |
1084.6641 |
1 |
7.1e-238 |
|
|
|
Cluster |
3 |
4 |
57.6681 |
1 |
3.1e-14 |
|
|
|
Cluster |
3 |
5 |
465.7245 |
1 |
2.7e-103 |
|
|
|
Cluster |
4 |
5 |
1794.3988 |
1 |
4.2e-392 |
Profile
|
Cluster |
|
|
|
|
|
|
1 |
2 |
3 |
4 |
5 |
Overall |
Size |
0.1480 |
0.2635 |
0.0999 |
0.2321 |
0.2565 |
|
Agreeableness |
|
Mean |
0.9245 |
-0.9889 |
1.1569 |
2.1272 |
-1.9627 |
-0.0179 |
Conscientiousness |
|
Mean |
1.2340 |
0.9807 |
1.1148 |
-1.9171 |
1.9068 |
0.5966 |
Extroversion |
|
Mean |
1.1589 |
-1.0980 |
-0.9413 |
1.9917 |
-1.9896 |
-0.2600 |
Neuroticism |
|
Mean |
-0.9124 |
-1.0412 |
1.0380 |
-2.0409 |
1.9897 |
-0.2689 |
Openness |
|
Mean |
1.1714 |
1.0529 |
0.9489 |
1.9779 |
-1.9366 |
0.5078 |
ProbMeans-Posterior
|
Cluster |
|
|
|
|
|
1 |
2 |
3 |
4 |
5 |
Overall |
0.1480 |
0.2635 |
0.0999 |
0.2321 |
0.2565 |
Dependent |
|
|
|
|
|
Agreeableness |
|
|
|
|
|
-5.503 - -1.858 |
0.0046 |
0.2948 |
0.0016 |
0.0000 |
0.6990 |
-1.856 - -0.740 |
0.0538 |
0.4805 |
0.0109 |
0.0000 |
0.4548 |
-0.731 - 0.650 |
0.2164 |
0.4394 |
0.1371 |
0.0836 |
0.1234 |
0.652 - 1.785 |
0.3259 |
0.0959 |
0.2290 |
0.3438 |
0.0054 |
1.806 - 4.638 |
0.1391 |
0.0068 |
0.1209 |
0.7331 |
0.0001 |
Conscientiousness |
|
|
|
|
|
-4.337 - -1.085 |
0.0064 |
0.0366 |
0.0048 |
0.9521 |
0.0000 |
-1.029 - 0.517 |
0.1569 |
0.3768 |
0.1254 |
0.2013 |
0.1395 |
0.529 - 1.283 |
0.2402 |
0.3884 |
0.1385 |
0.0065 |
0.2264 |
1.284 - 2.051 |
0.1868 |
0.3247 |
0.1519 |
0.0003 |
0.3363 |
2.052 - 4.752 |
0.1495 |
0.1908 |
0.0791 |
0.0002 |
0.5805 |
Extroversion |
|
|
|
|
|
-4.667 - -1.981 |
0.0013 |
0.2459 |
0.0924 |
0.0000 |
0.6604 |
-1.979 - -1.006 |
0.0084 |
0.4535 |
0.1133 |
0.0001 |
0.4248 |
-1.002 - 0.177 |
0.1263 |
0.4761 |
0.2128 |
0.0237 |
0.1611 |
0.181 - 1.624 |
0.3438 |
0.1359 |
0.0796 |
0.4043 |
0.0364 |
1.627 - 5.037 |
0.2600 |
0.0060 |
0.0015 |
0.7324 |
0.0000 |
Neuroticism |
|
|
|
|
|
-4.406 - -1.927 |
0.0962 |
0.2193 |
0.0016 |
0.6829 |
0.0000 |
-1.920 - -1.087 |
0.2712 |
0.4457 |
0.0065 |
0.2760 |
0.0006 |
-1.085 - -0.0240 |
0.2369 |
0.4895 |
0.0645 |
0.1794 |
0.0297 |
-0.0140 - 1.598 |
0.1311 |
0.1581 |
0.2744 |
0.0223 |
0.4142 |
1.608 - 5.505 |
0.0044 |
0.0048 |
0.1526 |
0.0000 |
0.8381 |
Openness |
|
|
|
|
|
-4.616 - -1.214 |
0.0033 |
0.0136 |
0.0061 |
0.0000 |
0.9771 |
-1.201 - 0.443 |
0.1538 |
0.3526 |
0.1453 |
0.0512 |
0.2971 |
0.445 - 1.211 |
0.2238 |
0.3738 |
0.1656 |
0.2309 |
0.0059 |
1.212 - 2.032 |
0.2223 |
0.3461 |
0.0976 |
0.3313 |
0.0026 |
2.035 - 5.055 |
0.1367 |
0.2312 |
0.0849 |
0.5471 |
0.0000 |
Independent |
|
|
|
|
|
Sex |
|
|
|
|
|
0 |
0.0767 |
0.2685 |
0.0901 |
0.1641 |
0.4005 |
1 |
0.2148 |
0.2587 |
0.1091 |
0.2959 |
0.1215 |
Bivariate Residuals
Dependent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Agreeableness |
. |
|
|
|
|
Conscientiousness |
0.0142 |
. |
|
|
|
Extroversion |
0.5544 |
0.2832 |
. |
|
|
Neuroticism |
0.1777 |
0.2466 |
0.2262 |
. |
|
Openness |
0.1977 |
0.2936 |
2.6581 |
1.6389 |
. |
Independent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Sex |
0.0303 |
0.8333 |
1.4470 |
0.6334 |
0.2905 |
EstimatedValues-Model
|
Cluster |
Sex |
1 |
2 |
3 |
4 |
5 |
0 |
0.0767 |
0.2685 |
0.0901 |
0.1641 |
0.4005 |
1 |
0.2148 |
0.2587 |
0.1091 |
0.2959 |
0.1215 |
|
|
Agreeableness |
Cluster |
Mean |
|
|
|
|
1 |
0.9245 |
|
|
|
|
2 |
-0.9889 |
|
|
|
|
3 |
1.1569 |
|
|
|
|
4 |
2.1272 |
|
|
|
|
5 |
-1.9627 |
|
|
|
|
|
|
Conscientiousness |
Cluster |
Mean |
|
|
|
|
1 |
1.2340 |
|
|
|
|
2 |
0.9807 |
|
|
|
|
3 |
1.1148 |
|
|
|
|
4 |
-1.9171 |
|
|
|
|
5 |
1.9068 |
|
|
|
|
|
|
Extroversion |
Cluster |
Mean |
|
|
|
|
1 |
1.1589 |
|
|
|
|
2 |
-1.0980 |
|
|
|
|
3 |
-0.9413 |
|
|
|
|
4 |
1.9917 |
|
|
|
|
5 |
-1.9896 |
|
|
|
|
|
|
Neuroticism |
Cluster |
Mean |
|
|
|
|
1 |
-0.9124 |
|
|
|
|
2 |
-1.0412 |
|
|
|
|
3 |
1.0380 |
|
|
|
|
4 |
-2.0409 |
|
|
|
|
5 |
1.9897 |
|
|
|
|
|
|
Openness |
Cluster |
Mean |
|
|
|
|
1 |
1.1714 |
|
|
|
|
2 |
1.0529 |
|
|
|
|
3 |
0.9489 |
|
|
|
|
4 |
1.9779 |
|
|
|
|
5 |
-1.9366 |
|
|
|
|
[6B.2] Perfect Indicator (with Robust standard errors) - LL = -9077.4103
Syntax (3) Model |
|
|
|
|
|
|
|
Number of cases |
1000 |
|
|
|
|
|
Number of parameters (Npar) |
39 |
|
|
|
|
|
Activated Constraints |
0 |
|
|
|
|
|
Robustness Effect |
1.0023 |
|
|
|
|
|
Random Seed |
234462 |
|
|
|
|
|
Best Start Seed |
789586 |
|
|
|
|
|
|
|
|
|
|
|
|
Log-likelihood Statistics |
|
|
|
|
|
|
Log-likelihood (LL) |
-9077.4103 |
|
|
|
|
|
Log-prior |
0.0000 |
|
|
|
|
|
Log-posterior |
-9077.4103 |
|
|
|
|
|
BIC (based on LL) |
18424.2230 |
|
|
|
|
|
AIC (based on LL) |
18232.8205 |
|
|
|
|
|
AIC3 (based on LL) |
18271.8205 |
|
|
|
|
|
CAIC (based on LL) |
18463.2230 |
|
|
|
|
|
SABIC (based on LL) |
18300.3568 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Classification Statistics |
Cluster |
Group |
|
|
|
|
Classification errors |
0.0737 |
-0.0000 |
|
|
|
|
Reduction of errors (Lambda) |
0.9000 |
1.0000 |
|
|
|
|
Entropy R-squared |
0.8762 |
1.0000 |
|
|
|
|
Standard R-squared |
0.8623 |
1.0000 |
|
|
|
|
Classification log-likelihood |
-9269.6370 |
|
|
|
|
|
Entropy |
192.2267 |
|
|
|
|
|
CLC |
18539.2739 |
|
|
|
|
|
AWE |
19195.0788 |
|
|
|
|
|
ICL-BIC |
18808.6764 |
|
|
|
|
|
|
|
|
|
|
|
|
Cluster Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
243.5626 |
0.0583 |
2.8871 |
9.1974 |
7.7644 |
263.4699 |
2 |
0.8392 |
226.6435 |
0.0000 |
4.5530 |
0.0742 |
232.1099 |
3 |
2.5721 |
0.0000 |
253.0908 |
0.0168 |
0.8595 |
256.5393 |
4 |
14.1355 |
6.2579 |
0.0200 |
120.6344 |
6.9098 |
147.9577 |
5 |
9.8905 |
0.0402 |
1.0021 |
6.5984 |
82.3920 |
99.9231 |
Total |
271.0000 |
233.0000 |
257.0000 |
141.0000 |
98.0000 |
1000.0000 |
|
|
|
|
|
|
|
Cluster Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
229.3611 |
0.6409 |
3.7718 |
16.9122 |
12.7839 |
263.4699 |
2 |
0.6409 |
223.0385 |
0.0000 |
8.2963 |
0.1342 |
232.1099 |
3 |
3.7718 |
0.0000 |
251.4843 |
0.0806 |
1.2025 |
256.5393 |
4 |
16.9122 |
8.2963 |
0.0806 |
112.8507 |
9.8179 |
147.9577 |
5 |
12.7839 |
0.1342 |
1.2025 |
9.8179 |
75.9846 |
99.9231 |
Total |
263.4699 |
232.1099 |
256.5393 |
147.9577 |
99.9231 |
1000.0000 |
|
|
|
|
|
|
|
Group Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
Total |
|
|
|
1 |
484.0000 |
0.0000 |
484.0000 |
|
|
|
2 |
0.0000 |
516.0000 |
516.0000 |
|
|
|
Total |
484.0000 |
516.0000 |
1000.0000 |
|
|
|
|
|
|
|
|
|
|
Group Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
Total |
|
|
|
1 |
484.0000 |
0.0000 |
484.0000 |
|
|
|
2 |
0.0000 |
516.0000 |
516.0000 |
|
|
|
Total |
484.0000 |
516.0000 |
1000.0000 |
|
|
|
|
|
|
|
|
|
|
Files |
|
|
|
|
|
|
Infile |
C:\Users\glen\Dropbox\SI Dropbox\Consulting\Methodology_Center_PSU\Exercises-for-Glen\Exercise 7\Latent GOLD\Exercise 6 (LPA) Data for LG.csv |
|
|
|
|
|
|
|
Options |
|
|
|
|
|
|
threads |
8 |
|
|
|
|
|
algorithm |
|
|
|
|
|
|
tolerance |
1e-008 |
|
|
|
|
|
emtolerance |
0.01 |
|
|
|
|
|
emiterations |
250 |
|
|
|
|
|
nriterations |
50 |
|
|
|
|
|
algorithm |
NR |
|
|
|
|
|
MstepNR |
no |
|
|
|
|
|
startvalues |
|
|
|
|
|
|
seed |
0 |
|
|
|
|
|
sets |
16 |
|
|
|
|
|
tolerance |
1e-005 |
|
|
|
|
|
iterations |
50 |
|
|
|
|
|
bayes |
|
|
|
|
|
|
categorical |
1 |
|
|
|
|
|
variances |
0 |
|
|
|
|
|
latent |
0 |
|
|
|
|
|
poisson |
1 |
|
|
|
|
|
quadrature |
|
|
|
|
|
|
nodes |
10 |
|
|
|
|
|
missing |
excludeall |
|
|
|
|
|
output |
|
|
|
|
|
|
parameters |
effect |
|
|
|
|
|
standard errors |
robust |
|
|
|
|
|
bivariate residuals |
marginal |
|
|
|
|
|
identification |
no |
|
|
|
|
|
validation LL |
no |
|
|
|
|
|
sample size BIC |
1000 |
|
|
|
|
|
predictionstatistics |
no |
|
|
|
|
|
|
|
|
|
|
|
|
Variable Detail |
|
|
|
|
|
|
Latent |
|
|
|
|
|
|
Cluster |
Nominal |
Case |
5 |
|
|
|
Group |
Nominal |
Case |
2 |
|
|
|
|
|
|
|
|
|
|
Dependent |
|
|
|
|
|
|
Agreeableness |
Continuous |
|
|
|
|
|
Conscientiousness |
Continuous |
|
|
|
|
|
Extroversion |
Continuous |
|
|
|
|
|
Neuroticism |
Continuous |
|
|
|
|
|
Openness |
Continuous |
|
|
|
|
|
Sex |
Nominal |
2 |
|
|
|
|
0 |
0 |
|
|
|
|
|
1 |
1 |
|
|
|
|
|
Syntax
options
maxthreads=8;
algorithm
tolerance=1e-008 emtolerance=0.01 emiterations=250 nriterations=50 ;
startvalues
seed=0 sets=16 tolerance=1e-005 iterations=50;
bayes
categorical=1 variances=0 latent=0 poisson=1;
montecarlo
seed=0 sets=0 replicates=500 tolerance=1e-008;
quadrature nodes=10;
missing excludeall;
output
parameters=effect betaopts=wl standarderrors=robust profile probmeans=posterior
bivariateresiduals estimatedvalues=model;
variables
dependent Agreeableness continuous, Conscientiousness continuous,
Extroversion continuous, Neuroticism continuous, Openness continuous, Sex nominal;
latent
Cluster nominal 5, Group nominal 2;
equations
Group <- 1;
Cluster <- 1 + Group;
Sex <- (b~wei) Group;
Agreeableness <- 1 + Cluster;
Conscientiousness <- 1 + Cluster;
Extroversion <- 1 + Cluster;
Neuroticism <- 1 + Cluster;
Openness <- 1 + Cluster;
Agreeableness;
Conscientiousness;
Extroversion;
Neuroticism;
Openness;
b ={1 0 0 1};
Parameters
Regression Parameters |
term |
coef |
s.e. |
Wald(0) |
df |
p-value |
|
|
|
Cluster(1) |
<- |
1 |
0.4109 |
0.0773 |
53.8035 |
4 |
5.8e-11 |
|
|
|
Cluster(2) |
<- |
1 |
0.2318 |
0.0687 |
|
|
|
|
|
|
Cluster(3) |
<- |
1 |
0.2328 |
0.0691 |
|
|
|
|
|
|
Cluster(4) |
<- |
1 |
-0.3088 |
0.1105 |
|
|
|
|
|
|
Cluster(5) |
<- |
1 |
-0.5667 |
0.1199 |
|
|
|
|
|
|
Cluster(1) |
<- |
Group(1) |
0.0767 |
0.0683 |
107.7342 |
4 |
2.2e-22 |
|
|
|
Cluster(1) |
<- |
Group(2) |
-0.0767 |
0.0683 |
|
|
|
|
|
|
Cluster(2) |
<- |
Group(1) |
-0.2366 |
0.0673 |
|
|
|
|
|
|
Cluster(2) |
<- |
Group(2) |
0.2366 |
0.0673 |
|
|
|
|
|
|
Cluster(3) |
<- |
Group(1) |
0.6545 |
0.0684 |
|
|
|
|
|
|
Cluster(3) |
<- |
Group(2) |
-0.6545 |
0.0684 |
|
|
|
|
|
|
Cluster(4) |
<- |
Group(1) |
-0.4571 |
0.1008 |
|
|
|
|
|
|
Cluster(4) |
<- |
Group(2) |
0.4571 |
0.1008 |
|
|
|
|
|
|
Cluster(5) |
<- |
Group(1) |
-0.0375 |
0.1022 |
|
|
|
|
|
|
Cluster(5) |
<- |
Group(2) |
0.0375 |
0.1022 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Group(1) |
<- |
1 |
-0.0320 |
0.0317 |
1.0226 |
1 |
0.31 |
|
|
|
Group(2) |
<- |
1 |
0.0320 |
0.0317 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Agreeableness |
<- |
1 |
0.2514 |
0.0434 |
33.4870 |
1 |
7.2e-9 |
|
|
|
Agreeableness |
<- |
Cluster(1) |
-1.2403 |
0.0796 |
2325.6786 |
4 |
1.1e-502 |
|
|
|
Agreeableness |
<- |
Cluster(2) |
1.8758 |
0.0674 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(3) |
-2.2141 |
0.0641 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(4) |
0.6731 |
0.1013 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(5) |
0.9055 |
0.1055 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
<- |
1 |
0.6639 |
0.0367 |
327.5289 |
1 |
3.3e-73 |
|
|
|
Conscientiousness |
<- |
Cluster(1) |
0.3169 |
0.0700 |
1864.3151 |
4 |
1.4e-402 |
|
|
|
Conscientiousness |
<- |
Cluster(2) |
-2.5809 |
0.0628 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(3) |
1.2430 |
0.0663 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(4) |
0.5701 |
0.0831 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(5) |
0.4509 |
0.0998 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
<- |
1 |
-0.1756 |
0.0474 |
13.7075 |
1 |
0.00021 |
|
|
|
Extroversion |
<- |
Cluster(1) |
-0.9223 |
0.0748 |
2450.4706 |
4 |
9.5e-530 |
|
|
|
Extroversion |
<- |
Cluster(2) |
2.1674 |
0.0675 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(3) |
-1.8139 |
0.0686 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(4) |
1.3345 |
0.0954 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(5) |
-0.7656 |
0.1235 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
<- |
1 |
-0.1934 |
0.0440 |
19.2841 |
1 |
1.1e-5 |
|
|
|
Neuroticism |
<- |
Cluster(1) |
-0.8479 |
0.0678 |
2276.1001 |
4 |
6.4e-492 |
|
|
|
Neuroticism |
<- |
Cluster(2) |
-1.8475 |
0.0663 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(3) |
2.1831 |
0.0661 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(4) |
-0.7191 |
0.0907 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(5) |
1.2314 |
0.1196 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Openness |
<- |
1 |
0.6429 |
0.0348 |
341.3138 |
1 |
3.3e-76 |
|
|
|
Openness |
<- |
Cluster(1) |
0.4100 |
0.0657 |
2074.8909 |
4 |
2.9e-448 |
|
|
|
Openness |
<- |
Cluster(2) |
1.3350 |
0.0635 |
|
|
|
|
|
|
Openness |
<- |
Cluster(3) |
-2.5795 |
0.0607 |
|
|
|
|
|
|
Openness |
<- |
Cluster(4) |
0.5285 |
0.0808 |
|
|
|
|
|
|
Openness |
<- |
Cluster(5) |
0.3060 |
0.1060 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Sex(0) |
<- |
Group(1) |
1.0000 |
. |
|
|
|
|
|
|
Sex(1) |
<- |
Group(1) |
0.0000 |
. |
|
|
|
|
|
|
Sex(0) |
<- |
Group(2) |
0.0000 |
. |
|
|
|
|
|
|
Sex(1) |
<- |
Group(2) |
1.0000 |
. |
|
|
|
|
|
|
|
Variances |
term |
coef |
s.e. |
Wald(0) |
df |
p-value |
|
|
|
Agreeableness |
|
|
1.0491 |
0.0589 |
317.6795 |
1 |
4.6e-71 |
|
|
|
Conscientiousness |
|
|
1.0545 |
0.0479 |
485.5931 |
1 |
1.3e-107 |
|
|
|
Extroversion |
|
|
0.9873 |
0.0525 |
354.2545 |
1 |
5.0e-79 |
|
|
|
Neuroticism |
|
|
0.9323 |
0.0504 |
341.5176 |
1 |
3.0e-76 |
|
|
|
Openness |
|
|
0.9751 |
0.0450 |
469.6440 |
1 |
3.8e-104 |
|
|
|
Paired Comparisons
Paired Comparisons |
term |
comparison |
Wald |
df |
p-value |
Cluster |
<- |
1 |
Cluster |
1 |
2 |
3.0477 |
1 |
0.081 |
|
|
|
Cluster |
1 |
3 |
2.9121 |
1 |
0.088 |
|
|
|
Cluster |
1 |
4 |
22.3776 |
1 |
2.2e-6 |
|
|
|
Cluster |
1 |
5 |
34.8621 |
1 |
3.5e-9 |
|
|
|
Cluster |
2 |
3 |
0.0001 |
1 |
0.99 |
|
|
|
Cluster |
2 |
4 |
14.0018 |
1 |
0.00018 |
|
|
|
Cluster |
2 |
5 |
26.7767 |
1 |
2.3e-7 |
|
|
|
Cluster |
3 |
4 |
14.3470 |
1 |
0.00015 |
|
|
|
Cluster |
3 |
5 |
26.4715 |
1 |
2.7e-7 |
|
|
|
Cluster |
4 |
5 |
1.7215 |
1 |
0.19 |
Cluster |
<- |
Group |
Cluster |
1 |
2 |
10.3817 |
1 |
0.0013 |
|
|
|
Cluster |
1 |
3 |
33.3643 |
1 |
7.6e-9 |
|
|
|
Cluster |
1 |
4 |
15.0249 |
1 |
0.00011 |
|
|
|
Cluster |
1 |
5 |
0.6717 |
1 |
0.41 |
|
|
|
Cluster |
2 |
3 |
76.4043 |
1 |
2.3e-18 |
|
|
|
Cluster |
2 |
4 |
2.6027 |
1 |
0.11 |
|
|
|
Cluster |
2 |
5 |
2.1278 |
1 |
0.14 |
|
|
|
Cluster |
3 |
4 |
67.8834 |
1 |
1.7e-16 |
|
|
|
Cluster |
3 |
5 |
24.9034 |
1 |
6.0e-7 |
|
|
|
Cluster |
4 |
5 |
5.9872 |
1 |
0.014 |
|
|
|
Group |
1 |
2 |
107.7342 |
4 |
2.2e-22 |
|
Group |
<- |
1 |
Group |
1 |
2 |
1.0226 |
1 |
0.31 |
|
Agreeableness |
<- |
Cluster |
Cluster |
1 |
2 |
760.6966 |
1 |
1.9e-167 |
|
|
|
Cluster |
1 |
3 |
78.8977 |
1 |
6.5e-19 |
|
|
|
Cluster |
1 |
4 |
170.2976 |
1 |
6.4e-39 |
|
|
|
Cluster |
1 |
5 |
211.8179 |
1 |
5.5e-48 |
|
|
|
Cluster |
2 |
3 |
2021.0907 |
1 |
2.4e-441 |
|
|
|
Cluster |
2 |
4 |
80.6625 |
1 |
2.7e-19 |
|
|
|
Cluster |
2 |
5 |
46.8932 |
1 |
7.5e-12 |
|
|
|
Cluster |
3 |
4 |
482.1886 |
1 |
7.1e-107 |
|
|
|
Cluster |
3 |
5 |
504.3685 |
1 |
1.1e-111 |
|
|
|
Cluster |
4 |
5 |
1.7483 |
1 |
0.19 |
|
Conscientiousness |
<- |
Cluster |
Cluster |
1 |
2 |
857.3716 |
1 |
1.8e-188 |
|
|
|
Cluster |
1 |
3 |
85.8376 |
1 |
2.0e-20 |
|
|
|
Cluster |
1 |
4 |
4.2786 |
1 |
0.039 |
|
|
|
Cluster |
1 |
5 |
0.9045 |
1 |
0.34 |
|
|
|
Cluster |
2 |
3 |
1485.0185 |
1 |
7.0e-325 |
|
|
|
Cluster |
2 |
4 |
826.7399 |
1 |
8.3e-182 |
|
|
|
Cluster |
2 |
5 |
505.7103 |
1 |
5.4e-112 |
|
|
|
Cluster |
3 |
4 |
32.2942 |
1 |
1.3e-8 |
|
|
|
Cluster |
3 |
5 |
34.3567 |
1 |
4.6e-9 |
|
|
|
Cluster |
4 |
5 |
0.6014 |
1 |
0.44 |
|
Extroversion |
<- |
Cluster |
Cluster |
1 |
2 |
1006.4083 |
1 |
7.3e-221 |
|
|
|
Cluster |
1 |
3 |
81.6601 |
1 |
1.6e-19 |
|
|
|
Cluster |
1 |
4 |
288.5463 |
1 |
1.0e-64 |
|
|
|
Cluster |
1 |
5 |
0.8113 |
1 |
0.37 |
|
|
|
Cluster |
2 |
3 |
2038.3036 |
1 |
4.3e-445 |
|
|
|
Cluster |
2 |
4 |
38.9214 |
1 |
4.4e-10 |
|
|
|
Cluster |
2 |
5 |
320.0823 |
1 |
1.4e-71 |
|
|
|
Cluster |
3 |
4 |
549.8440 |
1 |
1.4e-121 |
|
|
|
Cluster |
3 |
5 |
40.4591 |
1 |
2.0e-10 |
|
|
|
Cluster |
4 |
5 |
141.5248 |
1 |
1.2e-32 |
|
Neuroticism |
<- |
Cluster |
Cluster |
1 |
2 |
112.8297 |
1 |
2.4e-26 |
|
|
|
Cluster |
1 |
3 |
1047.1623 |
1 |
1.0e-229 |
|
|
|
Cluster |
1 |
4 |
0.9976 |
1 |
0.32 |
|
|
|
Cluster |
1 |
5 |
175.6202 |
1 |
4.4e-40 |
|
|
|
Cluster |
2 |
3 |
1980.3019 |
1 |
1.7e-432 |
|
|
|
Cluster |
2 |
4 |
87.1006 |
1 |
1.0e-20 |
|
|
|
Cluster |
2 |
5 |
361.9554 |
1 |
1.1e-80 |
|
|
|
Cluster |
3 |
4 |
564.2197 |
1 |
1.0e-124 |
|
|
|
Cluster |
3 |
5 |
35.0623 |
1 |
3.2e-9 |
|
|
|
Cluster |
4 |
5 |
123.3972 |
1 |
1.1e-28 |
|
Openness |
<- |
Cluster |
Cluster |
1 |
2 |
94.3140 |
1 |
2.7e-22 |
|
|
|
Cluster |
1 |
3 |
1055.1805 |
1 |
1.8e-231 |
|
|
|
Cluster |
1 |
4 |
1.1245 |
1 |
0.29 |
|
|
|
Cluster |
1 |
5 |
0.5075 |
1 |
0.48 |
|
|
|
Cluster |
2 |
3 |
1729.9452 |
1 |
4.3e-378 |
|
|
|
Cluster |
2 |
4 |
52.2805 |
1 |
4.8e-13 |
|
|
|
Cluster |
2 |
5 |
54.0355 |
1 |
2.0e-13 |
|
|
|
Cluster |
3 |
4 |
827.5263 |
1 |
5.6e-182 |
|
|
|
Cluster |
3 |
5 |
432.8467 |
1 |
3.9e-96 |
|
|
|
Cluster |
4 |
5 |
1.9161 |
1 |
0.17 |
|
Sex |
<- |
Group |
Group |
1 |
2 |
0.0000 |
0 |
. |
Profile
|
Cluster |
|
|
|
|
Group |
|
|
|
1 |
2 |
3 |
4 |
5 |
1 |
2 |
Overall |
Size |
0.2635 |
0.2321 |
0.2565 |
0.1480 |
0.0999 |
0.4840 |
0.5160 |
|
Agreeableness |
|
Mean |
-0.9889 |
2.1272 |
-1.9627 |
0.9245 |
1.1569 |
-0.5273 |
0.4599 |
-0.0179 |
Conscientiousness |
|
Mean |
0.9807 |
-1.9171 |
1.9068 |
1.2340 |
1.1148 |
0.9075 |
0.3049 |
0.5966 |
Extroversion |
|
Mean |
-1.0980 |
1.9917 |
-1.9896 |
1.1589 |
-0.9413 |
-0.7608 |
0.2098 |
-0.2600 |
Neuroticism |
|
Mean |
-1.0412 |
-2.0409 |
1.9897 |
-0.9124 |
1.0380 |
0.2059 |
-0.7143 |
-0.2689 |
Openness |
|
Mean |
1.0529 |
1.9779 |
-1.9366 |
1.1714 |
0.9489 |
0.0071 |
0.9775 |
0.5078 |
Sex |
|
0 |
0.4933 |
0.3423 |
0.7556 |
0.2508 |
0.4366 |
1.0000 |
0.0000 |
0.4840 |
1 |
0.5067 |
0.6577 |
0.2444 |
0.7492 |
0.5634 |
0.0000 |
1.0000 |
0.5160 |
ProbMeans-Posterior
|
Cluster |
|
|
|
|
Group |
|
|
1 |
2 |
3 |
4 |
5 |
1 |
2 |
Overall |
0.2635 |
0.2321 |
0.2565 |
0.1480 |
0.0999 |
0.4840 |
0.5160 |
Dependent |
|
|
|
|
|
|
|
Agreeableness |
|
|
|
|
|
|
|
-5.503 - -1.858 |
0.2948 |
0.0000 |
0.6990 |
0.0046 |
0.0016 |
0.6700 |
0.3300 |
-1.856 - -0.740 |
0.4805 |
0.0000 |
0.4548 |
0.0538 |
0.0109 |
0.6150 |
0.3850 |
-0.731 - 0.650 |
0.4394 |
0.0836 |
0.1234 |
0.2164 |
0.1371 |
0.4450 |
0.5550 |
0.652 - 1.785 |
0.0959 |
0.3438 |
0.0054 |
0.3259 |
0.2290 |
0.3350 |
0.6650 |
1.806 - 4.638 |
0.0068 |
0.7331 |
0.0001 |
0.1391 |
0.1209 |
0.3550 |
0.6450 |
Conscientiousness |
|
|
|
|
|
|
|
-4.337 - -1.085 |
0.0366 |
0.9521 |
0.0000 |
0.0064 |
0.0048 |
0.3500 |
0.6500 |
-1.029 - 0.517 |
0.3768 |
0.2013 |
0.1395 |
0.1569 |
0.1254 |
0.4850 |
0.5150 |
0.529 - 1.283 |
0.3884 |
0.0065 |
0.2264 |
0.2402 |
0.1385 |
0.4800 |
0.5200 |
1.284 - 2.051 |
0.3247 |
0.0003 |
0.3363 |
0.1868 |
0.1519 |
0.5150 |
0.4850 |
2.052 - 4.752 |
0.1908 |
0.0002 |
0.5805 |
0.1495 |
0.0791 |
0.5900 |
0.4100 |
Extroversion |
|
|
|
|
|
|
|
-4.667 - -1.981 |
0.2459 |
0.0000 |
0.6604 |
0.0013 |
0.0924 |
0.6750 |
0.3250 |
-1.979 - -1.006 |
0.4535 |
0.0001 |
0.4248 |
0.0084 |
0.1133 |
0.5700 |
0.4300 |
-1.002 - 0.177 |
0.4761 |
0.0237 |
0.1611 |
0.1263 |
0.2128 |
0.5000 |
0.5000 |
0.181 - 1.624 |
0.1359 |
0.4043 |
0.0364 |
0.3438 |
0.0796 |
0.3050 |
0.6950 |
1.627 - 5.037 |
0.0060 |
0.7324 |
0.0000 |
0.2600 |
0.0015 |
0.3700 |
0.6300 |
Neuroticism |
|
|
|
|
|
|
|
-4.406 - -1.927 |
0.2193 |
0.6829 |
0.0000 |
0.0962 |
0.0016 |
0.3850 |
0.6150 |
-1.920 - -1.087 |
0.4457 |
0.2760 |
0.0006 |
0.2712 |
0.0065 |
0.3600 |
0.6400 |
-1.085 - -0.0240 |
0.4895 |
0.1794 |
0.0297 |
0.2369 |
0.0645 |
0.4150 |
0.5850 |
-0.0140 - 1.598 |
0.1581 |
0.0223 |
0.4142 |
0.1311 |
0.2744 |
0.5750 |
0.4250 |
1.608 - 5.505 |
0.0048 |
0.0000 |
0.8381 |
0.0044 |
0.1526 |
0.6850 |
0.3150 |
Openness |
|
|
|
|
|
|
|
-4.616 - -1.214 |
0.0136 |
0.0000 |
0.9771 |
0.0033 |
0.0061 |
0.7300 |
0.2700 |
-1.201 - 0.443 |
0.3526 |
0.0512 |
0.2971 |
0.1538 |
0.1453 |
0.5250 |
0.4750 |
0.445 - 1.211 |
0.3738 |
0.2309 |
0.0059 |
0.2238 |
0.1656 |
0.3750 |
0.6250 |
1.212 - 2.032 |
0.3461 |
0.3313 |
0.0026 |
0.2223 |
0.0976 |
0.3850 |
0.6150 |
2.035 - 5.055 |
0.2312 |
0.5471 |
0.0000 |
0.1367 |
0.0849 |
0.4050 |
0.5950 |
Sex |
|
|
|
|
|
|
|
0 |
0.2685 |
0.1641 |
0.4005 |
0.0767 |
0.0901 |
1.0000 |
0.0000 |
1 |
0.2587 |
0.2959 |
0.1215 |
0.2148 |
0.1091 |
0.0000 |
1.0000 |
Bivariate Residuals
Dependent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Sex |
Agreeableness |
. |
|
|
|
|
|
Conscientiousness |
0.0142 |
. |
|
|
|
|
Extroversion |
0.5544 |
0.2832 |
. |
|
|
|
Neuroticism |
0.1777 |
0.2466 |
0.2262 |
. |
|
|
Openness |
0.1977 |
0.2936 |
2.6581 |
1.6389 |
. |
|
Sex |
0.0303 |
0.8333 |
1.4470 |
0.6334 |
0.2905 |
. |
EstimatedValues-Model
|
Group |
|
1 |
2 |
|
|
|
|
|
|
|
|
|
0.4840 |
0.5160 |
|
|
|
|
|
|
|
|
|
|
Cluster |
Group |
1 |
2 |
3 |
4 |
5 |
|
|
|
|
|
1 |
0.2685 |
0.1641 |
0.4005 |
0.0767 |
0.0901 |
|
|
|
|
|
2 |
0.2587 |
0.2959 |
0.1215 |
0.2148 |
0.1091 |
|
|
|
|
|
|
|
Cluster |
|
1 |
1 |
2 |
2 |
3 |
3 |
4 |
4 |
5 |
5 |
|
Group |
|
1 |
2 |
1 |
2 |
1 |
2 |
1 |
2 |
1 |
2 |
|
0.1300 |
0.1335 |
0.0794 |
0.1527 |
0.1939 |
0.0627 |
0.0371 |
0.1108 |
0.0436 |
0.0563 |
|
|
Agreeableness |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
-0.9889 |
|
|
|
|
|
|
|
|
|
2 |
2.1272 |
|
|
|
|
|
|
|
|
|
3 |
-1.9627 |
|
|
|
|
|
|
|
|
|
4 |
0.9245 |
|
|
|
|
|
|
|
|
|
5 |
1.1569 |
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
0.9807 |
|
|
|
|
|
|
|
|
|
2 |
-1.9171 |
|
|
|
|
|
|
|
|
|
3 |
1.9068 |
|
|
|
|
|
|
|
|
|
4 |
1.2340 |
|
|
|
|
|
|
|
|
|
5 |
1.1148 |
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
-1.0980 |
|
|
|
|
|
|
|
|
|
2 |
1.9917 |
|
|
|
|
|
|
|
|
|
3 |
-1.9896 |
|
|
|
|
|
|
|
|
|
4 |
1.1589 |
|
|
|
|
|
|
|
|
|
5 |
-0.9413 |
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
-1.0412 |
|
|
|
|
|
|
|
|
|
2 |
-2.0409 |
|
|
|
|
|
|
|
|
|
3 |
1.9897 |
|
|
|
|
|
|
|
|
|
4 |
-0.9124 |
|
|
|
|
|
|
|
|
|
5 |
1.0380 |
|
|
|
|
|
|
|
|
|
|
|
Openness |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1.0529 |
|
|
|
|
|
|
|
|
|
2 |
1.9779 |
|
|
|
|
|
|
|
|
|
3 |
-1.9366 |
|
|
|
|
|
|
|
|
|
4 |
1.1714 |
|
|
|
|
|
|
|
|
|
5 |
0.9489 |
|
|
|
|
|
|
|
|
|
|
|
Sex |
Group |
0 |
1 |
|
|
|
|
|
|
|
|
1 |
1.0000 |
0.0000 |
|
|
|
|
|
|
|
|
2 |
0.0000 |
1.0000 |
|
|
|
|
|
|
|
|
[6B.2] Perfect Indicator with Knownclass (as done in Mplus) - LL = -9077.4103
Syntax (4) Model |
|
|
|
|
|
|
|
Number of cases |
1000 |
|
|
|
|
|
Number of parameters (Npar) |
39 |
|
|
|
|
|
Activated Constraints |
0 |
|
|
|
|
|
Robustness Effect |
1.0023 |
|
|
|
|
|
Random Seed |
250087 |
|
|
|
|
|
Best Start Seed |
938960 |
|
|
|
|
|
|
|
|
|
|
|
|
Log-likelihood Statistics |
|
|
|
|
|
|
Log-likelihood (LL) |
-9077.4103 |
|
|
|
|
|
Log-prior |
0.0000 |
|
|
|
|
|
Log-posterior |
-9077.4103 |
|
|
|
|
|
BIC (based on LL) |
18424.2230 |
|
|
|
|
|
AIC (based on LL) |
18232.8205 |
|
|
|
|
|
AIC3 (based on LL) |
18271.8205 |
|
|
|
|
|
CAIC (based on LL) |
18463.2230 |
|
|
|
|
|
SABIC (based on LL) |
18300.3568 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Classification Statistics |
Cluster |
Group |
|
|
|
|
Classification errors |
0.0737 |
0.0000 |
|
|
|
|
Reduction of errors (Lambda) |
0.9000 |
1.0000 |
|
|
|
|
Entropy R-squared |
0.8762 |
1.0000 |
|
|
|
|
Standard R-squared |
0.8623 |
1.0000 |
|
|
|
|
Classification log-likelihood |
-9269.6370 |
|
|
|
|
|
Entropy |
192.2267 |
|
|
|
|
|
CLC |
18539.2739 |
|
|
|
|
|
AWE |
19195.0788 |
|
|
|
|
|
ICL-BIC |
18808.6764 |
|
|
|
|
|
|
|
|
|
|
|
|
Cluster Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
120.6344 |
0.0200 |
6.2579 |
14.1355 |
6.9098 |
147.9577 |
2 |
0.0168 |
253.0908 |
0.0000 |
2.5721 |
0.8595 |
256.5393 |
3 |
4.5530 |
0.0000 |
226.6435 |
0.8392 |
0.0742 |
232.1099 |
4 |
9.1974 |
2.8871 |
0.0583 |
243.5626 |
7.7644 |
263.4699 |
5 |
6.5984 |
1.0021 |
0.0402 |
9.8905 |
82.3920 |
99.9231 |
Total |
141.0000 |
257.0000 |
233.0000 |
271.0000 |
98.0000 |
1000.0000 |
|
|
|
|
|
|
|
Cluster Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
112.8507 |
0.0806 |
8.2963 |
16.9122 |
9.8179 |
147.9577 |
2 |
0.0806 |
251.4843 |
0.0000 |
3.7718 |
1.2025 |
256.5393 |
3 |
8.2963 |
0.0000 |
223.0385 |
0.6409 |
0.1342 |
232.1099 |
4 |
16.9122 |
3.7718 |
0.6409 |
229.3611 |
12.7839 |
263.4699 |
5 |
9.8179 |
1.2025 |
0.1342 |
12.7839 |
75.9846 |
99.9231 |
Total |
147.9577 |
256.5393 |
232.1099 |
263.4699 |
99.9231 |
1000.0000 |
|
|
|
|
|
|
|
Group Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
Total |
|
|
|
1 |
484.0000 |
0.0000 |
484.0000 |
|
|
|
2 |
0.0000 |
516.0000 |
516.0000 |
|
|
|
Total |
484.0000 |
516.0000 |
1000.0000 |
|
|
|
|
|
|
|
|
|
|
Group Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
Total |
|
|
|
1 |
484.0000 |
0.0000 |
484.0000 |
|
|
|
2 |
0.0000 |
516.0000 |
516.0000 |
|
|
|
Total |
484.0000 |
516.0000 |
1000.0000 |
|
|
|
|
|
|
|
|
|
|
Files |
|
|
|
|
|
|
Infile |
C:\Users\glen\Dropbox\SI Dropbox\Consulting\Methodology_Center_PSU\Exercises-for-Glen\Exercise 7\Latent GOLD\Exercise 6 (LPA) Data for LG.csv |
|
|
|
|
|
|
|
Options |
|
|
|
|
|
|
threads |
8 |
|
|
|
|
|
algorithm |
|
|
|
|
|
|
tolerance |
1e-008 |
|
|
|
|
|
emtolerance |
0.01 |
|
|
|
|
|
emiterations |
250 |
|
|
|
|
|
nriterations |
50 |
|
|
|
|
|
algorithm |
NR |
|
|
|
|
|
MstepNR |
no |
|
|
|
|
|
startvalues |
|
|
|
|
|
|
seed |
0 |
|
|
|
|
|
sets |
16 |
|
|
|
|
|
tolerance |
1e-005 |
|
|
|
|
|
iterations |
50 |
|
|
|
|
|
bayes |
|
|
|
|
|
|
categorical |
1 |
|
|
|
|
|
variances |
0 |
|
|
|
|
|
latent |
0 |
|
|
|
|
|
poisson |
1 |
|
|
|
|
|
quadrature |
|
|
|
|
|
|
nodes |
10 |
|
|
|
|
|
missing |
excludeall |
|
|
|
|
|
output |
|
|
|
|
|
|
parameters |
effect |
|
|
|
|
|
standard errors |
robust |
|
|
|
|
|
bivariate residuals |
marginal |
|
|
|
|
|
identification |
no |
|
|
|
|
|
validation LL |
no |
|
|
|
|
|
sample size BIC |
1000 |
|
|
|
|
|
predictionstatistics |
no |
|
|
|
|
|
|
|
|
|
|
|
|
Variable Detail |
|
|
|
|
|
|
Latent |
|
|
|
|
|
|
Cluster |
Nominal |
Case |
5 |
|
|
|
Group |
Nominal |
Case |
2 |
|
|
|
|
|
|
|
|
|
|
Dependent |
|
|
|
|
|
|
Agreeableness |
Continuous |
|
|
|
|
|
Conscientiousness |
Continuous |
|
|
|
|
|
Extroversion |
Continuous |
|
|
|
|
|
Neuroticism |
Continuous |
|
|
|
|
|
Openness |
Continuous |
|
|
|
|
|
Syntax
options
maxthreads=8;
algorithm
tolerance=1e-008 emtolerance=0.01 emiterations=250 nriterations=50 ;
startvalues
seed=0 sets=16 tolerance=1e-005 iterations=50;
bayes
categorical=1 variances=0 latent=0 poisson=1;
montecarlo
seed=0 sets=0 replicates=500 tolerance=1e-008;
quadrature nodes=10;
missing excludeall;
output
parameters=effect betaopts=wl standarderrors=robust profile probmeans=posterior
bivariateresiduals estimatedvalues=model;
variables
dependent Agreeableness continuous, Conscientiousness continuous,
Extroversion continuous, Neuroticism continuous, Openness continuous;
latent
Cluster nominal 5, Group nominal 2 knownclass=Sex(0: 1 0, 1: 0 1);
equations
Group <- 1;
Cluster <- 1 + Group;
Agreeableness <- 1 + Cluster;
Conscientiousness <- 1 + Cluster;
Extroversion <- 1 + Cluster;
Neuroticism <- 1 + Cluster;
Openness <- 1 + Cluster;
Agreeableness;
Conscientiousness;
Extroversion;
Neuroticism;
Openness;
Parameters
Regression Parameters |
term |
coef |
Wald(0) |
df |
p-value |
|
|
|
Cluster(1) |
<- |
1 |
-0.3088 |
53.8035 |
4 |
5.8e-11 |
|
|
|
Cluster(2) |
<- |
1 |
0.2328 |
|
|
|
|
|
|
Cluster(3) |
<- |
1 |
0.2318 |
|
|
|
|
|
|
Cluster(4) |
<- |
1 |
0.4109 |
|
|
|
|
|
|
Cluster(5) |
<- |
1 |
-0.5667 |
|
|
|
|
|
|
Cluster(1) |
<- |
Group(1) |
-0.4571 |
107.7342 |
4 |
2.2e-22 |
|
|
|
Cluster(1) |
<- |
Group(2) |
0.4571 |
|
|
|
|
|
|
Cluster(2) |
<- |
Group(1) |
0.6545 |
|
|
|
|
|
|
Cluster(2) |
<- |
Group(2) |
-0.6545 |
|
|
|
|
|
|
Cluster(3) |
<- |
Group(1) |
-0.2366 |
|
|
|
|
|
|
Cluster(3) |
<- |
Group(2) |
0.2366 |
|
|
|
|
|
|
Cluster(4) |
<- |
Group(1) |
0.0767 |
|
|
|
|
|
|
Cluster(4) |
<- |
Group(2) |
-0.0767 |
|
|
|
|
|
|
Cluster(5) |
<- |
Group(1) |
-0.0375 |
|
|
|
|
|
|
Cluster(5) |
<- |
Group(2) |
0.0375 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Group(1) |
<- |
1 |
-0.0320 |
1.0226 |
1 |
0.31 |
|
|
|
Group(2) |
<- |
1 |
0.0320 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Agreeableness |
<- |
1 |
0.2514 |
33.4870 |
1 |
7.2e-9 |
|
|
|
Agreeableness |
<- |
Cluster(1) |
0.6731 |
2325.6786 |
4 |
1.1e-502 |
|
|
|
Agreeableness |
<- |
Cluster(2) |
-2.2141 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(3) |
1.8758 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(4) |
-1.2403 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(5) |
0.9055 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
<- |
1 |
0.6639 |
327.5289 |
1 |
3.3e-73 |
|
|
|
Conscientiousness |
<- |
Cluster(1) |
0.5701 |
1864.3151 |
4 |
1.4e-402 |
|
|
|
Conscientiousness |
<- |
Cluster(2) |
1.2430 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(3) |
-2.5809 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(4) |
0.3169 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(5) |
0.4509 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
<- |
1 |
-0.1756 |
13.7075 |
1 |
0.00021 |
|
|
|
Extroversion |
<- |
Cluster(1) |
1.3345 |
2450.4706 |
4 |
9.5e-530 |
|
|
|
Extroversion |
<- |
Cluster(2) |
-1.8139 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(3) |
2.1674 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(4) |
-0.9223 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(5) |
-0.7656 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
<- |
1 |
-0.1934 |
19.2841 |
1 |
1.1e-5 |
|
|
|
Neuroticism |
<- |
Cluster(1) |
-0.7191 |
2276.1001 |
4 |
6.4e-492 |
|
|
|
Neuroticism |
<- |
Cluster(2) |
2.1831 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(3) |
-1.8475 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(4) |
-0.8479 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(5) |
1.2314 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Openness |
<- |
1 |
0.6429 |
341.3138 |
1 |
3.3e-76 |
|
|
|
Openness |
<- |
Cluster(1) |
0.5285 |
2074.8909 |
4 |
2.9e-448 |
|
|
|
Openness |
<- |
Cluster(2) |
-2.5795 |
|
|
|
|
|
|
Openness |
<- |
Cluster(3) |
1.3350 |
|
|
|
|
|
|
Openness |
<- |
Cluster(4) |
0.4100 |
|
|
|
|
|
|
Openness |
<- |
Cluster(5) |
0.3060 |
|
|
|
|
|
|
|
Variances |
term |
coef |
Wald(0) |
df |
p-value |
|
|
|
Agreeableness |
|
|
1.0491 |
317.6795 |
1 |
4.6e-71 |
|
|
|
Conscientiousness |
|
|
1.0545 |
485.5931 |
1 |
1.3e-107 |
|
|
|
Extroversion |
|
|
0.9873 |
354.2545 |
1 |
5.0e-79 |
|
|
|
Neuroticism |
|
|
0.9323 |
341.5176 |
1 |
3.0e-76 |
|
|
|
Openness |
|
|
0.9751 |
469.6440 |
1 |
3.8e-104 |
|
|
|
Paired Comparisons
Paired Comparisons |
term |
comparison |
Wald |
df |
p-value |
Cluster |
<- |
1 |
Cluster |
1 |
2 |
14.3470 |
1 |
0.00015 |
|
|
|
Cluster |
1 |
3 |
14.0018 |
1 |
0.00018 |
|
|
|
Cluster |
1 |
4 |
22.3776 |
1 |
2.2e-6 |
|
|
|
Cluster |
1 |
5 |
1.7215 |
1 |
0.19 |
|
|
|
Cluster |
2 |
3 |
0.0001 |
1 |
0.99 |
|
|
|
Cluster |
2 |
4 |
2.9121 |
1 |
0.088 |
|
|
|
Cluster |
2 |
5 |
26.4715 |
1 |
2.7e-7 |
|
|
|
Cluster |
3 |
4 |
3.0477 |
1 |
0.081 |
|
|
|
Cluster |
3 |
5 |
26.7767 |
1 |
2.3e-7 |
|
|
|
Cluster |
4 |
5 |
34.8621 |
1 |
3.5e-9 |
Cluster |
<- |
Group |
Cluster |
1 |
2 |
67.8834 |
1 |
1.7e-16 |
|
|
|
Cluster |
1 |
3 |
2.6027 |
1 |
0.11 |
|
|
|
Cluster |
1 |
4 |
15.0249 |
1 |
0.00011 |
|
|
|
Cluster |
1 |
5 |
5.9872 |
1 |
0.014 |
|
|
|
Cluster |
2 |
3 |
76.4043 |
1 |
2.3e-18 |
|
|
|
Cluster |
2 |
4 |
33.3643 |
1 |
7.6e-9 |
|
|
|
Cluster |
2 |
5 |
24.9034 |
1 |
6.0e-7 |
|
|
|
Cluster |
3 |
4 |
10.3817 |
1 |
0.0013 |
|
|
|
Cluster |
3 |
5 |
2.1278 |
1 |
0.14 |
|
|
|
Cluster |
4 |
5 |
0.6717 |
1 |
0.41 |
|
|
|
Group |
1 |
2 |
107.7342 |
4 |
2.2e-22 |
|
Group |
<- |
1 |
Group |
1 |
2 |
1.0226 |
1 |
0.31 |
|
Agreeableness |
<- |
Cluster |
Cluster |
1 |
2 |
482.1886 |
1 |
7.1e-107 |
|
|
|
Cluster |
1 |
3 |
80.6625 |
1 |
2.7e-19 |
|
|
|
Cluster |
1 |
4 |
170.2976 |
1 |
6.4e-39 |
|
|
|
Cluster |
1 |
5 |
1.7483 |
1 |
0.19 |
|
|
|
Cluster |
2 |
3 |
2021.0907 |
1 |
2.4e-441 |
|
|
|
Cluster |
2 |
4 |
78.8977 |
1 |
6.5e-19 |
|
|
|
Cluster |
2 |
5 |
504.3685 |
1 |
1.1e-111 |
|
|
|
Cluster |
3 |
4 |
760.6966 |
1 |
1.9e-167 |
|
|
|
Cluster |
3 |
5 |
46.8932 |
1 |
7.5e-12 |
|
|
|
Cluster |
4 |
5 |
211.8179 |
1 |
5.5e-48 |
|
Conscientiousness |
<- |
Cluster |
Cluster |
1 |
2 |
32.2942 |
1 |
1.3e-8 |
|
|
|
Cluster |
1 |
3 |
826.7399 |
1 |
8.3e-182 |
|
|
|
Cluster |
1 |
4 |
4.2786 |
1 |
0.039 |
|
|
|
Cluster |
1 |
5 |
0.6014 |
1 |
0.44 |
|
|
|
Cluster |
2 |
3 |
1485.0185 |
1 |
7.0e-325 |
|
|
|
Cluster |
2 |
4 |
85.8376 |
1 |
2.0e-20 |
|
|
|
Cluster |
2 |
5 |
34.3567 |
1 |
4.6e-9 |
|
|
|
Cluster |
3 |
4 |
857.3716 |
1 |
1.8e-188 |
|
|
|
Cluster |
3 |
5 |
505.7103 |
1 |
5.4e-112 |
|
|
|
Cluster |
4 |
5 |
0.9045 |
1 |
0.34 |
|
Extroversion |
<- |
Cluster |
Cluster |
1 |
2 |
549.8440 |
1 |
1.4e-121 |
|
|
|
Cluster |
1 |
3 |
38.9214 |
1 |
4.4e-10 |
|
|
|
Cluster |
1 |
4 |
288.5463 |
1 |
1.0e-64 |
|
|
|
Cluster |
1 |
5 |
141.5248 |
1 |
1.2e-32 |
|
|
|
Cluster |
2 |
3 |
2038.3036 |
1 |
4.3e-445 |
|
|
|
Cluster |
2 |
4 |
81.6601 |
1 |
1.6e-19 |
|
|
|
Cluster |
2 |
5 |
40.4591 |
1 |
2.0e-10 |
|
|
|
Cluster |
3 |
4 |
1006.4083 |
1 |
7.3e-221 |
|
|
|
Cluster |
3 |
5 |
320.0823 |
1 |
1.4e-71 |
|
|
|
Cluster |
4 |
5 |
0.8113 |
1 |
0.37 |
|
Neuroticism |
<- |
Cluster |
Cluster |
1 |
2 |
564.2197 |
1 |
1.0e-124 |
|
|
|
Cluster |
1 |
3 |
87.1006 |
1 |
1.0e-20 |
|
|
|
Cluster |
1 |
4 |
0.9976 |
1 |
0.32 |
|
|
|
Cluster |
1 |
5 |
123.3972 |
1 |
1.1e-28 |
|
|
|
Cluster |
2 |
3 |
1980.3019 |
1 |
1.7e-432 |
|
|
|
Cluster |
2 |
4 |
1047.1623 |
1 |
1.0e-229 |
|
|
|
Cluster |
2 |
5 |
35.0623 |
1 |
3.2e-9 |
|
|
|
Cluster |
3 |
4 |
112.8297 |
1 |
2.4e-26 |
|
|
|
Cluster |
3 |
5 |
361.9554 |
1 |
1.1e-80 |
|
|
|
Cluster |
4 |
5 |
175.6202 |
1 |
4.4e-40 |
|
Openness |
<- |
Cluster |
Cluster |
1 |
2 |
827.5263 |
1 |
5.6e-182 |
|
|
|
Cluster |
1 |
3 |
52.2805 |
1 |
4.8e-13 |
|
|
|
Cluster |
1 |
4 |
1.1245 |
1 |
0.29 |
|
|
|
Cluster |
1 |
5 |
1.9161 |
1 |
0.17 |
|
|
|
Cluster |
2 |
3 |
1729.9452 |
1 |
4.3e-378 |
|
|
|
Cluster |
2 |
4 |
1055.1805 |
1 |
1.8e-231 |
|
|
|
Cluster |
2 |
5 |
432.8467 |
1 |
3.9e-96 |
|
|
|
Cluster |
3 |
4 |
94.3140 |
1 |
2.7e-22 |
|
|
|
Cluster |
3 |
5 |
54.0355 |
1 |
2.0e-13 |
|
|
|
Cluster |
4 |
5 |
0.5075 |
1 |
0.48 |
Profile
|
Cluster |
|
|
|
|
Group |
|
|
|
1 |
2 |
3 |
4 |
5 |
1 |
2 |
Overall |
Size |
0.1480 |
0.2565 |
0.2321 |
0.2635 |
0.0999 |
0.4840 |
0.5160 |
|
Agreeableness |
|
Mean |
0.9245 |
-1.9627 |
2.1272 |
-0.9889 |
1.1569 |
-0.5273 |
0.4599 |
-0.0179 |
Conscientiousness |
|
Mean |
1.2340 |
1.9068 |
-1.9171 |
0.9807 |
1.1148 |
0.9075 |
0.3049 |
0.5966 |
Extroversion |
|
Mean |
1.1589 |
-1.9896 |
1.9917 |
-1.0980 |
-0.9413 |
-0.7608 |
0.2098 |
-0.2600 |
Neuroticism |
|
Mean |
-0.9124 |
1.9897 |
-2.0409 |
-1.0412 |
1.0380 |
0.2059 |
-0.7143 |
-0.2689 |
Openness |
|
Mean |
1.1714 |
-1.9366 |
1.9779 |
1.0529 |
0.9489 |
0.0071 |
0.9775 |
0.5078 |
ProbMeans-Posterior
|
Cluster |
|
|
|
|
Group |
|
|
1 |
2 |
3 |
4 |
5 |
1 |
2 |
Overall |
0.1480 |
0.2565 |
0.2321 |
0.2635 |
0.0999 |
0.4840 |
0.5160 |
Dependent |
|
|
|
|
|
|
|
Agreeableness |
|
|
|
|
|
|
|
-5.503 - -1.858 |
0.0046 |
0.6990 |
0.0000 |
0.2948 |
0.0016 |
0.6700 |
0.3300 |
-1.856 - -0.740 |
0.0538 |
0.4548 |
0.0000 |
0.4805 |
0.0109 |
0.6150 |
0.3850 |
-0.731 - 0.650 |
0.2164 |
0.1234 |
0.0836 |
0.4394 |
0.1371 |
0.4450 |
0.5550 |
0.652 - 1.785 |
0.3259 |
0.0054 |
0.3438 |
0.0959 |
0.2290 |
0.3350 |
0.6650 |
1.806 - 4.638 |
0.1391 |
0.0001 |
0.7331 |
0.0068 |
0.1209 |
0.3550 |
0.6450 |
Conscientiousness |
|
|
|
|
|
|
|
-4.337 - -1.085 |
0.0064 |
0.0000 |
0.9521 |
0.0366 |
0.0048 |
0.3500 |
0.6500 |
-1.029 - 0.517 |
0.1569 |
0.1395 |
0.2013 |
0.3768 |
0.1254 |
0.4850 |
0.5150 |
0.529 - 1.283 |
0.2402 |
0.2264 |
0.0065 |
0.3884 |
0.1385 |
0.4800 |
0.5200 |
1.284 - 2.051 |
0.1868 |
0.3363 |
0.0003 |
0.3247 |
0.1519 |
0.5150 |
0.4850 |
2.052 - 4.752 |
0.1495 |
0.5805 |
0.0002 |
0.1908 |
0.0791 |
0.5900 |
0.4100 |
Extroversion |
|
|
|
|
|
|
|
-4.667 - -1.981 |
0.0013 |
0.6604 |
0.0000 |
0.2459 |
0.0924 |
0.6750 |
0.3250 |
-1.979 - -1.006 |
0.0084 |
0.4248 |
0.0001 |
0.4535 |
0.1133 |
0.5700 |
0.4300 |
-1.002 - 0.177 |
0.1263 |
0.1611 |
0.0237 |
0.4761 |
0.2128 |
0.5000 |
0.5000 |
0.181 - 1.624 |
0.3438 |
0.0364 |
0.4043 |
0.1359 |
0.0796 |
0.3050 |
0.6950 |
1.627 - 5.037 |
0.2600 |
0.0000 |
0.7324 |
0.0060 |
0.0015 |
0.3700 |
0.6300 |
Neuroticism |
|
|
|
|
|
|
|
-4.406 - -1.927 |
0.0962 |
0.0000 |
0.6829 |
0.2193 |
0.0016 |
0.3850 |
0.6150 |
-1.920 - -1.087 |
0.2712 |
0.0006 |
0.2760 |
0.4457 |
0.0065 |
0.3600 |
0.6400 |
-1.085 - -0.0240 |
0.2369 |
0.0297 |
0.1794 |
0.4895 |
0.0645 |
0.4150 |
0.5850 |
-0.0140 - 1.598 |
0.1311 |
0.4142 |
0.0223 |
0.1581 |
0.2744 |
0.5750 |
0.4250 |
1.608 - 5.505 |
0.0044 |
0.8381 |
0.0000 |
0.0048 |
0.1526 |
0.6850 |
0.3150 |
Openness |
|
|
|
|
|
|
|
-4.616 - -1.214 |
0.0033 |
0.9771 |
0.0000 |
0.0136 |
0.0061 |
0.7300 |
0.2700 |
-1.201 - 0.443 |
0.1538 |
0.2971 |
0.0512 |
0.3526 |
0.1453 |
0.5250 |
0.4750 |
0.445 - 1.211 |
0.2238 |
0.0059 |
0.2309 |
0.3738 |
0.1656 |
0.3750 |
0.6250 |
1.212 - 2.032 |
0.2223 |
0.0026 |
0.3313 |
0.3461 |
0.0976 |
0.3850 |
0.6150 |
2.035 - 5.055 |
0.1367 |
0.0000 |
0.5471 |
0.2312 |
0.0849 |
0.4050 |
0.5950 |
Independent |
|
|
|
|
|
|
|
Sex |
|
|
|
|
|
|
|
0 |
0.0767 |
0.4005 |
0.1641 |
0.2685 |
0.0901 |
1.0000 |
0.0000 |
1 |
0.2148 |
0.1215 |
0.2959 |
0.2587 |
0.1091 |
0.0000 |
1.0000 |
Bivariate Residuals
Dependent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Agreeableness |
. |
|
|
|
|
Conscientiousness |
0.0142 |
. |
|
|
|
Extroversion |
0.5544 |
0.2832 |
. |
|
|
Neuroticism |
0.1777 |
0.2466 |
0.2262 |
. |
|
Openness |
0.1977 |
0.2936 |
2.6581 |
1.6389 |
. |
Independent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Sex |
0.0150 |
0.4160 |
0.7317 |
0.3048 |
0.1376 |
EstimatedValues-Model
|
Group |
|
1 |
2 |
|
|
|
|
|
|
|
|
|
0.4840 |
0.5160 |
|
|
|
|
|
|
|
|
|
|
Cluster |
Group |
1 |
2 |
3 |
4 |
5 |
|
|
|
|
|
1 |
0.0767 |
0.4005 |
0.1641 |
0.2685 |
0.0901 |
|
|
|
|
|
2 |
0.2148 |
0.1215 |
0.2959 |
0.2587 |
0.1091 |
|
|
|
|
|
|
|
Cluster |
|
1 |
1 |
2 |
2 |
3 |
3 |
4 |
4 |
5 |
5 |
|
Group |
|
1 |
2 |
1 |
2 |
1 |
2 |
1 |
2 |
1 |
2 |
|
0.0371 |
0.1108 |
0.1939 |
0.0627 |
0.0794 |
0.1527 |
0.1300 |
0.1335 |
0.0436 |
0.0563 |
|
|
Agreeableness |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
0.9245 |
|
|
|
|
|
|
|
|
|
2 |
-1.9627 |
|
|
|
|
|
|
|
|
|
3 |
2.1272 |
|
|
|
|
|
|
|
|
|
4 |
-0.9889 |
|
|
|
|
|
|
|
|
|
5 |
1.1569 |
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1.2340 |
|
|
|
|
|
|
|
|
|
2 |
1.9068 |
|
|
|
|
|
|
|
|
|
3 |
-1.9171 |
|
|
|
|
|
|
|
|
|
4 |
0.9807 |
|
|
|
|
|
|
|
|
|
5 |
1.1148 |
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1.1589 |
|
|
|
|
|
|
|
|
|
2 |
-1.9896 |
|
|
|
|
|
|
|
|
|
3 |
1.9917 |
|
|
|
|
|
|
|
|
|
4 |
-1.0980 |
|
|
|
|
|
|
|
|
|
5 |
-0.9413 |
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
-0.9124 |
|
|
|
|
|
|
|
|
|
2 |
1.9897 |
|
|
|
|
|
|
|
|
|
3 |
-2.0409 |
|
|
|
|
|
|
|
|
|
4 |
-1.0412 |
|
|
|
|
|
|
|
|
|
5 |
1.0380 |
|
|
|
|
|
|
|
|
|
|
|
Openness |
Cluster |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1.1714 |
|
|
|
|
|
|
|
|
|
2 |
-1.9366 |
|
|
|
|
|
|
|
|
|
3 |
1.9779 |
|
|
|
|
|
|
|
|
|
4 |
1.0529 |
|
|
|
|
|
|
|
|
|
5 |
0.9489 |
|
|
|
|
|
|
|
|
|
[6B.3] Knownclass with variances depending on Sex - LL = -9071.6926
Syntax (5) Model |
|
|
|
|
|
|
|
Number of cases |
1000 |
|
|
|
|
|
Number of parameters (Npar) |
44 |
|
|
|
|
|
Activated Constraints |
0 |
|
|
|
|
|
Random Seed |
281337 |
|
|
|
|
|
Best Start Seed |
380717 |
|
|
|
|
|
|
|
|
|
|
|
|
Log-likelihood Statistics |
|
|
|
|
|
|
Log-likelihood (LL) |
-9071.6926 |
|
|
|
|
|
Log-prior |
0.0000 |
|
|
|
|
|
Log-posterior |
-9071.6926 |
|
|
|
|
|
BIC (based on LL) |
18447.3264 |
|
|
|
|
|
AIC (based on LL) |
18231.3851 |
|
|
|
|
|
AIC3 (based on LL) |
18275.3851 |
|
|
|
|
|
CAIC (based on LL) |
18491.3264 |
|
|
|
|
|
SABIC (based on LL) |
18307.5799 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Classification Statistics |
Cluster |
Group |
|
|
|
|
Classification errors |
0.0723 |
0.0000 |
|
|
|
|
Reduction of errors (Lambda) |
0.9018 |
1.0000 |
|
|
|
|
Entropy R-squared |
0.8786 |
1.0000 |
|
|
|
|
Standard R-squared |
0.8651 |
1.0000 |
|
|
|
|
Classification log-likelihood |
-9260.1322 |
|
|
|
|
|
Entropy |
188.4396 |
|
|
|
|
|
CLC |
18520.2643 |
|
|
|
|
|
AWE |
19260.1468 |
|
|
|
|
|
ICL-BIC |
18824.2055 |
|
|
|
|
|
|
|
|
|
|
|
|
Cluster Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
122.6476 |
5.9319 |
13.1538 |
6.8461 |
0.0202 |
148.5996 |
2 |
4.0985 |
226.9670 |
0.8953 |
0.0653 |
0.0000 |
232.0261 |
3 |
9.8410 |
0.0673 |
242.0120 |
7.8529 |
3.3572 |
263.1303 |
4 |
6.3959 |
0.0337 |
9.8789 |
82.3968 |
0.9819 |
99.6873 |
5 |
0.0170 |
0.0000 |
2.0600 |
0.8390 |
253.6407 |
256.5567 |
Total |
143.0000 |
233.0000 |
268.0000 |
98.0000 |
258.0000 |
1000.0000 |
|
|
|
|
|
|
|
Cluster Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
114.6931 |
7.6979 |
16.5887 |
9.5382 |
0.0817 |
148.5996 |
2 |
7.6979 |
223.5483 |
0.6511 |
0.1287 |
0.0000 |
232.0261 |
3 |
16.5887 |
0.6511 |
229.2387 |
12.8582 |
3.7936 |
263.1303 |
4 |
9.5382 |
0.1287 |
12.8582 |
75.9483 |
1.2139 |
99.6873 |
5 |
0.0817 |
0.0000 |
3.7936 |
1.2139 |
251.4675 |
256.5567 |
Total |
148.5996 |
232.0261 |
263.1303 |
99.6873 |
256.5567 |
1000.0000 |
|
|
|
|
|
|
|
Group Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
Total |
|
|
|
1 |
484.0000 |
0.0000 |
484.0000 |
|
|
|
2 |
0.0000 |
516.0000 |
516.0000 |
|
|
|
Total |
484.0000 |
516.0000 |
1000.0000 |
|
|
|
|
|
|
|
|
|
|
Group Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
Total |
|
|
|
1 |
484.0000 |
0.0000 |
484.0000 |
|
|
|
2 |
0.0000 |
516.0000 |
516.0000 |
|
|
|
Total |
484.0000 |
516.0000 |
1000.0000 |
|
|
|
|
|
|
|
|
|
|
Files |
|
|
|
|
|
|
Infile |
C:\Users\glen\Dropbox\SI Dropbox\Consulting\Methodology_Center_PSU\Exercises-for-Glen\Exercise 7\Latent GOLD\Exercise 6 (LPA) Data for LG.csv |
|
|
|
|
|
|
|
Options |
|
|
|
|
|
|
threads |
8 |
|
|
|
|
|
algorithm |
|
|
|
|
|
|
tolerance |
1e-008 |
|
|
|
|
|
emtolerance |
0.01 |
|
|
|
|
|
emiterations |
250 |
|
|
|
|
|
nriterations |
50 |
|
|
|
|
|
algorithm |
NR |
|
|
|
|
|
MstepNR |
no |
|
|
|
|
|
startvalues |
|
|
|
|
|
|
seed |
0 |
|
|
|
|
|
sets |
16 |
|
|
|
|
|
tolerance |
1e-005 |
|
|
|
|
|
iterations |
50 |
|
|
|
|
|
bayes |
|
|
|
|
|
|
categorical |
1 |
|
|
|
|
|
variances |
0 |
|
|
|
|
|
latent |
0 |
|
|
|
|
|
poisson |
1 |
|
|
|
|
|
quadrature |
|
|
|
|
|
|
nodes |
10 |
|
|
|
|
|
missing |
excludeall |
|
|
|
|
|
output |
|
|
|
|
|
|
parameters |
effect |
|
|
|
|
|
standard errors |
standard |
|
|
|
|
|
bivariate residuals |
marginal |
|
|
|
|
|
identification |
no |
|
|
|
|
|
validation LL |
no |
|
|
|
|
|
sample size BIC |
1000 |
|
|
|
|
|
predictionstatistics |
no |
|
|
|
|
|
|
|
|
|
|
|
|
Variable Detail |
|
|
|
|
|
|
Latent |
|
|
|
|
|
|
Cluster |
Nominal |
Case |
5 |
|
|
|
Group |
Nominal |
Case |
2 |
|
|
|
|
|
|
|
|
|
|
Dependent |
|
|
|
|
|
|
Agreeableness |
Continuous |
|
|
|
|
|
Conscientiousness |
Continuous |
|
|
|
|
|
Extroversion |
Continuous |
|
|
|
|
|
Neuroticism |
Continuous |
|
|
|
|
|
Openness |
Continuous |
|
|
|
|
|
Syntax
options
maxthreads=8;
algorithm
tolerance=1e-008 emtolerance=0.01 emiterations=250 nriterations=50 ;
startvalues
seed=0 sets=16 tolerance=1e-005 iterations=50;
bayes
categorical=1 variances=0 latent=0 poisson=1;
montecarlo
seed=0 sets=0 replicates=500 tolerance=1e-008;
quadrature nodes=10;
missing excludeall;
output
parameters=effect betaopts=wl standarderrors profile probmeans=posterior
bivariateresiduals estimatedvalues=model;
variables
dependent Agreeableness continuous, Conscientiousness continuous,
Extroversion continuous, Neuroticism continuous, Openness continuous;
latent
Cluster nominal 5, Group nominal 2 knownclass=Sex(0: 1 0, 1: 0 1);
equations
Group <- 1;
Cluster <- 1 + Group;
Agreeableness - Openness <- 1 + Cluster;
Agreeableness - Openness | Group;
Parameters
Regression Parameters |
term |
coef |
Wald(0) |
df |
p-value |
Wald(=) |
df |
p-value |
Cluster(1) |
<- |
1 |
|
|
-0.3093 |
53.7078 |
4 |
6.1e-11 |
|
|
|
Cluster(2) |
<- |
1 |
|
|
0.2329 |
|
|
|
|
|
|
Cluster(3) |
<- |
1 |
|
|
0.4104 |
|
|
|
|
|
|
Cluster(4) |
<- |
1 |
|
|
-0.5675 |
|
|
|
|
|
|
Cluster(5) |
<- |
1 |
|
|
0.2334 |
|
|
|
|
|
|
Cluster(1) |
<- |
Group(1) |
|
|
-0.4681 |
107.4512 |
4 |
2.5e-22 |
|
|
|
Cluster(1) |
<- |
Group(2) |
|
|
0.4681 |
|
|
|
|
|
|
Cluster(2) |
<- |
Group(1) |
|
|
-0.2343 |
|
|
|
|
|
|
Cluster(2) |
<- |
Group(2) |
|
|
0.2343 |
|
|
|
|
|
|
Cluster(3) |
<- |
Group(1) |
|
|
0.0785 |
|
|
|
|
|
|
Cluster(3) |
<- |
Group(2) |
|
|
-0.0785 |
|
|
|
|
|
|
Cluster(4) |
<- |
Group(1) |
|
|
-0.0313 |
|
|
|
|
|
|
Cluster(4) |
<- |
Group(2) |
|
|
0.0313 |
|
|
|
|
|
|
Cluster(5) |
<- |
Group(1) |
|
|
0.6553 |
|
|
|
|
|
|
Cluster(5) |
<- |
Group(2) |
|
|
-0.6553 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Group(1) |
<- |
1 |
|
|
-0.0320 |
1.0237 |
1 |
0.31 |
|
|
|
Group(2) |
<- |
1 |
|
|
0.0320 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Agreeableness |
<- |
1 |
|
|
0.2502 |
33.0283 |
1 |
9.1e-9 |
|
|
|
Agreeableness |
<- |
Cluster(1) |
|
|
0.6640 |
2216.2163 |
4 |
6.3e-479 |
|
|
|
Agreeableness |
<- |
Cluster(2) |
|
|
1.8750 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(3) |
|
|
-1.2342 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(4) |
|
|
0.9083 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(5) |
|
|
-2.2131 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
<- |
1 |
|
|
0.6667 |
317.6429 |
1 |
4.7e-71 |
|
|
|
Conscientiousness |
<- |
Cluster(1) |
|
|
0.5775 |
1825.7487 |
4 |
3.2e-394 |
|
|
|
Conscientiousness |
<- |
Cluster(2) |
|
|
-2.5874 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(3) |
|
|
0.3178 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(4) |
|
|
0.4444 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(5) |
|
|
1.2478 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
<- |
1 |
|
|
-0.1784 |
16.0480 |
1 |
6.2e-5 |
|
|
|
Extroversion |
<- |
Cluster(1) |
|
|
1.3391 |
2354.9807 |
4 |
4.9e-509 |
|
|
|
Extroversion |
<- |
Cluster(2) |
|
|
2.1668 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(3) |
|
|
-0.9329 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(4) |
|
|
-0.7644 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(5) |
|
|
-1.8086 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
<- |
1 |
|
|
-0.1922 |
19.5657 |
1 |
9.7e-6 |
|
|
|
Neuroticism |
<- |
Cluster(1) |
|
|
-0.7152 |
2379.9003 |
4 |
1.9e-514 |
|
|
|
Neuroticism |
<- |
Cluster(2) |
|
|
-1.8464 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(3) |
|
|
-0.8541 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(4) |
|
|
1.2331 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(5) |
|
|
2.1825 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Openness |
<- |
1 |
|
|
0.6427 |
338.2188 |
1 |
1.6e-75 |
|
|
|
Openness |
<- |
Cluster(1) |
|
|
0.5262 |
2106.7292 |
4 |
3.6e-455 |
|
|
|
Openness |
<- |
Cluster(2) |
|
|
1.3400 |
|
|
|
|
|
|
Openness |
<- |
Cluster(3) |
|
|
0.4015 |
|
|
|
|
|
|
Openness |
<- |
Cluster(4) |
|
|
0.3109 |
|
|
|
|
|
|
Openness |
<- |
Cluster(5) |
|
|
-2.5786 |
|
|
|
|
|
|
|
Variances |
term |
coef |
Wald(0) |
df |
p-value |
Wald(=) |
df |
p-value |
Agreeableness |
|
|
| |
Group(1) |
1.0195 |
354.6019 |
2 |
1.0e-77 |
0.4188 |
1 |
0.52 |
Agreeableness |
|
|
| |
Group(2) |
1.0895 |
|
|
|
|
|
|
Conscientiousness |
|
|
| |
Group(1) |
1.1947 |
450.4473 |
2 |
1.5e-98 |
7.8017 |
1 |
0.0052 |
Conscientiousness |
|
|
| |
Group(2) |
0.9148 |
|
|
|
|
|
|
Extroversion |
|
|
| |
Group(1) |
1.0444 |
367.7712 |
2 |
1.4e-80 |
1.5603 |
1 |
0.21 |
Extroversion |
|
|
| |
Group(2) |
0.9189 |
|
|
|
|
|
|
Neuroticism |
|
|
| |
Group(1) |
0.9373 |
355.9987 |
2 |
5.0e-78 |
0.0119 |
1 |
0.91 |
Neuroticism |
|
|
| |
Group(2) |
0.9268 |
|
|
|
|
|
|
Openness |
|
|
| |
Group(1) |
1.0335 |
461.4582 |
2 |
6.2e-101 |
1.4476 |
1 |
0.23 |
Openness |
|
|
| |
Group(2) |
0.9225 |
|
|
|
|
|
|
Paired Comparisons
Paired Comparisons |
term |
comparison |
Wald |
df |
p-value |
Cluster |
<- |
1 |
|
|
Cluster |
1 |
2 |
13.2035 |
1 |
0.00028 |
|
|
|
|
|
Cluster |
1 |
3 |
21.1304 |
1 |
4.3e-6 |
|
|
|
|
|
Cluster |
1 |
4 |
1.6494 |
1 |
0.20 |
|
|
|
|
|
Cluster |
1 |
5 |
13.6013 |
1 |
0.00023 |
|
|
|
|
|
Cluster |
2 |
3 |
3.0320 |
1 |
0.082 |
|
|
|
|
|
Cluster |
2 |
4 |
27.1576 |
1 |
1.9e-7 |
|
|
|
|
|
Cluster |
2 |
5 |
0.0000 |
1 |
1.00 |
|
|
|
|
|
Cluster |
3 |
4 |
35.2864 |
1 |
2.8e-9 |
|
|
|
|
|
Cluster |
3 |
5 |
2.8971 |
1 |
0.089 |
|
|
|
|
|
Cluster |
4 |
5 |
26.7328 |
1 |
2.3e-7 |
Cluster |
<- |
Group |
|
|
Cluster |
1 |
2 |
2.8264 |
1 |
0.093 |
|
|
|
|
|
Cluster |
1 |
3 |
15.4992 |
1 |
8.3e-5 |
|
|
|
|
|
Cluster |
1 |
4 |
6.3768 |
1 |
0.012 |
|
|
|
|
|
Cluster |
1 |
5 |
67.0568 |
1 |
2.6e-16 |
|
|
|
|
|
Cluster |
2 |
3 |
10.3312 |
1 |
0.0013 |
|
|
|
|
|
Cluster |
2 |
4 |
2.2015 |
1 |
0.14 |
|
|
|
|
|
Cluster |
2 |
5 |
76.2231 |
1 |
2.5e-18 |
|
|
|
|
|
Cluster |
3 |
4 |
0.6148 |
1 |
0.43 |
|
|
|
|
|
Cluster |
3 |
5 |
33.2133 |
1 |
8.3e-9 |
|
|
|
|
|
Cluster |
4 |
5 |
24.3899 |
1 |
7.9e-7 |
|
|
|
|
|
Group |
1 |
2 |
107.4512 |
4 |
2.5e-22 |
|
Group |
<- |
1 |
|
|
Group |
1 |
2 |
1.0237 |
1 |
0.31 |
|
Agreeableness |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
86.5269 |
1 |
1.4e-20 |
|
|
|
|
|
Cluster |
1 |
3 |
207.3111 |
1 |
5.3e-47 |
|
|
|
|
|
Cluster |
1 |
4 |
1.8796 |
1 |
0.17 |
|
|
|
|
|
Cluster |
1 |
5 |
510.5143 |
1 |
4.9e-113 |
|
|
|
|
|
Cluster |
2 |
3 |
855.9002 |
1 |
3.8e-188 |
|
|
|
|
|
Cluster |
2 |
4 |
40.8912 |
1 |
1.6e-10 |
|
|
|
|
|
Cluster |
2 |
5 |
1860.8397 |
1 |
1.6e-406 |
|
|
|
|
|
Cluster |
3 |
4 |
205.8386 |
1 |
1.1e-46 |
|
|
|
|
|
Cluster |
3 |
5 |
90.1982 |
1 |
2.2e-21 |
|
|
|
|
|
Cluster |
4 |
5 |
443.5960 |
1 |
1.8e-98 |
|
Conscientiousness |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
781.0713 |
1 |
7.0e-172 |
|
|
|
|
|
Cluster |
1 |
3 |
4.3853 |
1 |
0.036 |
|
|
|
|
|
Cluster |
1 |
4 |
0.6970 |
1 |
0.40 |
|
|
|
|
|
Cluster |
1 |
5 |
31.9146 |
1 |
1.6e-8 |
|
|
|
|
|
Cluster |
2 |
3 |
855.4461 |
1 |
4.8e-188 |
|
|
|
|
|
Cluster |
2 |
4 |
475.0946 |
1 |
2.5e-105 |
|
|
|
|
|
Cluster |
2 |
5 |
1532.4760 |
1 |
3.4e-335 |
|
|
|
|
|
Cluster |
3 |
4 |
0.7867 |
1 |
0.38 |
|
|
|
|
|
Cluster |
3 |
5 |
94.3558 |
1 |
2.6e-22 |
|
|
|
|
|
Cluster |
4 |
5 |
34.7822 |
1 |
3.7e-9 |
|
Extroversion |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
41.0390 |
1 |
1.5e-10 |
|
|
|
|
|
Cluster |
1 |
3 |
340.0503 |
1 |
6.2e-76 |
|
|
|
|
|
Cluster |
1 |
4 |
173.5178 |
1 |
1.3e-39 |
|
|
|
|
|
Cluster |
1 |
5 |
603.8094 |
1 |
2.5e-133 |
|
|
|
|
|
Cluster |
2 |
3 |
979.2537 |
1 |
5.8e-215 |
|
|
|
|
|
Cluster |
2 |
4 |
392.5761 |
1 |
2.3e-87 |
|
|
|
|
|
Cluster |
2 |
5 |
1886.5017 |
1 |
4.1e-412 |
|
|
|
|
|
Cluster |
3 |
4 |
1.1836 |
1 |
0.28 |
|
|
|
|
|
Cluster |
3 |
5 |
77.7351 |
1 |
1.2e-18 |
|
|
|
|
|
Cluster |
4 |
5 |
50.1380 |
1 |
1.4e-12 |
|
Neuroticism |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
84.7205 |
1 |
3.4e-20 |
|
|
|
|
|
Cluster |
1 |
3 |
1.1548 |
1 |
0.28 |
|
|
|
|
|
Cluster |
1 |
4 |
140.9795 |
1 |
1.6e-32 |
|
|
|
|
|
Cluster |
1 |
5 |
574.5451 |
1 |
5.8e-127 |
|
|
|
|
|
Cluster |
2 |
3 |
105.5331 |
1 |
9.3e-25 |
|
|
|
|
|
Cluster |
2 |
4 |
408.5601 |
1 |
7.5e-91 |
|
|
|
|
|
Cluster |
2 |
5 |
1985.2589 |
1 |
1.4e-433 |
|
|
|
|
|
Cluster |
3 |
4 |
200.0139 |
1 |
2.1e-45 |
|
|
|
|
|
Cluster |
3 |
5 |
1059.3763 |
1 |
2.2e-232 |
|
|
|
|
|
Cluster |
4 |
5 |
39.2373 |
1 |
3.8e-10 |
|
Openness |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
48.7864 |
1 |
2.9e-12 |
|
|
|
|
|
Cluster |
1 |
3 |
1.1128 |
1 |
0.29 |
|
|
|
|
|
Cluster |
1 |
4 |
1.7827 |
1 |
0.18 |
|
|
|
|
|
Cluster |
1 |
5 |
742.3559 |
1 |
1.8e-163 |
|
|
|
|
|
Cluster |
2 |
3 |
99.8295 |
1 |
1.7e-23 |
|
|
|
|
|
Cluster |
2 |
4 |
57.7111 |
1 |
3.0e-14 |
|
|
|
|
|
Cluster |
2 |
5 |
1791.0816 |
1 |
2.2e-391 |
|
|
|
|
|
Cluster |
3 |
4 |
0.4106 |
1 |
0.52 |
|
|
|
|
|
Cluster |
3 |
5 |
1055.6177 |
1 |
1.5e-231 |
|
|
|
|
|
Cluster |
4 |
5 |
461.5488 |
1 |
2.2e-102 |
Variances |
Agreeableness |
|
|
| |
Group |
Group |
1 |
2 |
0.4188 |
1 |
0.52 |
Conscientiousness |
|
|
| |
Group |
Group |
1 |
2 |
7.8017 |
1 |
0.0052 |
Extroversion |
|
|
| |
Group |
Group |
1 |
2 |
1.5603 |
1 |
0.21 |
Neuroticism |
|
|
| |
Group |
Group |
1 |
2 |
0.0119 |
1 |
0.91 |
Openness |
|
|
| |
Group |
Group |
1 |
2 |
1.4476 |
1 |
0.23 |
Profile
|
Cluster |
|
|
|
|
Group |
|
|
|
1 |
2 |
3 |
4 |
5 |
1 |
2 |
Overall |
Size |
0.1486 |
0.2320 |
0.2631 |
0.0997 |
0.2566 |
0.4840 |
0.5160 |
|
Agreeableness |
|
Mean |
0.9142 |
2.1251 |
-0.9840 |
1.1585 |
-1.9629 |
-0.5271 |
0.4593 |
-0.0181 |
Conscientiousness |
|
Mean |
1.2442 |
-1.9207 |
0.9844 |
1.1110 |
1.9145 |
0.9103 |
0.3094 |
0.6002 |
Extroversion |
|
Mean |
1.1607 |
1.9885 |
-1.1112 |
-0.9428 |
-1.9870 |
-0.7649 |
0.2091 |
-0.2623 |
Neuroticism |
|
Mean |
-0.9074 |
-2.0386 |
-1.0463 |
1.0409 |
1.9903 |
0.2065 |
-0.7146 |
-0.2688 |
Openness |
|
Mean |
1.1689 |
1.9827 |
1.0442 |
0.9536 |
-1.9359 |
0.0059 |
0.9768 |
0.5069 |
ProbMeans-Posterior
|
Cluster |
|
|
|
|
Group |
|
|
1 |
2 |
3 |
4 |
5 |
1 |
2 |
Overall |
0.1486 |
0.2320 |
0.2631 |
0.0997 |
0.2566 |
0.4840 |
0.5160 |
Dependent |
|
|
|
|
|
|
|
Agreeableness |
|
|
|
|
|
|
|
-5.503 - -1.858 |
0.0054 |
0.0000 |
0.2932 |
0.0018 |
0.6997 |
0.6700 |
0.3300 |
-1.856 - -0.740 |
0.0564 |
0.0000 |
0.4784 |
0.0109 |
0.4543 |
0.6150 |
0.3850 |
-0.731 - 0.650 |
0.2164 |
0.0835 |
0.4397 |
0.1372 |
0.1232 |
0.4450 |
0.5550 |
0.652 - 1.785 |
0.3255 |
0.3442 |
0.0968 |
0.2279 |
0.0055 |
0.3350 |
0.6650 |
1.806 - 4.638 |
0.1393 |
0.7324 |
0.0076 |
0.1207 |
0.0001 |
0.3550 |
0.6450 |
Conscientiousness |
|
|
|
|
|
|
|
-4.337 - -1.085 |
0.0054 |
0.9532 |
0.0364 |
0.0049 |
0.0000 |
0.3500 |
0.6500 |
-1.029 - 0.517 |
0.1561 |
0.2017 |
0.3769 |
0.1255 |
0.1398 |
0.4850 |
0.5150 |
0.529 - 1.283 |
0.2422 |
0.0046 |
0.3886 |
0.1378 |
0.2268 |
0.4800 |
0.5200 |
1.284 - 2.051 |
0.1889 |
0.0002 |
0.3235 |
0.1513 |
0.3360 |
0.5150 |
0.4850 |
2.052 - 4.752 |
0.1503 |
0.0004 |
0.1903 |
0.0788 |
0.5802 |
0.5900 |
0.4100 |
Extroversion |
|
|
|
|
|
|
|
-4.667 - -1.981 |
0.0010 |
0.0000 |
0.2464 |
0.0922 |
0.6605 |
0.6750 |
0.3250 |
-1.979 - -1.006 |
0.0073 |
0.0001 |
0.4546 |
0.1133 |
0.4248 |
0.5700 |
0.4300 |
-1.002 - 0.177 |
0.1248 |
0.0239 |
0.4766 |
0.2134 |
0.1613 |
0.5000 |
0.5000 |
0.181 - 1.624 |
0.3494 |
0.4036 |
0.1328 |
0.0779 |
0.0362 |
0.3050 |
0.6950 |
1.627 - 5.037 |
0.2606 |
0.7325 |
0.0053 |
0.0016 |
0.0000 |
0.3700 |
0.6300 |
Neuroticism |
|
|
|
|
|
|
|
-4.406 - -1.927 |
0.0966 |
0.6817 |
0.2203 |
0.0014 |
0.0000 |
0.3850 |
0.6150 |
-1.920 - -1.087 |
0.2711 |
0.2753 |
0.4466 |
0.0064 |
0.0006 |
0.3600 |
0.6400 |
-1.085 - -0.0240 |
0.2381 |
0.1807 |
0.4875 |
0.0643 |
0.0294 |
0.4150 |
0.5850 |
-0.0140 - 1.598 |
0.1323 |
0.0224 |
0.1569 |
0.2740 |
0.4145 |
0.5750 |
0.4250 |
1.608 - 5.505 |
0.0049 |
0.0000 |
0.0044 |
0.1524 |
0.8384 |
0.6850 |
0.3150 |
Openness |
|
|
|
|
|
|
|
-4.616 - -1.214 |
0.0032 |
0.0000 |
0.0139 |
0.0061 |
0.9769 |
0.7300 |
0.2700 |
-1.201 - 0.443 |
0.1545 |
0.0505 |
0.3538 |
0.1441 |
0.2970 |
0.5250 |
0.4750 |
0.445 - 1.211 |
0.2256 |
0.2300 |
0.3728 |
0.1658 |
0.0058 |
0.3750 |
0.6250 |
1.212 - 2.032 |
0.2229 |
0.3313 |
0.3448 |
0.0979 |
0.0031 |
0.3850 |
0.6150 |
2.035 - 5.055 |
0.1368 |
0.5483 |
0.2303 |
0.0846 |
0.0000 |
0.4050 |
0.5950 |
Independent |
|
|
|
|
|
|
|
Sex |
|
|
|
|
|
|
|
0 |
0.0757 |
0.1645 |
0.2686 |
0.0905 |
0.4006 |
1.0000 |
0.0000 |
1 |
0.2170 |
0.2954 |
0.2580 |
0.1083 |
0.1214 |
0.0000 |
1.0000 |
Bivariate Residuals
Dependent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Agreeableness |
. |
|
|
|
|
Conscientiousness |
0.1037 |
. |
|
|
|
Extroversion |
0.5259 |
0.5665 |
. |
|
|
Neuroticism |
0.2039 |
0.1710 |
0.2956 |
. |
|
Openness |
0.2329 |
0.3173 |
2.9756 |
1.7232 |
. |
Independent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Sex |
0.0179 |
0.3366 |
0.7620 |
0.3141 |
0.1330 |
EstimatedValues-Model
|
|
Group |
|
|
1 |
2 |
|
|
|
|
|
|
|
|
|
|
0.4840 |
0.5160 |
|
|
|
|
|
|
|
|
|
|
|
Cluster |
|
Group |
1 |
2 |
3 |
4 |
5 |
|
|
|
|
|
|
1 |
0.0757 |
0.1645 |
0.2686 |
0.0905 |
0.4006 |
|
|
|
|
|
|
2 |
0.2170 |
0.2954 |
0.2580 |
0.1083 |
0.1214 |
|
|
|
|
|
|
|
|
Cluster |
|
|
1 |
1 |
2 |
2 |
3 |
3 |
4 |
4 |
5 |
5 |
|
|
Group |
|
|
1 |
2 |
1 |
2 |
1 |
2 |
1 |
2 |
1 |
2 |
|
|
0.0366 |
0.1120 |
0.0796 |
0.1524 |
0.1300 |
0.1331 |
0.0438 |
0.0559 |
0.1939 |
0.0626 |
|
|
|
Agreeableness |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
0.9142 |
|
|
|
|
|
|
|
|
|
1 |
2 |
0.9142 |
|
|
|
|
|
|
|
|
|
2 |
1 |
2.1251 |
|
|
|
|
|
|
|
|
|
2 |
2 |
2.1251 |
|
|
|
|
|
|
|
|
|
3 |
1 |
-0.9840 |
|
|
|
|
|
|
|
|
|
3 |
2 |
-0.9840 |
|
|
|
|
|
|
|
|
|
4 |
1 |
1.1585 |
|
|
|
|
|
|
|
|
|
4 |
2 |
1.1585 |
|
|
|
|
|
|
|
|
|
5 |
1 |
-1.9629 |
|
|
|
|
|
|
|
|
|
5 |
2 |
-1.9629 |
|
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
1.2442 |
|
|
|
|
|
|
|
|
|
1 |
2 |
1.2442 |
|
|
|
|
|
|
|
|
|
2 |
1 |
-1.9207 |
|
|
|
|
|
|
|
|
|
2 |
2 |
-1.9207 |
|
|
|
|
|
|
|
|
|
3 |
1 |
0.9844 |
|
|
|
|
|
|
|
|
|
3 |
2 |
0.9844 |
|
|
|
|
|
|
|
|
|
4 |
1 |
1.1110 |
|
|
|
|
|
|
|
|
|
4 |
2 |
1.1110 |
|
|
|
|
|
|
|
|
|
5 |
1 |
1.9145 |
|
|
|
|
|
|
|
|
|
5 |
2 |
1.9145 |
|
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
1.1607 |
|
|
|
|
|
|
|
|
|
1 |
2 |
1.1607 |
|
|
|
|
|
|
|
|
|
2 |
1 |
1.9885 |
|
|
|
|
|
|
|
|
|
2 |
2 |
1.9885 |
|
|
|
|
|
|
|
|
|
3 |
1 |
-1.1112 |
|
|
|
|
|
|
|
|
|
3 |
2 |
-1.1112 |
|
|
|
|
|
|
|
|
|
4 |
1 |
-0.9428 |
|
|
|
|
|
|
|
|
|
4 |
2 |
-0.9428 |
|
|
|
|
|
|
|
|
|
5 |
1 |
-1.9870 |
|
|
|
|
|
|
|
|
|
5 |
2 |
-1.9870 |
|
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
-0.9074 |
|
|
|
|
|
|
|
|
|
1 |
2 |
-0.9074 |
|
|
|
|
|
|
|
|
|
2 |
1 |
-2.0386 |
|
|
|
|
|
|
|
|
|
2 |
2 |
-2.0386 |
|
|
|
|
|
|
|
|
|
3 |
1 |
-1.0463 |
|
|
|
|
|
|
|
|
|
3 |
2 |
-1.0463 |
|
|
|
|
|
|
|
|
|
4 |
1 |
1.0409 |
|
|
|
|
|
|
|
|
|
4 |
2 |
1.0409 |
|
|
|
|
|
|
|
|
|
5 |
1 |
1.9903 |
|
|
|
|
|
|
|
|
|
5 |
2 |
1.9903 |
|
|
|
|
|
|
|
|
|
|
|
|
Openness |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
1.1689 |
|
|
|
|
|
|
|
|
|
1 |
2 |
1.1689 |
|
|
|
|
|
|
|
|
|
2 |
1 |
1.9827 |
|
|
|
|
|
|
|
|
|
2 |
2 |
1.9827 |
|
|
|
|
|
|
|
|
|
3 |
1 |
1.0442 |
|
|
|
|
|
|
|
|
|
3 |
2 |
1.0442 |
|
|
|
|
|
|
|
|
|
4 |
1 |
0.9536 |
|
|
|
|
|
|
|
|
|
4 |
2 |
0.9536 |
|
|
|
|
|
|
|
|
|
5 |
1 |
-1.9359 |
|
|
|
|
|
|
|
|
|
5 |
2 |
-1.9359 |
|
|
|
|
|
|
|
|
|
[6B.3] Perfect Indicator with variances depending on Sex - LL = -9071.6926
Syntax (6) Model |
|
|
|
|
|
|
|
Number of cases |
1000 |
|
|
|
|
|
Number of parameters (Npar) |
44 |
|
|
|
|
|
Activated Constraints |
0 |
|
|
|
|
|
Random Seed |
296962 |
|
|
|
|
|
Best Start Seed |
62838 |
|
|
|
|
|
|
|
|
|
|
|
|
Log-likelihood Statistics |
|
|
|
|
|
|
Log-likelihood (LL) |
-9071.6926 |
|
|
|
|
|
Log-prior |
0.0000 |
|
|
|
|
|
Log-posterior |
-9071.6926 |
|
|
|
|
|
BIC (based on LL) |
18447.3264 |
|
|
|
|
|
AIC (based on LL) |
18231.3851 |
|
|
|
|
|
AIC3 (based on LL) |
18275.3851 |
|
|
|
|
|
CAIC (based on LL) |
18491.3264 |
|
|
|
|
|
SABIC (based on LL) |
18307.5799 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Classification Statistics |
Cluster |
Group |
|
|
|
|
Classification errors |
0.0723 |
0.0000 |
|
|
|
|
Reduction of errors (Lambda) |
0.9018 |
1.0000 |
|
|
|
|
Entropy R-squared |
0.8786 |
1.0000 |
|
|
|
|
Standard R-squared |
0.8651 |
1.0000 |
|
|
|
|
Classification log-likelihood |
-9260.1322 |
|
|
|
|
|
Entropy |
188.4396 |
|
|
|
|
|
CLC |
18520.2643 |
|
|
|
|
|
AWE |
19260.1468 |
|
|
|
|
|
ICL-BIC |
18824.2055 |
|
|
|
|
|
|
|
|
|
|
|
|
Cluster Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
82.3968 |
9.8789 |
6.3959 |
0.9819 |
0.0337 |
99.6873 |
2 |
7.8529 |
242.0120 |
9.8410 |
3.3572 |
0.0673 |
263.1303 |
3 |
6.8461 |
13.1538 |
122.6476 |
0.0202 |
5.9319 |
148.5996 |
4 |
0.8390 |
2.0600 |
0.0170 |
253.6407 |
0.0000 |
256.5567 |
5 |
0.0653 |
0.8953 |
4.0985 |
0.0000 |
226.9670 |
232.0261 |
Total |
98.0000 |
268.0000 |
143.0000 |
258.0000 |
233.0000 |
1000.0000 |
|
|
|
|
|
|
|
Cluster Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
3 |
4 |
5 |
Total |
1 |
75.9483 |
12.8582 |
9.5382 |
1.2139 |
0.1287 |
99.6873 |
2 |
12.8582 |
229.2387 |
16.5887 |
3.7936 |
0.6511 |
263.1303 |
3 |
9.5382 |
16.5887 |
114.6931 |
0.0817 |
7.6979 |
148.5996 |
4 |
1.2139 |
3.7936 |
0.0817 |
251.4675 |
0.0000 |
256.5567 |
5 |
0.1287 |
0.6511 |
7.6979 |
0.0000 |
223.5483 |
232.0261 |
Total |
99.6873 |
263.1303 |
148.5996 |
256.5567 |
232.0261 |
1000.0000 |
|
|
|
|
|
|
|
Group Classification Table |
Modal |
|
|
|
|
|
Latent |
1 |
2 |
Total |
|
|
|
1 |
484.0000 |
0.0000 |
484.0000 |
|
|
|
2 |
0.0000 |
516.0000 |
516.0000 |
|
|
|
Total |
484.0000 |
516.0000 |
1000.0000 |
|
|
|
|
|
|
|
|
|
|
Group Classification Table |
Proportional |
|
|
|
|
|
Latent |
1 |
2 |
Total |
|
|
|
1 |
484.0000 |
0.0000 |
484.0000 |
|
|
|
2 |
0.0000 |
516.0000 |
516.0000 |
|
|
|
Total |
484.0000 |
516.0000 |
1000.0000 |
|
|
|
|
|
|
|
|
|
|
Files |
|
|
|
|
|
|
Infile |
C:\Users\glen\Dropbox\SI Dropbox\Consulting\Methodology_Center_PSU\Exercises-for-Glen\Exercise 7\Latent GOLD\Exercise 6 (LPA) Data for LG.csv |
|
|
|
|
|
|
|
Options |
|
|
|
|
|
|
threads |
8 |
|
|
|
|
|
algorithm |
|
|
|
|
|
|
tolerance |
1e-008 |
|
|
|
|
|
emtolerance |
0.01 |
|
|
|
|
|
emiterations |
250 |
|
|
|
|
|
nriterations |
50 |
|
|
|
|
|
algorithm |
NR |
|
|
|
|
|
MstepNR |
no |
|
|
|
|
|
startvalues |
|
|
|
|
|
|
seed |
0 |
|
|
|
|
|
sets |
16 |
|
|
|
|
|
tolerance |
1e-005 |
|
|
|
|
|
iterations |
50 |
|
|
|
|
|
bayes |
|
|
|
|
|
|
categorical |
1 |
|
|
|
|
|
variances |
0 |
|
|
|
|
|
latent |
0 |
|
|
|
|
|
poisson |
1 |
|
|
|
|
|
quadrature |
|
|
|
|
|
|
nodes |
10 |
|
|
|
|
|
missing |
excludeall |
|
|
|
|
|
output |
|
|
|
|
|
|
parameters |
effect |
|
|
|
|
|
standard errors |
standard |
|
|
|
|
|
bivariate residuals |
marginal |
|
|
|
|
|
identification |
no |
|
|
|
|
|
validation LL |
no |
|
|
|
|
|
sample size BIC |
1000 |
|
|
|
|
|
predictionstatistics |
no |
|
|
|
|
|
|
|
|
|
|
|
|
Variable Detail |
|
|
|
|
|
|
Latent |
|
|
|
|
|
|
Cluster |
Nominal |
Case |
5 |
|
|
|
Group |
Nominal |
Case |
2 |
|
|
|
|
|
|
|
|
|
|
Dependent |
|
|
|
|
|
|
Agreeableness |
Continuous |
|
|
|
|
|
Conscientiousness |
Continuous |
|
|
|
|
|
Extroversion |
Continuous |
|
|
|
|
|
Neuroticism |
Continuous |
|
|
|
|
|
Openness |
Continuous |
|
|
|
|
|
Syntax
options
maxthreads=8;
algorithm
tolerance=1e-008 emtolerance=0.01 emiterations=250 nriterations=50 ;
startvalues
seed=0 sets=16 tolerance=1e-005 iterations=50;
bayes
categorical=1 variances=0 latent=0 poisson=1;
montecarlo
seed=0 sets=0 replicates=500 tolerance=1e-008;
quadrature nodes=10;
missing excludeall;
output
parameters=effect betaopts=wl standarderrors profile probmeans=posterior
bivariateresiduals estimatedvalues=model;
variables
dependent Agreeableness continuous, Conscientiousness continuous,
Extroversion continuous, Neuroticism continuous, Openness continuous;
latent
Cluster nominal 5, Group nominal 2 knownclass=Sex(0: 1 0, 1: 0 1);
equations
Group <- 1;
Cluster <- 1 + Group;
Agreeableness - Openness <- 1 + Cluster;
Agreeableness - Openness | Group;
Parameters
Regression Parameters |
term |
coef |
Wald(0) |
df |
p-value |
Wald(=) |
df |
p-value |
Cluster(1) |
<- |
1 |
|
|
-0.5675 |
53.7078 |
4 |
6.1e-11 |
|
|
|
Cluster(2) |
<- |
1 |
|
|
0.4104 |
|
|
|
|
|
|
Cluster(3) |
<- |
1 |
|
|
-0.3093 |
|
|
|
|
|
|
Cluster(4) |
<- |
1 |
|
|
0.2334 |
|
|
|
|
|
|
Cluster(5) |
<- |
1 |
|
|
0.2329 |
|
|
|
|
|
|
Cluster(1) |
<- |
Group(1) |
|
|
-0.0313 |
107.4512 |
4 |
2.5e-22 |
|
|
|
Cluster(1) |
<- |
Group(2) |
|
|
0.0313 |
|
|
|
|
|
|
Cluster(2) |
<- |
Group(1) |
|
|
0.0785 |
|
|
|
|
|
|
Cluster(2) |
<- |
Group(2) |
|
|
-0.0785 |
|
|
|
|
|
|
Cluster(3) |
<- |
Group(1) |
|
|
-0.4681 |
|
|
|
|
|
|
Cluster(3) |
<- |
Group(2) |
|
|
0.4681 |
|
|
|
|
|
|
Cluster(4) |
<- |
Group(1) |
|
|
0.6553 |
|
|
|
|
|
|
Cluster(4) |
<- |
Group(2) |
|
|
-0.6553 |
|
|
|
|
|
|
Cluster(5) |
<- |
Group(1) |
|
|
-0.2343 |
|
|
|
|
|
|
Cluster(5) |
<- |
Group(2) |
|
|
0.2343 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Group(1) |
<- |
1 |
|
|
-0.0320 |
1.0237 |
1 |
0.31 |
|
|
|
Group(2) |
<- |
1 |
|
|
0.0320 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Agreeableness |
<- |
1 |
|
|
0.2502 |
33.0283 |
1 |
9.1e-9 |
|
|
|
Agreeableness |
<- |
Cluster(1) |
|
|
0.9083 |
2216.2163 |
4 |
6.3e-479 |
|
|
|
Agreeableness |
<- |
Cluster(2) |
|
|
-1.2342 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(3) |
|
|
0.6640 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(4) |
|
|
-2.2131 |
|
|
|
|
|
|
Agreeableness |
<- |
Cluster(5) |
|
|
1.8750 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
<- |
1 |
|
|
0.6667 |
317.6429 |
1 |
4.7e-71 |
|
|
|
Conscientiousness |
<- |
Cluster(1) |
|
|
0.4444 |
1825.7487 |
4 |
3.2e-394 |
|
|
|
Conscientiousness |
<- |
Cluster(2) |
|
|
0.3178 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(3) |
|
|
0.5775 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(4) |
|
|
1.2478 |
|
|
|
|
|
|
Conscientiousness |
<- |
Cluster(5) |
|
|
-2.5874 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
<- |
1 |
|
|
-0.1784 |
16.0480 |
1 |
6.2e-5 |
|
|
|
Extroversion |
<- |
Cluster(1) |
|
|
-0.7644 |
2354.9807 |
4 |
4.9e-509 |
|
|
|
Extroversion |
<- |
Cluster(2) |
|
|
-0.9329 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(3) |
|
|
1.3391 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(4) |
|
|
-1.8086 |
|
|
|
|
|
|
Extroversion |
<- |
Cluster(5) |
|
|
2.1668 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
<- |
1 |
|
|
-0.1922 |
19.5657 |
1 |
9.7e-6 |
|
|
|
Neuroticism |
<- |
Cluster(1) |
|
|
1.2331 |
2379.9003 |
4 |
1.9e-514 |
|
|
|
Neuroticism |
<- |
Cluster(2) |
|
|
-0.8541 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(3) |
|
|
-0.7152 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(4) |
|
|
2.1825 |
|
|
|
|
|
|
Neuroticism |
<- |
Cluster(5) |
|
|
-1.8464 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Openness |
<- |
1 |
|
|
0.6427 |
338.2188 |
1 |
1.6e-75 |
|
|
|
Openness |
<- |
Cluster(1) |
|
|
0.3109 |
2106.7292 |
4 |
3.6e-455 |
|
|
|
Openness |
<- |
Cluster(2) |
|
|
0.4015 |
|
|
|
|
|
|
Openness |
<- |
Cluster(3) |
|
|
0.5262 |
|
|
|
|
|
|
Openness |
<- |
Cluster(4) |
|
|
-2.5786 |
|
|
|
|
|
|
Openness |
<- |
Cluster(5) |
|
|
1.3400 |
|
|
|
|
|
|
|
Variances |
term |
coef |
Wald(0) |
df |
p-value |
Wald(=) |
df |
p-value |
Agreeableness |
|
|
| |
Group(1) |
1.0195 |
354.6019 |
2 |
1.0e-77 |
0.4188 |
1 |
0.52 |
Agreeableness |
|
|
| |
Group(2) |
1.0895 |
|
|
|
|
|
|
Conscientiousness |
|
|
| |
Group(1) |
1.1947 |
450.4473 |
2 |
1.5e-98 |
7.8017 |
1 |
0.0052 |
Conscientiousness |
|
|
| |
Group(2) |
0.9148 |
|
|
|
|
|
|
Extroversion |
|
|
| |
Group(1) |
1.0444 |
367.7712 |
2 |
1.4e-80 |
1.5603 |
1 |
0.21 |
Extroversion |
|
|
| |
Group(2) |
0.9189 |
|
|
|
|
|
|
Neuroticism |
|
|
| |
Group(1) |
0.9373 |
355.9987 |
2 |
5.0e-78 |
0.0119 |
1 |
0.91 |
Neuroticism |
|
|
| |
Group(2) |
0.9268 |
|
|
|
|
|
|
Openness |
|
|
| |
Group(1) |
1.0335 |
461.4582 |
2 |
6.2e-101 |
1.4476 |
1 |
0.23 |
Openness |
|
|
| |
Group(2) |
0.9225 |
|
|
|
|
|
|
Paired Comparisons
Paired Comparisons |
term |
comparison |
Wald |
df |
p-value |
Cluster |
<- |
1 |
|
|
Cluster |
1 |
2 |
35.2864 |
1 |
2.8e-9 |
|
|
|
|
|
Cluster |
1 |
3 |
1.6494 |
1 |
0.20 |
|
|
|
|
|
Cluster |
1 |
4 |
26.7328 |
1 |
2.3e-7 |
|
|
|
|
|
Cluster |
1 |
5 |
27.1576 |
1 |
1.9e-7 |
|
|
|
|
|
Cluster |
2 |
3 |
21.1304 |
1 |
4.3e-6 |
|
|
|
|
|
Cluster |
2 |
4 |
2.8971 |
1 |
0.089 |
|
|
|
|
|
Cluster |
2 |
5 |
3.0320 |
1 |
0.082 |
|
|
|
|
|
Cluster |
3 |
4 |
13.6013 |
1 |
0.00023 |
|
|
|
|
|
Cluster |
3 |
5 |
13.2035 |
1 |
0.00028 |
|
|
|
|
|
Cluster |
4 |
5 |
0.0000 |
1 |
1.00 |
Cluster |
<- |
Group |
|
|
Cluster |
1 |
2 |
0.6148 |
1 |
0.43 |
|
|
|
|
|
Cluster |
1 |
3 |
6.3768 |
1 |
0.012 |
|
|
|
|
|
Cluster |
1 |
4 |
24.3899 |
1 |
7.9e-7 |
|
|
|
|
|
Cluster |
1 |
5 |
2.2015 |
1 |
0.14 |
|
|
|
|
|
Cluster |
2 |
3 |
15.4992 |
1 |
8.3e-5 |
|
|
|
|
|
Cluster |
2 |
4 |
33.2133 |
1 |
8.3e-9 |
|
|
|
|
|
Cluster |
2 |
5 |
10.3312 |
1 |
0.0013 |
|
|
|
|
|
Cluster |
3 |
4 |
67.0568 |
1 |
2.6e-16 |
|
|
|
|
|
Cluster |
3 |
5 |
2.8264 |
1 |
0.093 |
|
|
|
|
|
Cluster |
4 |
5 |
76.2231 |
1 |
2.5e-18 |
|
|
|
|
|
Group |
1 |
2 |
107.4512 |
4 |
2.5e-22 |
|
Group |
<- |
1 |
|
|
Group |
1 |
2 |
1.0237 |
1 |
0.31 |
|
Agreeableness |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
205.8386 |
1 |
1.1e-46 |
|
|
|
|
|
Cluster |
1 |
3 |
1.8796 |
1 |
0.17 |
|
|
|
|
|
Cluster |
1 |
4 |
443.5960 |
1 |
1.8e-98 |
|
|
|
|
|
Cluster |
1 |
5 |
40.8912 |
1 |
1.6e-10 |
|
|
|
|
|
Cluster |
2 |
3 |
207.3111 |
1 |
5.3e-47 |
|
|
|
|
|
Cluster |
2 |
4 |
90.1982 |
1 |
2.2e-21 |
|
|
|
|
|
Cluster |
2 |
5 |
855.9002 |
1 |
3.8e-188 |
|
|
|
|
|
Cluster |
3 |
4 |
510.5143 |
1 |
4.9e-113 |
|
|
|
|
|
Cluster |
3 |
5 |
86.5269 |
1 |
1.4e-20 |
|
|
|
|
|
Cluster |
4 |
5 |
1860.8397 |
1 |
1.6e-406 |
|
Conscientiousness |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
0.7867 |
1 |
0.38 |
|
|
|
|
|
Cluster |
1 |
3 |
0.6970 |
1 |
0.40 |
|
|
|
|
|
Cluster |
1 |
4 |
34.7822 |
1 |
3.7e-9 |
|
|
|
|
|
Cluster |
1 |
5 |
475.0946 |
1 |
2.5e-105 |
|
|
|
|
|
Cluster |
2 |
3 |
4.3853 |
1 |
0.036 |
|
|
|
|
|
Cluster |
2 |
4 |
94.3558 |
1 |
2.6e-22 |
|
|
|
|
|
Cluster |
2 |
5 |
855.4461 |
1 |
4.8e-188 |
|
|
|
|
|
Cluster |
3 |
4 |
31.9146 |
1 |
1.6e-8 |
|
|
|
|
|
Cluster |
3 |
5 |
781.0713 |
1 |
7.0e-172 |
|
|
|
|
|
Cluster |
4 |
5 |
1532.4760 |
1 |
3.4e-335 |
|
Extroversion |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
1.1836 |
1 |
0.28 |
|
|
|
|
|
Cluster |
1 |
3 |
173.5178 |
1 |
1.3e-39 |
|
|
|
|
|
Cluster |
1 |
4 |
50.1380 |
1 |
1.4e-12 |
|
|
|
|
|
Cluster |
1 |
5 |
392.5761 |
1 |
2.3e-87 |
|
|
|
|
|
Cluster |
2 |
3 |
340.0503 |
1 |
6.2e-76 |
|
|
|
|
|
Cluster |
2 |
4 |
77.7351 |
1 |
1.2e-18 |
|
|
|
|
|
Cluster |
2 |
5 |
979.2537 |
1 |
5.8e-215 |
|
|
|
|
|
Cluster |
3 |
4 |
603.8094 |
1 |
2.5e-133 |
|
|
|
|
|
Cluster |
3 |
5 |
41.0390 |
1 |
1.5e-10 |
|
|
|
|
|
Cluster |
4 |
5 |
1886.5017 |
1 |
4.1e-412 |
|
Neuroticism |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
200.0139 |
1 |
2.1e-45 |
|
|
|
|
|
Cluster |
1 |
3 |
140.9795 |
1 |
1.6e-32 |
|
|
|
|
|
Cluster |
1 |
4 |
39.2373 |
1 |
3.8e-10 |
|
|
|
|
|
Cluster |
1 |
5 |
408.5601 |
1 |
7.5e-91 |
|
|
|
|
|
Cluster |
2 |
3 |
1.1548 |
1 |
0.28 |
|
|
|
|
|
Cluster |
2 |
4 |
1059.3763 |
1 |
2.2e-232 |
|
|
|
|
|
Cluster |
2 |
5 |
105.5331 |
1 |
9.3e-25 |
|
|
|
|
|
Cluster |
3 |
4 |
574.5451 |
1 |
5.8e-127 |
|
|
|
|
|
Cluster |
3 |
5 |
84.7205 |
1 |
3.4e-20 |
|
|
|
|
|
Cluster |
4 |
5 |
1985.2589 |
1 |
1.4e-433 |
|
Openness |
<- |
Cluster |
|
|
Cluster |
1 |
2 |
0.4106 |
1 |
0.52 |
|
|
|
|
|
Cluster |
1 |
3 |
1.7827 |
1 |
0.18 |
|
|
|
|
|
Cluster |
1 |
4 |
461.5488 |
1 |
2.2e-102 |
|
|
|
|
|
Cluster |
1 |
5 |
57.7111 |
1 |
3.0e-14 |
|
|
|
|
|
Cluster |
2 |
3 |
1.1128 |
1 |
0.29 |
|
|
|
|
|
Cluster |
2 |
4 |
1055.6177 |
1 |
1.5e-231 |
|
|
|
|
|
Cluster |
2 |
5 |
99.8295 |
1 |
1.7e-23 |
|
|
|
|
|
Cluster |
3 |
4 |
742.3559 |
1 |
1.8e-163 |
|
|
|
|
|
Cluster |
3 |
5 |
48.7864 |
1 |
2.9e-12 |
|
|
|
|
|
Cluster |
4 |
5 |
1791.0816 |
1 |
2.2e-391 |
Variances |
Agreeableness |
|
|
| |
Group |
Group |
1 |
2 |
0.4188 |
1 |
0.52 |
Conscientiousness |
|
|
| |
Group |
Group |
1 |
2 |
7.8017 |
1 |
0.0052 |
Extroversion |
|
|
| |
Group |
Group |
1 |
2 |
1.5603 |
1 |
0.21 |
Neuroticism |
|
|
| |
Group |
Group |
1 |
2 |
0.0119 |
1 |
0.91 |
Openness |
|
|
| |
Group |
Group |
1 |
2 |
1.4476 |
1 |
0.23 |
Profile
|
Cluster |
|
|
|
|
Group |
|
|
|
1 |
2 |
3 |
4 |
5 |
1 |
2 |
Overall |
Size |
0.0997 |
0.2631 |
0.1486 |
0.2566 |
0.2320 |
0.4840 |
0.5160 |
|
Agreeableness |
|
Mean |
1.1585 |
-0.9840 |
0.9142 |
-1.9629 |
2.1251 |
-0.5271 |
0.4593 |
-0.0181 |
Conscientiousness |
|
Mean |
1.1110 |
0.9844 |
1.2442 |
1.9145 |
-1.9207 |
0.9103 |
0.3094 |
0.6002 |
Extroversion |
|
Mean |
-0.9428 |
-1.1112 |
1.1607 |
-1.9870 |
1.9885 |
-0.7649 |
0.2091 |
-0.2623 |
Neuroticism |
|
Mean |
1.0409 |
-1.0463 |
-0.9074 |
1.9903 |
-2.0386 |
0.2065 |
-0.7146 |
-0.2688 |
Openness |
|
Mean |
0.9536 |
1.0442 |
1.1689 |
-1.9359 |
1.9827 |
0.0059 |
0.9768 |
0.5069 |
ProbMeans-Posterior
|
Cluster |
|
|
|
|
Group |
|
|
1 |
2 |
3 |
4 |
5 |
1 |
2 |
Overall |
0.0997 |
0.2631 |
0.1486 |
0.2566 |
0.2320 |
0.4840 |
0.5160 |
Dependent |
|
|
|
|
|
|
|
Agreeableness |
|
|
|
|
|
|
|
-5.503 - -1.858 |
0.0018 |
0.2932 |
0.0054 |
0.6997 |
0.0000 |
0.6700 |
0.3300 |
-1.856 - -0.740 |
0.0109 |
0.4784 |
0.0564 |
0.4543 |
0.0000 |
0.6150 |
0.3850 |
-0.731 - 0.650 |
0.1372 |
0.4397 |
0.2164 |
0.1232 |
0.0835 |
0.4450 |
0.5550 |
0.652 - 1.785 |
0.2279 |
0.0968 |
0.3255 |
0.0055 |
0.3442 |
0.3350 |
0.6650 |
1.806 - 4.638 |
0.1207 |
0.0076 |
0.1393 |
0.0001 |
0.7324 |
0.3550 |
0.6450 |
Conscientiousness |
|
|
|
|
|
|
|
-4.337 - -1.085 |
0.0049 |
0.0364 |
0.0054 |
0.0000 |
0.9532 |
0.3500 |
0.6500 |
-1.029 - 0.517 |
0.1255 |
0.3769 |
0.1561 |
0.1398 |
0.2017 |
0.4850 |
0.5150 |
0.529 - 1.283 |
0.1378 |
0.3886 |
0.2422 |
0.2268 |
0.0046 |
0.4800 |
0.5200 |
1.284 - 2.051 |
0.1513 |
0.3235 |
0.1889 |
0.3360 |
0.0002 |
0.5150 |
0.4850 |
2.052 - 4.752 |
0.0788 |
0.1903 |
0.1503 |
0.5802 |
0.0004 |
0.5900 |
0.4100 |
Extroversion |
|
|
|
|
|
|
|
-4.667 - -1.981 |
0.0922 |
0.2464 |
0.0010 |
0.6605 |
0.0000 |
0.6750 |
0.3250 |
-1.979 - -1.006 |
0.1133 |
0.4546 |
0.0073 |
0.4248 |
0.0001 |
0.5700 |
0.4300 |
-1.002 - 0.177 |
0.2134 |
0.4766 |
0.1248 |
0.1613 |
0.0239 |
0.5000 |
0.5000 |
0.181 - 1.624 |
0.0779 |
0.1328 |
0.3494 |
0.0362 |
0.4036 |
0.3050 |
0.6950 |
1.627 - 5.037 |
0.0016 |
0.0053 |
0.2606 |
0.0000 |
0.7325 |
0.3700 |
0.6300 |
Neuroticism |
|
|
|
|
|
|
|
-4.406 - -1.927 |
0.0014 |
0.2203 |
0.0966 |
0.0000 |
0.6817 |
0.3850 |
0.6150 |
-1.920 - -1.087 |
0.0064 |
0.4466 |
0.2711 |
0.0006 |
0.2753 |
0.3600 |
0.6400 |
-1.085 - -0.0240 |
0.0643 |
0.4875 |
0.2381 |
0.0294 |
0.1807 |
0.4150 |
0.5850 |
-0.0140 - 1.598 |
0.2740 |
0.1569 |
0.1323 |
0.4145 |
0.0224 |
0.5750 |
0.4250 |
1.608 - 5.505 |
0.1524 |
0.0044 |
0.0049 |
0.8384 |
0.0000 |
0.6850 |
0.3150 |
Openness |
|
|
|
|
|
|
|
-4.616 - -1.214 |
0.0061 |
0.0139 |
0.0032 |
0.9769 |
0.0000 |
0.7300 |
0.2700 |
-1.201 - 0.443 |
0.1441 |
0.3538 |
0.1545 |
0.2970 |
0.0505 |
0.5250 |
0.4750 |
0.445 - 1.211 |
0.1658 |
0.3728 |
0.2256 |
0.0058 |
0.2300 |
0.3750 |
0.6250 |
1.212 - 2.032 |
0.0979 |
0.3448 |
0.2229 |
0.0031 |
0.3313 |
0.3850 |
0.6150 |
2.035 - 5.055 |
0.0846 |
0.2303 |
0.1368 |
0.0000 |
0.5483 |
0.4050 |
0.5950 |
Independent |
|
|
|
|
|
|
|
Sex |
|
|
|
|
|
|
|
0 |
0.0905 |
0.2686 |
0.0757 |
0.4006 |
0.1645 |
1.0000 |
0.0000 |
1 |
0.1083 |
0.2580 |
0.2170 |
0.1214 |
0.2954 |
0.0000 |
1.0000 |
Bivariate Residuals
Dependent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Agreeableness |
. |
|
|
|
|
Conscientiousness |
0.1037 |
. |
|
|
|
Extroversion |
0.5259 |
0.5665 |
. |
|
|
Neuroticism |
0.2039 |
0.1710 |
0.2956 |
. |
|
Openness |
0.2329 |
0.3173 |
2.9756 |
1.7232 |
. |
Independent |
Agreeableness |
Conscientiousness |
Extroversion |
Neuroticism |
Openness |
Sex |
0.0179 |
0.3366 |
0.7620 |
0.3141 |
0.1330 |
EstimatedValues-Model
|
|
Group |
|
|
1 |
2 |
|
|
|
|
|
|
|
|
|
|
0.4840 |
0.5160 |
|
|
|
|
|
|
|
|
|
|
|
Cluster |
|
Group |
1 |
2 |
3 |
4 |
5 |
|
|
|
|
|
|
1 |
0.0905 |
0.2686 |
0.0757 |
0.4006 |
0.1645 |
|
|
|
|
|
|
2 |
0.1083 |
0.2580 |
0.2170 |
0.1214 |
0.2954 |
|
|
|
|
|
|
|
|
Cluster |
|
|
1 |
1 |
2 |
2 |
3 |
3 |
4 |
4 |
5 |
5 |
|
|
Group |
|
|
1 |
2 |
1 |
2 |
1 |
2 |
1 |
2 |
1 |
2 |
|
|
0.0438 |
0.0559 |
0.1300 |
0.1331 |
0.0366 |
0.1120 |
0.1939 |
0.0626 |
0.0796 |
0.1524 |
|
|
|
Agreeableness |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
1.1585 |
|
|
|
|
|
|
|
|
|
1 |
2 |
1.1585 |
|
|
|
|
|
|
|
|
|
2 |
1 |
-0.9840 |
|
|
|
|
|
|
|
|
|
2 |
2 |
-0.9840 |
|
|
|
|
|
|
|
|
|
3 |
1 |
0.9142 |
|
|
|
|
|
|
|
|
|
3 |
2 |
0.9142 |
|
|
|
|
|
|
|
|
|
4 |
1 |
-1.9629 |
|
|
|
|
|
|
|
|
|
4 |
2 |
-1.9629 |
|
|
|
|
|
|
|
|
|
5 |
1 |
2.1251 |
|
|
|
|
|
|
|
|
|
5 |
2 |
2.1251 |
|
|
|
|
|
|
|
|
|
|
|
|
Conscientiousness |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
1.1110 |
|
|
|
|
|
|
|
|
|
1 |
2 |
1.1110 |
|
|
|
|
|
|
|
|
|
2 |
1 |
0.9844 |
|
|
|
|
|
|
|
|
|
2 |
2 |
0.9844 |
|
|
|
|
|
|
|
|
|
3 |
1 |
1.2442 |
|
|
|
|
|
|
|
|
|
3 |
2 |
1.2442 |
|
|
|
|
|
|
|
|
|
4 |
1 |
1.9145 |
|
|
|
|
|
|
|
|
|
4 |
2 |
1.9145 |
|
|
|
|
|
|
|
|
|
5 |
1 |
-1.9207 |
|
|
|
|
|
|
|
|
|
5 |
2 |
-1.9207 |
|
|
|
|
|
|
|
|
|
|
|
|
Extroversion |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
-0.9428 |
|
|
|
|
|
|
|
|
|
1 |
2 |
-0.9428 |
|
|
|
|
|
|
|
|
|
2 |
1 |
-1.1112 |
|
|
|
|
|
|
|
|
|
2 |
2 |
-1.1112 |
|
|
|
|
|
|
|
|
|
3 |
1 |
1.1607 |
|
|
|
|
|
|
|
|
|
3 |
2 |
1.1607 |
|
|
|
|
|
|
|
|
|
4 |
1 |
-1.9870 |
|
|
|
|
|
|
|
|
|
4 |
2 |
-1.9870 |
|
|
|
|
|
|
|
|
|
5 |
1 |
1.9885 |
|
|
|
|
|
|
|
|
|
5 |
2 |
1.9885 |
|
|
|
|
|
|
|
|
|
|
|
|
Neuroticism |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
1.0409 |
|
|
|
|
|
|
|
|
|
1 |
2 |
1.0409 |
|
|
|
|
|
|
|
|
|
2 |
1 |
-1.0463 |
|
|
|
|
|
|
|
|
|
2 |
2 |
-1.0463 |
|
|
|
|
|
|
|
|
|
3 |
1 |
-0.9074 |
|
|
|
|
|
|
|
|
|
3 |
2 |
-0.9074 |
|
|
|
|
|
|
|
|
|
4 |
1 |
1.9903 |
|
|
|
|
|
|
|
|
|
4 |
2 |
1.9903 |
|
|
|
|
|
|
|
|
|
5 |
1 |
-2.0386 |
|
|
|
|
|
|
|
|
|
5 |
2 |
-2.0386 |
|
|
|
|
|
|
|
|
|
|
|
|
Openness |
Cluster |
Group |
Mean |
|
|
|
|
|
|
|
|
|
1 |
1 |
0.9536 |
|
|
|
|
|
|
|
|
|
1 |
2 |
0.9536 |
|
|
|
|
|
|
|
|
|
2 |
1 |
1.0442 |
|
|
|
|
|
|
|
|
|
2 |
2 |
1.0442 |
|
|
|
|
|
|
|
|
|
3 |
1 |
1.1689 |
|
|
|
|
|
|
|
|
|
3 |
2 |
1.1689 |
|
|
|
|
|
|
|
|
|
4 |
1 |
-1.9359 |
|
|
|
|
|
|
|
|
|
4 |
2 |
-1.9359 |
|
|
|
|
|
|
|
|
|
5 |
1 |
1.9827 |
|
|
|
|
|
|
|
|
|
5 |
2 |
1.9827 |
|
|
|
|
|
|
|
|
|
Syntax
options
maxthreads=8;
algorithm
tolerance=1e-008 emtolerance=0.01 emiterations=250 nriterations=50 ;
startvalues
seed=0 sets=16 tolerance=1e-005 iterations=50;
bayes
categorical=1 variances=0 latent=0 poisson=1;
montecarlo
seed=0 sets=0 replicates=500 tolerance=1e-008;
quadrature nodes=10;
missing excludeall;
output
parameters=effect betaopts=wl standarderrors profile probmeans=posterior
bivariateresiduals estimatedvalues=model;
variables
dependent Agreeableness continuous, Conscientiousness continuous,
Extroversion continuous, Neuroticism continuous, Openness continuous;
latent
Cluster nominal 5, Group nominal 2 knownclass=Sex(0: 1 0, 1: 0 1);
equations
Group <- 1;
Cluster <- 1 + Group;
Agreeableness - Openness <- 1 + Cluster;
Agreeableness - Openness | Group;