Load packages

#install.packages("lavaan") # To install the lavaan package for the first time

# The lavaan library is needed for the SEM and CFA functions
library(lavaan)
library(psych)
library(QuantPsyc) ## for standardized regression coefficients,... (out of sheer lazyness I am not using base here...)

Load data

# Read the data file (since it is a .csv file that uses semicolons as separators, I use csv2() instead of csv())
# This data is stored in a R variable called "data"
data <- read.csv2(file = "Froehlich et al 2014 100.csv")

data <- data[, c(1:31, 75:92)]


# Get a list of all variables included.
# A short introduction to the dataset:
#   LA refers to learning approaches (DeeP, Surface Disorganized, Surface Rational)
names(data)
##  [1] "ID"     "LASD1"  "LADP1"  "LADP2"  "LASD2"  "LADP3"  "LASR1" 
##  [8] "LADP4"  "LASR2"  "LADP5"  "LASR3"  "LASD3"  "LASR4"  "LASD4" 
## [15] "LASD5"  "LASD6"  "LADP6"  "LASR5"  "LASD7"  "LASR6"  "LASD8" 
## [22] "LADP7"  "LADP8"  "LASD9"  "LASR7"  "LASR8"  "LASR9"  "LASD10"
## [29] "LADP9"  "LADP10" "LASR10" "LOPCD1" "LOPCD2" "LOSJP1" "LOSJP2"
## [36] "LOPCD3" "LOSJP3" "LOSJP4" "LOSJP5" "LOCS1"  "LOCS2"  "LOCS3" 
## [43] "LOCS4"  "LOOJP1" "LOOJP2" "LOOJP3" "LOOJP4" "DSEX"   "DAGE"

Manipulate data

Make mean scores for scales

data$LADP <- rowMeans(data[, grep(pattern = "LADP", x = names(data))])
data$LASD <- rowMeans(data[, grep(pattern = "LASD", x = names(data))])
data$LASR <- rowMeans(data[, grep(pattern = "LASR", x = names(data))])

data$LOOJP <- rowMeans(data[, grep(pattern = "LOOJP", x = names(data))])
data$LOSJP <- rowMeans(data[, grep(pattern = "LOSJP", x = names(data))])
data$LOCS <- rowMeans(data[, grep(pattern = "LOCS", x = names(data))])
data$LOPCD <- rowMeans(data[, grep(pattern = "LOPCD", x = names(data))])


head(data)
##   ID LASD1 LADP1 LADP2 LASD2 LADP3 LASR1 LADP4 LASR2 LADP5 LASR3 LASD3
## 1  1     2     4     4     3     3     4     2     3     4     5     4
## 2  2     1     1     1     1     3     5     1     1     5     2     3
## 3  3     1     4     4     3     4     4     3     3     5     2     3
## 4  4     3     4     4     3     4     4     3     4     4     4     2
## 5  5     2     4     3     2     4     4     2     3     3     3     3
## 6  6     3     4     5     3     4     5     2     3     4     4     4
##   LASR4 LASD4 LASD5 LASD6 LADP6 LASR5 LASD7 LASR6 LASD8 LADP7 LADP8 LASD9
## 1     3     2     3     3     4     3     3     2     3     2     4     2
## 2     1     1     5     5     3     5     1     2     2     2     5     1
## 3     3     1     3     3     3     5     1     1     1     3     3     1
## 4     2     2     3     3     2     4     2     4     2     3     4     1
## 5     3     2     5     2     2     4     1     2     2     4     4     2
## 6     3     2     3     3     4     4     3     1     3     2     3     1
##   LASR7 LASR8 LASR9 LASD10 LADP9 LADP10 LASR10 LOPCD1 LOPCD2 LOSJP1 LOSJP2
## 1     3     4     3      3     2      2      3      4      4      4      5
## 2     3     3     2      5     4      4      1      4      3      5      5
## 3     4     4     3      3     5      5      5      5      4      5      5
## 4     3     4     3      3     2      4      2      5      4      5      5
## 5     3     3     3      2     4      5      3      5      5      4      5
## 6     4     5     2      3     3      3      4      4      5      4      5
##   LOPCD3 LOSJP3 LOSJP4 LOSJP5 LOCS1 LOCS2 LOCS3 LOCS4 LOOJP1 LOOJP2 LOOJP3
## 1      5      3      4      4     4     4     3     4      8      7      9
## 2      5      5      4      4     3     4     4     3      8      8      7
## 3      5      5      4      5     3     4     4     5      7      7      7
## 4      5      5      5      5     4     3     4     5      5      6      8
## 5      5      4      4      4     4     4     3     5      8      5      7
## 6      5      5      4      5     2     4     4     4      9      8      9
##   LOOJP4 DSEX DAGE LADP LASD LASR LOOJP LOSJP LOCS    LOPCD
## 1      9    1    3  3.1  2.8  3.3  8.25   4.0 3.75 4.333333
## 2      9    1    4  2.9  2.5  2.5  8.00   4.6 3.50 4.000000
## 3      7    2    6  3.9  2.0  3.4  7.00   4.8 4.00 4.666667
## 4      6    1    6  3.4  2.4  3.4  6.25   5.0 4.00 4.666667
## 5      8    2    4  3.5  2.3  3.1  7.00   4.2 4.00 5.000000
## 6      9    1    3  3.4  2.8  3.5  8.75   4.6 3.50 4.666667

Correlation

Correaltion using the psych package

corr_model <- psych::corr.test(x = data[, c("LOOJP", "LADP")])
print(corr_model)
## Call:psych::corr.test(x = data[, c("LOOJP", "LADP")])
## Correlation matrix 
##       LOOJP LADP
## LOOJP  1.00 0.13
## LADP   0.13 1.00
## Sample Size 
## [1] 100
## Probability values (Entries above the diagonal are adjusted for multiple tests.) 
##       LOOJP LADP
## LOOJP  0.00 0.21
## LADP   0.21 0.00
## 
##  To see confidence intervals of the correlations, print with the short=FALSE option
cov(x = data$LOOJP, y = data$LADP)
## [1] 0.06391919

Correlation using lavaan

Remember that correlation is a ‘standardized covariance’.

corr_lavaan <- '
LOOJP ~~ LADP
'
fit <- sem(model = corr_lavaan, data = data)
summary(fit, standardized = T)
## lavaan (0.5-23.1097) converged normally after  12 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                0.000
##   Degrees of freedom                                 0
##   Minimum Function Value               0.0000000000000
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   LOOJP ~~                                                              
##     LADP              0.063    0.051    1.247    0.212    0.063    0.126
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##     LOOJP             1.662    0.235    7.071    0.000    1.662    1.000
##     LADP              0.153    0.022    7.071    0.000    0.153    1.000

Comparison

  • What are the correlation coefficients of each calculation?
  • What are the p-values of each calculation?

Simple Regression

Simple Regression using base and the QuantPsyc package

simpleregression_model <- lm(formula = LOOJP ~ LADP, data = data)
summary(simpleregression_model)
## 
## Call:
## lm(formula = LOOJP ~ LADP, data = data)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -4.1800 -0.8056  0.1737  1.1228  1.9432 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   5.9372     1.1262   5.272 8.05e-07 ***
## LADP          0.4146     0.3307   1.254    0.213    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.292 on 98 degrees of freedom
## Multiple R-squared:  0.01579,    Adjusted R-squared:  0.005746 
## F-statistic: 1.572 on 1 and 98 DF,  p-value: 0.2129
round(QuantPsyc::lm.beta(simpleregression_model),2)
## LADP 
## 0.13

Simple Regression using lavaan

simpleregression_lavaan <- '
LOOJP ~ LADP
'
fit <- sem(model = simpleregression_lavaan, data = data)
summary(fit, standardized = TRUE)
## lavaan (0.5-23.1097) converged normally after  12 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                0.000
##   Degrees of freedom                                 0
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   LOOJP ~                                                               
##     LADP              0.415    0.327    1.267    0.205    0.415    0.126
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .LOOJP             1.636    0.231    7.071    0.000    1.636    0.984

Multiple Regression

Multiple Regression using base and the QuantPsyc package

multiregression_model <- lm(formula = LOOJP ~ LADP + LASD + LASR + DAGE, data = data)

summary(multiregression_model)
## 
## Call:
## lm(formula = LOOJP ~ LADP + LASD + LASR + DAGE, data = data)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -4.2951 -0.8556  0.2084  1.0296  2.0477 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  7.66416    1.64701   4.653 1.06e-05 ***
## LADP         0.38652    0.33131   1.167   0.2463    
## LASD        -0.73739    0.31567  -2.336   0.0216 *  
## LASR        -0.06585    0.28478  -0.231   0.8176    
## DAGE         0.08289    0.09970   0.831   0.4078    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.274 on 95 degrees of freedom
## Multiple R-squared:  0.0724, Adjusted R-squared:  0.03334 
## F-statistic: 1.854 on 4 and 95 DF,  p-value: 0.125
round(QuantPsyc::lm.beta(multiregression_model),2)
##  LADP  LASD  LASR  DAGE 
##  0.12 -0.24 -0.02  0.09

Multiple Regression using lavaan

multireg_lavaan <- '
LOOJP ~ LADP + LASD + LASR + DAGE
'

fit <- sem(model = multireg_lavaan, data = data)
summary(fit, standardized = T)
## lavaan (0.5-23.1097) converged normally after  20 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                0.000
##   Degrees of freedom                                 0
##   Minimum Function Value               0.0000000000000
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   LOOJP ~                                                               
##     LADP              0.387    0.323    1.197    0.231    0.387    0.117
##     LASD             -0.737    0.308   -2.397    0.017   -0.737   -0.240
##     LASR             -0.066    0.278   -0.237    0.812   -0.066   -0.023
##     DAGE              0.083    0.097    0.853    0.394    0.083    0.086
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .LOOJP             1.542    0.218    7.071    0.000    1.542    0.928

Going further

About measurement: CFA

# We first need to define a model to be tested. We save the model in the variable "cfa_model"
cfa_model <- '
lv_LADP =~ LADP1 + LADP2 + LADP3 + LADP4 + LADP5 + LADP6 + LADP7 + LADP8 + LADP9+ LADP10
lv_LASD =~ LASD1 + LASD2 + LASD3 + LASD4 + LASD5 + LASD6 + LASD7 + LASD8 + LASD9+ LASD10
lv_LASR =~ LASR1 + LASR2 + LASR3 + LASR4 + LASR5 + LASR6 + LASR7 + LASR8 + LASR9+ LASR10
'

# Fit the model to the data
fit <- cfa(model = cfa_model, data = data)

# Show the (minimal) output
summary(fit)
## lavaan (0.5-23.1097) converged normally after  53 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              725.562
##   Degrees of freedom                               402
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   lv_LADP =~                                          
##     LADP1             1.000                           
##     LADP2             0.964    0.256    3.761    0.000
##     LADP3             0.660    0.234    2.821    0.005
##     LADP4             0.250    0.205    1.220    0.222
##     LADP5             0.379    0.200    1.895    0.058
##     LADP6            -0.370    0.230   -1.611    0.107
##     LADP7             0.331    0.234    1.415    0.157
##     LADP8             0.468    0.213    2.197    0.028
##     LADP9             0.552    0.230    2.403    0.016
##     LADP10            0.795    0.237    3.362    0.001
##   lv_LASD =~                                          
##     LASD1             1.000                           
##     LASD2             0.594    0.352    1.687    0.092
##     LASD3             1.498    0.646    2.319    0.020
##     LASD4             0.774    0.415    1.865    0.062
##     LASD5            -0.296    0.405   -0.731    0.465
##     LASD6             0.586    0.363    1.616    0.106
##     LASD7             1.084    0.548    1.977    0.048
##     LASD8             1.732    0.668    2.593    0.010
##     LASD9             1.606    0.631    2.543    0.011
##     LASD10            1.963    0.737    2.665    0.008
##   lv_LASR =~                                          
##     LASR1             1.000                           
##     LASR2             0.730    0.180    4.067    0.000
##     LASR3             0.791    0.215    3.674    0.000
##     LASR4             0.498    0.186    2.679    0.007
##     LASR5             0.710    0.173    4.103    0.000
##     LASR6             0.414    0.176    2.357    0.018
##     LASR7             0.503    0.165    3.052    0.002
##     LASR8             0.402    0.177    2.269    0.023
##     LASR9             0.221    0.177    1.253    0.210
##     LASR10            0.708    0.222    3.197    0.001
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   lv_LADP ~~                                          
##     lv_LASD          -0.104    0.046   -2.276    0.023
##     lv_LASR           0.058    0.048    1.208    0.227
##   lv_LASD ~~                                          
##     lv_LASR          -0.004    0.025   -0.169    0.865
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LADP1             0.572    0.101    5.666    0.000
##    .LADP2             0.463    0.085    5.455    0.000
##    .LADP3             0.676    0.103    6.560    0.000
##    .LADP4             0.724    0.103    7.003    0.000
##    .LADP5             0.628    0.091    6.891    0.000
##    .LADP6             0.868    0.125    6.947    0.000
##    .LADP7             0.921    0.132    6.978    0.000
##    .LADP8             0.669    0.098    6.813    0.000
##    .LADP9             0.741    0.110    6.746    0.000
##    .LADP10            0.541    0.088    6.138    0.000
##    .LASD1             0.688    0.102    6.735    0.000
##    .LASD2             0.508    0.074    6.911    0.000
##    .LASD3             0.936    0.144    6.515    0.000
##    .LASD4             0.627    0.092    6.850    0.000
##    .LASD5             0.946    0.134    7.050    0.000
##    .LASD6             0.561    0.081    6.930    0.000
##    .LASD7             0.998    0.147    6.799    0.000
##    .LASD8             0.546    0.094    5.780    0.000
##    .LASD9             0.568    0.095    6.009    0.000
##    .LASD10            0.487    0.093    5.214    0.000
##    .LASR1             0.548    0.105    5.207    0.000
##    .LASR2             0.438    0.075    5.828    0.000
##    .LASR3             0.760    0.122    6.235    0.000
##    .LASR4             0.744    0.110    6.736    0.000
##    .LASR5             0.398    0.069    5.778    0.000
##    .LASR6             0.705    0.103    6.827    0.000
##    .LASR7             0.539    0.082    6.598    0.000
##    .LASR8             0.729    0.107    6.848    0.000
##    .LASR9             0.812    0.116    7.011    0.000
##    .LASR10            0.940    0.144    6.532    0.000
##     lv_LADP           0.261    0.105    2.494    0.013
##     lv_LASD           0.085    0.059    1.449    0.147
##     lv_LASR           0.375    0.127    2.954    0.003
# Show some more interesting output
summary(fit, fit.measures = T, modindices = T)
## lavaan (0.5-23.1097) converged normally after  53 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              725.562
##   Degrees of freedom                               402
##   P-value (Chi-square)                           0.000
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic              962.791
##   Degrees of freedom                               435
##   P-value                                        0.000
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    0.387
##   Tucker-Lewis Index (TLI)                       0.337
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -3785.626
##   Loglikelihood unrestricted model (H1)      -3422.845
## 
##   Number of free parameters                         63
##   Akaike (AIC)                                7697.251
##   Bayesian (BIC)                              7861.377
##   Sample-size adjusted Bayesian (BIC)         7662.407
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.090
##   90 Percent Confidence Interval          0.079  0.100
##   P-value RMSEA <= 0.05                          0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.125
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   lv_LADP =~                                          
##     LADP1             1.000                           
##     LADP2             0.964    0.256    3.761    0.000
##     LADP3             0.660    0.234    2.821    0.005
##     LADP4             0.250    0.205    1.220    0.222
##     LADP5             0.379    0.200    1.895    0.058
##     LADP6            -0.370    0.230   -1.611    0.107
##     LADP7             0.331    0.234    1.415    0.157
##     LADP8             0.468    0.213    2.197    0.028
##     LADP9             0.552    0.230    2.403    0.016
##     LADP10            0.795    0.237    3.362    0.001
##   lv_LASD =~                                          
##     LASD1             1.000                           
##     LASD2             0.594    0.352    1.687    0.092
##     LASD3             1.498    0.646    2.319    0.020
##     LASD4             0.774    0.415    1.865    0.062
##     LASD5            -0.296    0.405   -0.731    0.465
##     LASD6             0.586    0.363    1.616    0.106
##     LASD7             1.084    0.548    1.977    0.048
##     LASD8             1.732    0.668    2.593    0.010
##     LASD9             1.606    0.631    2.543    0.011
##     LASD10            1.963    0.737    2.665    0.008
##   lv_LASR =~                                          
##     LASR1             1.000                           
##     LASR2             0.730    0.180    4.067    0.000
##     LASR3             0.791    0.215    3.674    0.000
##     LASR4             0.498    0.186    2.679    0.007
##     LASR5             0.710    0.173    4.103    0.000
##     LASR6             0.414    0.176    2.357    0.018
##     LASR7             0.503    0.165    3.052    0.002
##     LASR8             0.402    0.177    2.269    0.023
##     LASR9             0.221    0.177    1.253    0.210
##     LASR10            0.708    0.222    3.197    0.001
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   lv_LADP ~~                                          
##     lv_LASD          -0.104    0.046   -2.276    0.023
##     lv_LASR           0.058    0.048    1.208    0.227
##   lv_LASD ~~                                          
##     lv_LASR          -0.004    0.025   -0.169    0.865
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LADP1             0.572    0.101    5.666    0.000
##    .LADP2             0.463    0.085    5.455    0.000
##    .LADP3             0.676    0.103    6.560    0.000
##    .LADP4             0.724    0.103    7.003    0.000
##    .LADP5             0.628    0.091    6.891    0.000
##    .LADP6             0.868    0.125    6.947    0.000
##    .LADP7             0.921    0.132    6.978    0.000
##    .LADP8             0.669    0.098    6.813    0.000
##    .LADP9             0.741    0.110    6.746    0.000
##    .LADP10            0.541    0.088    6.138    0.000
##    .LASD1             0.688    0.102    6.735    0.000
##    .LASD2             0.508    0.074    6.911    0.000
##    .LASD3             0.936    0.144    6.515    0.000
##    .LASD4             0.627    0.092    6.850    0.000
##    .LASD5             0.946    0.134    7.050    0.000
##    .LASD6             0.561    0.081    6.930    0.000
##    .LASD7             0.998    0.147    6.799    0.000
##    .LASD8             0.546    0.094    5.780    0.000
##    .LASD9             0.568    0.095    6.009    0.000
##    .LASD10            0.487    0.093    5.214    0.000
##    .LASR1             0.548    0.105    5.207    0.000
##    .LASR2             0.438    0.075    5.828    0.000
##    .LASR3             0.760    0.122    6.235    0.000
##    .LASR4             0.744    0.110    6.736    0.000
##    .LASR5             0.398    0.069    5.778    0.000
##    .LASR6             0.705    0.103    6.827    0.000
##    .LASR7             0.539    0.082    6.598    0.000
##    .LASR8             0.729    0.107    6.848    0.000
##    .LASR9             0.812    0.116    7.011    0.000
##    .LASR10            0.940    0.144    6.532    0.000
##     lv_LADP           0.261    0.105    2.494    0.013
##     lv_LASD           0.085    0.059    1.449    0.147
##     lv_LASR           0.375    0.127    2.954    0.003
## 
## Modification Indices:
## 
##         lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 67  lv_LADP =~  LASD1  0.822  0.334   0.171    0.194    0.194
## 68  lv_LADP =~  LASD2  2.135  0.452   0.231    0.315    0.315
## 69  lv_LADP =~  LASD3  2.875  0.750   0.384    0.361    0.361
## 70  lv_LADP =~  LASD4  1.384  0.408   0.208    0.253    0.253
## 71  lv_LADP =~  LASD5 10.394  1.339   0.684    0.701    0.701
## 72  lv_LADP =~  LASD6  0.168  0.133   0.068    0.089    0.089
## 73  lv_LADP =~  LASD7  0.394 -0.276  -0.141   -0.135   -0.135
## 74  lv_LADP =~  LASD8  3.944  0.748   0.382    0.427    0.427
## 75  lv_LADP =~  LASD9  4.890 -0.820  -0.419   -0.473   -0.473
## 76  lv_LADP =~ LASD10  4.025 -0.783  -0.400   -0.443   -0.443
## 77  lv_LADP =~  LASR1  0.035  0.039   0.020    0.021    0.021
## 78  lv_LADP =~  LASR2  2.345  0.268   0.137    0.171    0.171
## 79  lv_LADP =~  LASR3  0.020 -0.031  -0.016   -0.016   -0.016
## 80  lv_LADP =~  LASR4  1.778 -0.283  -0.145   -0.158   -0.158
## 81  lv_LADP =~  LASR5  3.815  0.327   0.167    0.218    0.218
## 82  lv_LADP =~  LASR6  4.726 -0.446  -0.228   -0.260   -0.260
## 83  lv_LADP =~  LASR7  3.384 -0.335  -0.171   -0.215   -0.215
## 84  lv_LADP =~  LASR8  2.999  0.360   0.184    0.207    0.207
## 85  lv_LADP =~  LASR9 31.529 -1.218  -0.623   -0.684   -0.684
## 86  lv_LADP =~ LASR10  0.002 -0.010  -0.005   -0.005   -0.005
## 87  lv_LASD =~  LADP1  3.419  1.285   0.375    0.411    0.411
## 88  lv_LASD =~  LADP2  0.537 -0.476  -0.139   -0.165   -0.165
## 89  lv_LASD =~  LADP3  1.039 -0.663  -0.193   -0.218   -0.218
## 90  lv_LASD =~  LADP4  1.388  0.743   0.217    0.252    0.252
## 91  lv_LASD =~  LADP5  0.560  0.447   0.130    0.160    0.160
## 92  lv_LASD =~  LADP6  9.482  2.144   0.626    0.658    0.658
## 93  lv_LASD =~  LADP7  2.558  1.142   0.333    0.342    0.342
## 94  lv_LASD =~  LADP8  0.216 -0.290  -0.085   -0.099   -0.099
## 95  lv_LASD =~  LADP9  0.384  0.410   0.120    0.132    0.132
## 96  lv_LASD =~ LADP10  0.345 -0.366  -0.107   -0.127   -0.127
## 97  lv_LASD =~  LASR1  0.924 -0.334  -0.097   -0.101   -0.101
## 98  lv_LASD =~  LASR2  2.214 -0.437  -0.128   -0.160   -0.160
## 99  lv_LASD =~  LASR3  0.079 -0.105  -0.031   -0.031   -0.031
## 100 lv_LASD =~  LASR4  1.339  0.413   0.120    0.132    0.132
## 101 lv_LASD =~  LASR5  5.364 -0.652  -0.190   -0.248   -0.248
## 102 lv_LASD =~  LASR6 13.390  1.261   0.368    0.420    0.420
## 103 lv_LASD =~  LASR7  2.934  0.525   0.153    0.192    0.192
## 104 lv_LASD =~  LASR8  0.758 -0.305  -0.089   -0.100   -0.100
## 105 lv_LASD =~  LASR9 27.303  1.906   0.556    0.611    0.611
## 106 lv_LASD =~ LASR10  1.219  0.449   0.131    0.123    0.123
## 107 lv_LASR =~  LADP1  0.004  0.010   0.006    0.007    0.007
## 108 lv_LASR =~  LADP2  0.073  0.043   0.026    0.031    0.031
## 109 lv_LASR =~  LADP3  2.392 -0.263  -0.161   -0.181   -0.181
## 110 lv_LASR =~  LADP4  1.363 -0.197  -0.121   -0.140   -0.140
## 111 lv_LASR =~  LADP5  6.355  0.400   0.245    0.300    0.300
## 112 lv_LASR =~  LADP6  0.014 -0.022  -0.014   -0.014   -0.014
## 113 lv_LASR =~  LADP7  0.714 -0.161  -0.099   -0.101   -0.101
## 114 lv_LASR =~  LADP8  2.130 -0.241  -0.147   -0.173   -0.173
## 115 lv_LASR =~  LADP9  3.753 -0.339  -0.207   -0.229   -0.229
## 116 lv_LASR =~ LADP10  5.034  0.357   0.219    0.260    0.260
## 117 lv_LASR =~  LASD1  1.950 -0.229  -0.140   -0.159   -0.159
## 118 lv_LASR =~  LASD2  1.869 -0.190  -0.116   -0.158   -0.158
## 119 lv_LASR =~  LASD3  8.031  0.553   0.339    0.319    0.319
## 120 lv_LASR =~  LASD4 11.437  0.524   0.321    0.390    0.390
## 121 lv_LASR =~  LASD5  3.370  0.343   0.210    0.215    0.215
## 122 lv_LASR =~  LASD6  2.252 -0.218  -0.134   -0.174   -0.174
## 123 lv_LASR =~  LASD7  3.606 -0.373  -0.228   -0.218   -0.218
## 124 lv_LASR =~  LASD8  1.018  0.162   0.099    0.111    0.111
## 125 lv_LASR =~  LASD9  4.754 -0.348  -0.213   -0.240   -0.240
## 126 lv_LASR =~ LASD10  0.258  0.082   0.050    0.056    0.056
## 127   LADP1 ~~  LADP2 11.704  0.253   0.253    0.330    0.330
## 128   LADP1 ~~  LADP3  3.251  0.134   0.134    0.165    0.165
## 129   LADP1 ~~  LADP4  1.653 -0.093  -0.093   -0.118   -0.118
## 130   LADP1 ~~  LADP5  4.543 -0.146  -0.146   -0.196   -0.196
## 131   LADP1 ~~  LADP6  2.200  0.118   0.118    0.136    0.136
## 132   LADP1 ~~  LADP7  0.000  0.001   0.001    0.001    0.001
## 133   LADP1 ~~  LADP8  0.427 -0.047  -0.047   -0.060   -0.060
## 134   LADP1 ~~  LADP9  0.002 -0.004  -0.004   -0.004   -0.004
## 135   LADP1 ~~ LADP10  0.482 -0.049  -0.049   -0.064   -0.064
## 136   LADP1 ~~  LASD1  4.766  0.151   0.151    0.189    0.189
## 137   LADP1 ~~  LASD2  0.782  0.052   0.052    0.078    0.078
## 138   LADP1 ~~  LASD3  0.051  0.019   0.019    0.019    0.019
## 139   LADP1 ~~  LASD4  1.731  0.086   0.086    0.115    0.115
## 140   LADP1 ~~  LASD5  0.202  0.036   0.036    0.040    0.040
## 141   LADP1 ~~  LASD6  0.001  0.002   0.002    0.002    0.002
## 142   LADP1 ~~  LASD7  1.189  0.091   0.091    0.095    0.095
## 143   LADP1 ~~  LASD8  0.494  0.047   0.047    0.057    0.057
## 144   LADP1 ~~  LASD9  1.405 -0.079  -0.079   -0.097   -0.097
## 145   LADP1 ~~ LASD10  0.001 -0.002  -0.002   -0.002   -0.002
## 146   LADP1 ~~  LASR1  0.897  0.064   0.064    0.073    0.073
## 147   LADP1 ~~  LASR2  0.955  0.057   0.057    0.078    0.078
## 148   LADP1 ~~  LASR3  0.001 -0.002  -0.002   -0.002   -0.002
## 149   LADP1 ~~  LASR4  7.054 -0.190  -0.190   -0.227   -0.227
## 150   LADP1 ~~  LASR5  0.001  0.002   0.002    0.003    0.003
## 151   LADP1 ~~  LASR6  0.037  0.013   0.013    0.017    0.017
## 152   LADP1 ~~  LASR7  1.688 -0.080  -0.080   -0.110   -0.110
## 153   LADP1 ~~  LASR8  0.287 -0.038  -0.038   -0.046   -0.046
## 154   LADP1 ~~  LASR9  0.017 -0.010  -0.010   -0.011   -0.011
## 155   LADP1 ~~ LASR10  0.089  0.024   0.024    0.025    0.025
## 156   LADP2 ~~  LADP3  0.307 -0.038  -0.038   -0.051   -0.051
## 157   LADP2 ~~  LADP4  0.357  0.040   0.040    0.055    0.055
## 158   LADP2 ~~  LADP5  0.195 -0.028  -0.028   -0.040   -0.040
## 159   LADP2 ~~  LADP6  0.361  0.044   0.044    0.055    0.055
## 160   LADP2 ~~  LADP7  0.007  0.006   0.006    0.007    0.007
## 161   LADP2 ~~  LADP8  2.377 -0.101  -0.101   -0.141   -0.141
## 162   LADP2 ~~  LADP9  2.394 -0.108  -0.108   -0.142   -0.142
## 163   LADP2 ~~ LADP10  5.095 -0.149  -0.149   -0.211   -0.211
## 164   LADP2 ~~  LASD1  2.840  0.106   0.106    0.144    0.144
## 165   LADP2 ~~  LASD2  3.746  0.104   0.104    0.168    0.168
## 166   LADP2 ~~  LASD3  0.055  0.018   0.018    0.020    0.020
## 167   LADP2 ~~  LASD4  0.504  0.042   0.042    0.061    0.061
## 168   LADP2 ~~  LASD5  0.552 -0.054  -0.054   -0.066   -0.066
## 169   LADP2 ~~  LASD6  0.089 -0.017  -0.017   -0.026   -0.026
## 170   LADP2 ~~  LASD7  0.123  0.027   0.027    0.030    0.030
## 171   LADP2 ~~  LASD8  0.013  0.007   0.007    0.009    0.009
## 172   LADP2 ~~  LASD9  3.926 -0.120  -0.120   -0.161   -0.161
## 173   LADP2 ~~ LASD10  1.988 -0.085  -0.085   -0.111   -0.111
## 174   LADP2 ~~  LASR1  0.808 -0.055  -0.055   -0.068   -0.068
## 175   LADP2 ~~  LASR2  1.073  0.055   0.055    0.081    0.081
## 176   LADP2 ~~  LASR3  5.670  0.161   0.161    0.193    0.193
## 177   LADP2 ~~  LASR4  0.854 -0.060  -0.060   -0.078   -0.078
## 178   LADP2 ~~  LASR5  1.076 -0.052  -0.052   -0.081   -0.081
## 179   LADP2 ~~  LASR6  0.388  0.039   0.039    0.053    0.053
## 180   LADP2 ~~  LASR7  0.049 -0.012  -0.012   -0.019   -0.019
## 181   LADP2 ~~  LASR8  3.457  0.119   0.119    0.160    0.160
## 182   LADP2 ~~  LASR9  6.371 -0.169  -0.169   -0.221   -0.221
## 183   LADP2 ~~ LASR10  0.288 -0.040  -0.040   -0.045   -0.045
## 184   LADP3 ~~  LADP4  0.031 -0.013  -0.013   -0.017   -0.017
## 185   LADP3 ~~  LADP5  2.760 -0.114  -0.114   -0.157   -0.157
## 186   LADP3 ~~  LADP6  0.273  0.042   0.042    0.050    0.050
## 187   LADP3 ~~  LADP7  0.511  0.059   0.059    0.068    0.068
## 188   LADP3 ~~  LADP8  9.225  0.217   0.217    0.287    0.287
## 189   LADP3 ~~  LADP9  0.059  0.018   0.018    0.023    0.023
## 190   LADP3 ~~ LADP10  8.509 -0.200  -0.200   -0.268   -0.268
## 191   LADP3 ~~  LASD1  0.943 -0.069  -0.069   -0.089   -0.089
## 192   LADP3 ~~  LASD2  0.001  0.002   0.002    0.003    0.003
## 193   LADP3 ~~  LASD3  4.417 -0.178  -0.178   -0.188   -0.188
## 194   LADP3 ~~  LASD4  1.209 -0.074  -0.074   -0.102   -0.102
## 195   LADP3 ~~  LASD5  0.017 -0.011  -0.011   -0.012   -0.012
## 196   LADP3 ~~  LASD6  1.456  0.077   0.077    0.113    0.113
## 197   LADP3 ~~  LASD7  0.138  0.032   0.032    0.034    0.034
## 198   LADP3 ~~  LASD8  2.422 -0.105  -0.105   -0.132   -0.132
## 199   LADP3 ~~  LASD9  2.607  0.110   0.110    0.139    0.139
## 200   LADP3 ~~ LASD10  0.601  0.052   0.052    0.064    0.064
## 201   LADP3 ~~  LASR1  2.702 -0.114  -0.114   -0.134   -0.134
## 202   LADP3 ~~  LASR2  0.517  0.043   0.043    0.061    0.061
## 203   LADP3 ~~  LASR3  1.100  0.081   0.081    0.091    0.091
## 204   LADP3 ~~  LASR4  0.088  0.022   0.022    0.027    0.027
## 205   LADP3 ~~  LASR5  0.344 -0.034  -0.034   -0.049   -0.049
## 206   LADP3 ~~  LASR6  1.133 -0.076  -0.076   -0.098   -0.098
## 207   LADP3 ~~  LASR7  0.014  0.008   0.008    0.011    0.011
## 208   LADP3 ~~  LASR8  1.839 -0.099  -0.099   -0.125   -0.125
## 209   LADP3 ~~  LASR9  1.272 -0.086  -0.086   -0.106   -0.106
## 210   LADP3 ~~ LASR10  0.035  0.016   0.016    0.017    0.017
## 211   LADP4 ~~  LADP5  0.049  0.015   0.015    0.022    0.022
## 212   LADP4 ~~  LADP6  5.577 -0.190  -0.190   -0.232   -0.232
## 213   LADP4 ~~  LADP7  2.374  0.127   0.127    0.152    0.152
## 214   LADP4 ~~  LADP8  2.219 -0.106  -0.106   -0.145   -0.145
## 215   LADP4 ~~  LADP9  1.757  0.100   0.100    0.128    0.128
## 216   LADP4 ~~ LADP10  2.341  0.103   0.103    0.143    0.143
## 217   LADP4 ~~  LASD1  0.847 -0.066  -0.066   -0.088   -0.088
## 218   LADP4 ~~  LASD2  0.358  0.037   0.037    0.058    0.058
## 219   LADP4 ~~  LASD3  0.191  0.037   0.037    0.041    0.041
## 220   LADP4 ~~  LASD4  0.368 -0.042  -0.042   -0.059   -0.059
## 221   LADP4 ~~  LASD5  1.158 -0.090  -0.090   -0.107   -0.107
## 222   LADP4 ~~  LASD6  0.002 -0.003  -0.003   -0.005   -0.005
## 223   LADP4 ~~  LASD7  0.396  0.054   0.054    0.060    0.060
## 224   LADP4 ~~  LASD8  1.088  0.071   0.071    0.092    0.092
## 225   LADP4 ~~  LASD9  3.818  0.134   0.134    0.175    0.175
## 226   LADP4 ~~ LASD10  0.753 -0.058  -0.058   -0.074   -0.074
## 227   LADP4 ~~  LASR1  6.961 -0.185  -0.185   -0.224   -0.224
## 228   LADP4 ~~  LASR2  0.841 -0.055  -0.055   -0.081   -0.081
## 229   LADP4 ~~  LASR3  0.159 -0.031  -0.031   -0.036   -0.036
## 230   LADP4 ~~  LASR4  6.383  0.189   0.189    0.241    0.241
## 231   LADP4 ~~  LASR5  4.620 -0.124  -0.124   -0.188   -0.188
## 232   LADP4 ~~  LASR6  2.877  0.123   0.123    0.163    0.163
## 233   LADP4 ~~  LASR7  3.445  0.119   0.119    0.174    0.174
## 234   LADP4 ~~  LASR8  0.779  0.065   0.065    0.085    0.085
## 235   LADP4 ~~  LASR9  0.016 -0.010  -0.010   -0.012   -0.012
## 236   LADP4 ~~ LASR10  2.059  0.122   0.122    0.134    0.134
## 237   LADP5 ~~  LADP6  0.579  0.057   0.057    0.074    0.074
## 238   LADP5 ~~  LADP7  0.025 -0.012  -0.012   -0.015   -0.015
## 239   LADP5 ~~  LADP8  0.221  0.032   0.032    0.045    0.045
## 240   LADP5 ~~  LADP9  0.692  0.059   0.059    0.080    0.080
## 241   LADP5 ~~ LADP10 11.437  0.216   0.216    0.314    0.314
## 242   LADP5 ~~  LASD1  1.858 -0.092  -0.092   -0.128   -0.128
## 243   LADP5 ~~  LASD2  0.156 -0.023  -0.023   -0.038   -0.038
## 244   LADP5 ~~  LASD3 15.116  0.311   0.311    0.359    0.359
## 245   LADP5 ~~  LASD4  1.063  0.066   0.066    0.098    0.098
## 246   LADP5 ~~  LASD5  6.050  0.192   0.192    0.241    0.241
## 247   LADP5 ~~  LASD6  0.103  0.019   0.019    0.031    0.031
## 248   LADP5 ~~  LASD7  0.904 -0.077  -0.077   -0.090   -0.090
## 249   LADP5 ~~  LASD8  0.302  0.035   0.035    0.048    0.048
## 250   LADP5 ~~  LASD9  0.804 -0.058  -0.058   -0.079   -0.079
## 251   LADP5 ~~ LASD10  0.609 -0.049  -0.049   -0.066   -0.066
## 252   LADP5 ~~  LASR1  1.632  0.084   0.084    0.107    0.107
## 253   LADP5 ~~  LASR2  0.115 -0.019  -0.019   -0.030   -0.030
## 254   LADP5 ~~  LASR3  0.411  0.047   0.047    0.057    0.057
## 255   LADP5 ~~  LASR4  0.004  0.004   0.004    0.006    0.006
## 256   LADP5 ~~  LASR5  0.657  0.044   0.044    0.070    0.070
## 257   LADP5 ~~  LASR6  0.088  0.020   0.020    0.028    0.028
## 258   LADP5 ~~  LASR7  0.236 -0.029  -0.029   -0.045   -0.045
## 259   LADP5 ~~  LASR8  2.605  0.112   0.112    0.154    0.154
## 260   LADP5 ~~  LASR9  1.359 -0.084  -0.084   -0.113   -0.113
## 261   LADP5 ~~ LASR10  0.571  0.060   0.060    0.070    0.070
## 262   LADP6 ~~  LADP7  0.207  0.041   0.041    0.045    0.045
## 263   LADP6 ~~  LADP8  0.345  0.046   0.046    0.057    0.057
## 264   LADP6 ~~  LADP9  8.403  0.240   0.240    0.279    0.279
## 265   LADP6 ~~ LADP10  0.660 -0.060  -0.060   -0.076   -0.076
## 266   LADP6 ~~  LASD1  0.374 -0.048  -0.048   -0.058   -0.058
## 267   LADP6 ~~  LASD2  0.502  0.048   0.048    0.069    0.069
## 268   LADP6 ~~  LASD3  1.697  0.122   0.122    0.121    0.121
## 269   LADP6 ~~  LASD4  0.567  0.057   0.057    0.072    0.072
## 270   LADP6 ~~  LASD5  3.580  0.173   0.173    0.186    0.186
## 271   LADP6 ~~  LASD6  3.671  0.136   0.136    0.186    0.186
## 272   LADP6 ~~  LASD7 12.161  0.332   0.332    0.333    0.333
## 273   LADP6 ~~  LASD8  0.168  0.031   0.031    0.036    0.036
## 274   LADP6 ~~  LASD9  0.196 -0.033  -0.033   -0.039   -0.039
## 275   LADP6 ~~ LASD10  1.053  0.075   0.075    0.087    0.087
## 276   LADP6 ~~  LASR1  0.268 -0.040  -0.040   -0.044   -0.044
## 277   LADP6 ~~  LASR2  0.758 -0.058  -0.058   -0.076   -0.076
## 278   LADP6 ~~  LASR3  1.459 -0.103  -0.103   -0.109   -0.109
## 279   LADP6 ~~  LASR4  0.174  0.034   0.034    0.039    0.039
## 280   LADP6 ~~  LASR5  0.004  0.004   0.004    0.005    0.005
## 281   LADP6 ~~  LASR6  0.074  0.022   0.022    0.026    0.026
## 282   LADP6 ~~  LASR7  0.120 -0.024  -0.024   -0.032   -0.032
## 283   LADP6 ~~  LASR8  1.488  0.099   0.099    0.117    0.117
## 284   LADP6 ~~  LASR9  0.211  0.039   0.039    0.045    0.045
## 285   LADP6 ~~ LASR10  2.072  0.135   0.135    0.133    0.133
## 286   LADP7 ~~  LADP8  0.627  0.064   0.064    0.077    0.077
## 287   LADP7 ~~  LADP9  3.905  0.168   0.168    0.191    0.191
## 288   LADP7 ~~ LADP10  0.000  0.000   0.000    0.000    0.000
## 289   LADP7 ~~  LASD1  2.846  0.138   0.138    0.160    0.160
## 290   LADP7 ~~  LASD2  1.633  0.089   0.089    0.124    0.124
## 291   LADP7 ~~  LASD3  0.024  0.015   0.015    0.014    0.014
## 292   LADP7 ~~  LASD4  0.224 -0.037  -0.037   -0.046   -0.046
## 293   LADP7 ~~  LASD5  3.870  0.185   0.185    0.194    0.194
## 294   LADP7 ~~  LASD6  0.220 -0.034  -0.034   -0.046   -0.046
## 295   LADP7 ~~  LASD7  0.187  0.042   0.042    0.041    0.041
## 296   LADP7 ~~  LASD8  0.326  0.044   0.044    0.050    0.050
## 297   LADP7 ~~  LASD9  0.509  0.055   0.055    0.064    0.064
## 298   LADP7 ~~ LASD10  0.050  0.017   0.017    0.019    0.019
## 299   LADP7 ~~  LASR1  2.663 -0.129  -0.129   -0.138   -0.138
## 300   LADP7 ~~  LASR2  0.601 -0.053  -0.053   -0.068   -0.068
## 301   LADP7 ~~  LASR3  4.302 -0.182  -0.182   -0.188   -0.188
## 302   LADP7 ~~  LASR4  2.548  0.135   0.135    0.152    0.152
## 303   LADP7 ~~  LASR5  0.008  0.006   0.006    0.008    0.008
## 304   LADP7 ~~  LASR6  5.206  0.187   0.187    0.219    0.219
## 305   LADP7 ~~  LASR7  0.850 -0.067  -0.067   -0.086   -0.086
## 306   LADP7 ~~  LASR8  0.000 -0.001  -0.001   -0.002   -0.002
## 307   LADP7 ~~  LASR9  0.267  0.045   0.045    0.051    0.051
## 308   LADP7 ~~ LASR10  4.497  0.204   0.204    0.197    0.197
## 309   LADP8 ~~  LADP9  2.764  0.122   0.122    0.159    0.159
## 310   LADP8 ~~ LADP10  0.111 -0.022  -0.022   -0.031   -0.031
## 311   LADP8 ~~  LASD1  1.027 -0.071  -0.071   -0.095   -0.095
## 312   LADP8 ~~  LASD2  0.135 -0.022  -0.022   -0.035   -0.035
## 313   LADP8 ~~  LASD3  1.970  0.116   0.116    0.128    0.128
## 314   LADP8 ~~  LASD4  0.666 -0.054  -0.054   -0.077   -0.077
## 315   LADP8 ~~  LASD5  0.680  0.067   0.067    0.080    0.080
## 316   LADP8 ~~  LASD6  1.038  0.064   0.064    0.097    0.097
## 317   LADP8 ~~  LASD7  1.983  0.118   0.118    0.133    0.133
## 318   LADP8 ~~  LASD8  0.009  0.006   0.006    0.008    0.008
## 319   LADP8 ~~  LASD9  0.250  0.033   0.033    0.044    0.044
## 320   LADP8 ~~ LASD10  2.093 -0.094  -0.094   -0.122   -0.122
## 321   LADP8 ~~  LASR1  0.036  0.013   0.013    0.016    0.016
## 322   LADP8 ~~  LASR2  0.909 -0.056  -0.056   -0.082   -0.082
## 323   LADP8 ~~  LASR3  1.632 -0.096  -0.096   -0.114   -0.114
## 324   LADP8 ~~  LASR4  0.051 -0.016  -0.016   -0.021   -0.021
## 325   LADP8 ~~  LASR5  0.804  0.050   0.050    0.077    0.077
## 326   LADP8 ~~  LASR6  0.000  0.000   0.000   -0.001   -0.001
## 327   LADP8 ~~  LASR7  0.612 -0.049  -0.049   -0.072   -0.072
## 328   LADP8 ~~  LASR8  0.039  0.014   0.014    0.019    0.019
## 329   LADP8 ~~  LASR9  2.286 -0.113  -0.113   -0.146   -0.146
## 330   LADP8 ~~ LASR10  0.039 -0.016  -0.016   -0.018   -0.018
## 331   LADP9 ~~ LADP10  5.691  0.168   0.168    0.221    0.221
## 332   LADP9 ~~  LASD1  0.541 -0.054  -0.054   -0.068   -0.068
## 333   LADP9 ~~  LASD2  1.049  0.065   0.065    0.097    0.097
## 334   LADP9 ~~  LASD3  0.152  0.034   0.034    0.035    0.035
## 335   LADP9 ~~  LASD4  1.033 -0.071  -0.071   -0.096   -0.096
## 336   LADP9 ~~  LASD5  3.688  0.164   0.164    0.185    0.185
## 337   LADP9 ~~  LASD6  1.922  0.092   0.092    0.132    0.132
## 338   LADP9 ~~  LASD7  1.389  0.105   0.105    0.110    0.110
## 339   LADP9 ~~  LASD8  1.815  0.094   0.094    0.116    0.116
## 340   LADP9 ~~  LASD9  0.000 -0.001  -0.001   -0.002   -0.002
## 341   LADP9 ~~ LASD10  0.203 -0.031  -0.031   -0.038   -0.038
## 342   LADP9 ~~  LASR1  0.083 -0.021  -0.021   -0.024   -0.024
## 343   LADP9 ~~  LASR2  3.588 -0.117  -0.117   -0.162   -0.162
## 344   LADP9 ~~  LASR3 17.513 -0.334  -0.334   -0.370   -0.370
## 345   LADP9 ~~  LASR4  0.033  0.014   0.014    0.017    0.017
## 346   LADP9 ~~  LASR5  3.193  0.106   0.106    0.153    0.153
## 347   LADP9 ~~  LASR6  2.119 -0.108  -0.108   -0.136   -0.136
## 348   LADP9 ~~  LASR7  0.003 -0.004  -0.004   -0.005   -0.005
## 349   LADP9 ~~  LASR8  2.398  0.117   0.117    0.145    0.145
## 350   LADP9 ~~  LASR9  0.239  0.039   0.039    0.047    0.047
## 351   LADP9 ~~ LASR10  2.093  0.126   0.126    0.131    0.131
## 352  LADP10 ~~  LASD1  0.249 -0.033  -0.033   -0.044   -0.044
## 353  LADP10 ~~  LASD2  0.510 -0.040  -0.040   -0.065   -0.065
## 354  LADP10 ~~  LASD3  0.005 -0.005  -0.005   -0.006   -0.006
## 355  LADP10 ~~  LASD4  0.039 -0.012  -0.012   -0.018   -0.018
## 356  LADP10 ~~  LASD5  8.296  0.217   0.217    0.264    0.264
## 357  LADP10 ~~  LASD6  0.120  0.020   0.020    0.031    0.031
## 358  LADP10 ~~  LASD7  4.483 -0.166  -0.166   -0.189   -0.189
## 359  LADP10 ~~  LASD8  2.099  0.090   0.090    0.120    0.120
## 360  LADP10 ~~  LASD9  0.465 -0.043  -0.043   -0.057   -0.057
## 361  LADP10 ~~ LASD10  0.033 -0.011  -0.011   -0.015   -0.015
## 362  LADP10 ~~  LASR1  0.084  0.018   0.018    0.023    0.023
## 363  LADP10 ~~  LASR2  0.180  0.023   0.023    0.035    0.035
## 364  LADP10 ~~  LASR3  2.340 -0.108  -0.108   -0.129   -0.129
## 365  LADP10 ~~  LASR4  2.037  0.097   0.097    0.126    0.126
## 366  LADP10 ~~  LASR5  1.464  0.063   0.063    0.098    0.098
## 367  LADP10 ~~  LASR6  0.821  0.059   0.059    0.081    0.081
## 368  LADP10 ~~  LASR7  0.030  0.010   0.010    0.015    0.015
## 369  LADP10 ~~  LASR8  1.548  0.083   0.083    0.111    0.111
## 370  LADP10 ~~  LASR9  0.309 -0.039  -0.039   -0.051   -0.051
## 371  LADP10 ~~ LASR10  0.778  0.068   0.068    0.076    0.076
## 372   LASD1 ~~  LASD2 11.673  0.210   0.210    0.325    0.325
## 373   LASD1 ~~  LASD3  0.286  0.046   0.046    0.049    0.049
## 374   LASD1 ~~  LASD4  1.059  0.071   0.071    0.097    0.097
## 375   LASD1 ~~  LASD5  0.790  0.074   0.074    0.086    0.086
## 376   LASD1 ~~  LASD6  0.231  0.031   0.031    0.046    0.046
## 377   LASD1 ~~  LASD7  2.773 -0.145  -0.145   -0.157   -0.157
## 378   LASD1 ~~  LASD8  0.039 -0.014  -0.014   -0.018   -0.018
## 379   LASD1 ~~  LASD9  0.451 -0.047  -0.047   -0.061   -0.061
## 380   LASD1 ~~ LASD10  0.500  0.050   0.050    0.063    0.063
## 381   LASD1 ~~  LASR1  0.873 -0.065  -0.065   -0.077   -0.077
## 382   LASD1 ~~  LASR2  2.444  0.093   0.093    0.133    0.133
## 383   LASD1 ~~  LASR3  0.139 -0.029  -0.029   -0.033   -0.033
## 384   LASD1 ~~  LASR4  4.270 -0.153  -0.153   -0.190   -0.190
## 385   LASD1 ~~  LASR5  0.629 -0.045  -0.045   -0.067   -0.067
## 386   LASD1 ~~  LASR6  0.924 -0.069  -0.069   -0.089   -0.089
## 387   LASD1 ~~  LASR7  0.000  0.001   0.001    0.002    0.002
## 388   LASD1 ~~  LASR8  0.000  0.000   0.000    0.001    0.001
## 389   LASD1 ~~  LASR9  0.001  0.003   0.003    0.003    0.003
## 390   LASD1 ~~ LASR10  0.002  0.004   0.004    0.004    0.004
## 391   LASD2 ~~  LASD3  0.301 -0.040  -0.040   -0.051   -0.051
## 392   LASD2 ~~  LASD4  0.998 -0.058  -0.058   -0.096   -0.096
## 393   LASD2 ~~  LASD5  1.830 -0.095  -0.095   -0.133   -0.133
## 394   LASD2 ~~  LASD6  2.391  0.084   0.084    0.150    0.150
## 395   LASD2 ~~  LASD7  0.183  0.032   0.032    0.041    0.041
## 396   LASD2 ~~  LASD8  0.297  0.032   0.032    0.049    0.049
## 397   LASD2 ~~  LASD9  0.314 -0.033  -0.033   -0.051   -0.051
## 398   LASD2 ~~ LASD10  0.010 -0.006  -0.006   -0.009   -0.009
## 399   LASD2 ~~  LASR1  0.352 -0.035  -0.035   -0.050   -0.050
## 400   LASD2 ~~  LASR2  0.603 -0.039  -0.039   -0.067   -0.067
## 401   LASD2 ~~  LASR3  4.044 -0.132  -0.132   -0.180   -0.180
## 402   LASD2 ~~  LASR4  0.123  0.022   0.022    0.033    0.033
## 403   LASD2 ~~  LASR5  0.883 -0.046  -0.046   -0.081   -0.081
## 404   LASD2 ~~  LASR6  0.075  0.017   0.017    0.026    0.026
## 405   LASD2 ~~  LASR7  2.008  0.077   0.077    0.131    0.131
## 406   LASD2 ~~  LASR8  1.221  0.069   0.069    0.105    0.105
## 407   LASD2 ~~  LASR9  1.488 -0.079  -0.079   -0.119   -0.119
## 408   LASD2 ~~ LASR10  0.294  0.039   0.039    0.050    0.050
## 409   LASD3 ~~  LASD4  4.851  0.179   0.179    0.205    0.205
## 410   LASD3 ~~  LASD5  1.927  0.136   0.136    0.131    0.131
## 411   LASD3 ~~  LASD6  2.006 -0.108  -0.108   -0.133   -0.133
## 412   LASD3 ~~  LASD7  0.973  0.102   0.102    0.092    0.092
## 413   LASD3 ~~  LASD8  0.076  0.023   0.023    0.025    0.025
## 414   LASD3 ~~  LASD9  2.168  0.124   0.124    0.132    0.132
## 415   LASD3 ~~ LASD10  2.016 -0.122  -0.122   -0.127   -0.127
## 416   LASD3 ~~  LASR1  0.724  0.070   0.070    0.068    0.068
## 417   LASD3 ~~  LASR2  0.339 -0.041  -0.041   -0.048   -0.048
## 418   LASD3 ~~  LASR3  3.018  0.158   0.158    0.149    0.149
## 419   LASD3 ~~  LASR4  0.961 -0.086  -0.086   -0.088   -0.088
## 420   LASD3 ~~  LASR5  2.077  0.097   0.097    0.120    0.120
## 421   LASD3 ~~  LASR6  0.849  0.078   0.078    0.084    0.084
## 422   LASD3 ~~  LASR7  0.201 -0.034  -0.034   -0.040   -0.040
## 423   LASD3 ~~  LASR8  0.144  0.033   0.033    0.035    0.035
## 424   LASD3 ~~  LASR9  0.543  0.066   0.066    0.069    0.069
## 425   LASD3 ~~ LASR10  0.136  0.037   0.037    0.032    0.032
## 426   LASD4 ~~  LASD5  3.691  0.151   0.151    0.187    0.187
## 427   LASD4 ~~  LASD6  0.917  0.058   0.058    0.092    0.092
## 428   LASD4 ~~  LASD7  3.552 -0.155  -0.155   -0.179   -0.179
## 429   LASD4 ~~  LASD8  0.226  0.032   0.032    0.043    0.043
## 430   LASD4 ~~  LASD9  3.781 -0.129  -0.129   -0.176   -0.176
## 431   LASD4 ~~ LASD10  0.391  0.042   0.042    0.056    0.056
## 432   LASD4 ~~  LASR1  2.047  0.094   0.094    0.119    0.119
## 433   LASD4 ~~  LASR2  3.270  0.103   0.103    0.156    0.156
## 434   LASD4 ~~  LASR3  0.106  0.024   0.024    0.029    0.029
## 435   LASD4 ~~  LASR4  0.285 -0.038  -0.038   -0.050   -0.050
## 436   LASD4 ~~  LASR5  0.024  0.008   0.008    0.013    0.013
## 437   LASD4 ~~  LASR6  2.623  0.110   0.110    0.153    0.153
## 438   LASD4 ~~  LASR7  0.118 -0.021  -0.021   -0.032   -0.032
## 439   LASD4 ~~  LASR8  0.215 -0.032  -0.032   -0.044   -0.044
## 440   LASD4 ~~  LASR9  0.043 -0.015  -0.015   -0.020   -0.020
## 441   LASD4 ~~ LASR10  0.711  0.067   0.067    0.077    0.077
## 442   LASD5 ~~  LASD6  3.603  0.140   0.140    0.186    0.186
## 443   LASD5 ~~  LASD7  0.651 -0.080  -0.080   -0.078   -0.078
## 444   LASD5 ~~  LASD8  0.753  0.069   0.069    0.079    0.079
## 445   LASD5 ~~  LASD9  0.317 -0.045  -0.045   -0.052   -0.052
## 446   LASD5 ~~ LASD10  0.138  0.029   0.029    0.033    0.033
## 447   LASD5 ~~  LASR1  1.751  0.106   0.106    0.113    0.113
## 448   LASD5 ~~  LASR2  1.794  0.092   0.092    0.118    0.118
## 449   LASD5 ~~  LASR3  1.704 -0.116  -0.116   -0.119   -0.119
## 450   LASD5 ~~  LASR4  0.005 -0.006  -0.006   -0.007   -0.007
## 451   LASD5 ~~  LASR5  1.494  0.081   0.081    0.108    0.108
## 452   LASD5 ~~  LASR6  1.179  0.090   0.090    0.105    0.105
## 453   LASD5 ~~  LASR7  3.663 -0.140  -0.140   -0.180   -0.180
## 454   LASD5 ~~  LASR8  0.030 -0.015  -0.015   -0.017   -0.017
## 455   LASD5 ~~  LASR9  0.107  0.029   0.029    0.032    0.032
## 456   LASD5 ~~ LASR10  0.468 -0.066  -0.066   -0.064   -0.064
## 457   LASD6 ~~  LASD7  0.078 -0.021  -0.021   -0.027   -0.027
## 458   LASD6 ~~  LASD8  0.043  0.013   0.013    0.019    0.019
## 459   LASD6 ~~  LASD9  1.794 -0.083  -0.083   -0.122   -0.122
## 460   LASD6 ~~ LASD10  3.151  0.110   0.110    0.159    0.159
## 461   LASD6 ~~  LASR1  0.001  0.002   0.002    0.003    0.003
## 462   LASD6 ~~  LASR2  0.398 -0.034  -0.034   -0.055   -0.055
## 463   LASD6 ~~  LASR3  6.706 -0.178  -0.178   -0.232   -0.232
## 464   LASD6 ~~  LASR4  0.284  0.035   0.035    0.050    0.050
## 465   LASD6 ~~  LASR5  0.239 -0.025  -0.025   -0.042   -0.042
## 466   LASD6 ~~  LASR6  0.001  0.001   0.001    0.002    0.002
## 467   LASD6 ~~  LASR7  3.663  0.109   0.109    0.178    0.178
## 468   LASD6 ~~  LASR8  1.788  0.087   0.087    0.128    0.128
## 469   LASD6 ~~  LASR9  0.088 -0.020  -0.020   -0.029   -0.029
## 470   LASD6 ~~ LASR10  2.278 -0.114  -0.114   -0.139   -0.139
## 471   LASD7 ~~  LASD8  0.572  0.064   0.064    0.068    0.068
## 472   LASD7 ~~  LASD9  0.120  0.029   0.029    0.031    0.031
## 473   LASD7 ~~ LASD10  0.051 -0.019  -0.019   -0.020   -0.020
## 474   LASD7 ~~  LASR1  3.122 -0.147  -0.147   -0.146   -0.146
## 475   LASD7 ~~  LASR2  4.846 -0.158  -0.158   -0.189   -0.189
## 476   LASD7 ~~  LASR3  0.254 -0.047  -0.047   -0.045   -0.045
## 477   LASD7 ~~  LASR4  4.334  0.185   0.185    0.193    0.193
## 478   LASD7 ~~  LASR5  0.202 -0.031  -0.031   -0.038   -0.038
## 479   LASD7 ~~  LASR6  0.054  0.020   0.020    0.022    0.022
## 480   LASD7 ~~  LASR7  0.174  0.032   0.032    0.038    0.038
## 481   LASD7 ~~  LASR8  0.054  0.020   0.020    0.022    0.022
## 482   LASD7 ~~  LASR9  4.206  0.188   0.188    0.197    0.197
## 483   LASD7 ~~ LASR10  0.577  0.077   0.077    0.069    0.069
## 484   LASD8 ~~  LASD9  2.081  0.103   0.103    0.130    0.130
## 485   LASD8 ~~ LASD10  0.182 -0.032  -0.032   -0.040   -0.040
## 486   LASD8 ~~  LASR1  0.035  0.012   0.012    0.014    0.014
## 487   LASD8 ~~  LASR2  0.583 -0.043  -0.043   -0.060   -0.060
## 488   LASD8 ~~  LASR3  0.355 -0.043  -0.043   -0.048   -0.048
## 489   LASD8 ~~  LASR4  0.000 -0.001  -0.001   -0.002   -0.002
## 490   LASD8 ~~  LASR5  1.395 -0.063  -0.063   -0.093   -0.093
## 491   LASD8 ~~  LASR6  8.769  0.199   0.199    0.254    0.254
## 492   LASD8 ~~  LASR7  0.002 -0.003  -0.003   -0.004   -0.004
## 493   LASD8 ~~  LASR8  1.352  0.080   0.080    0.100    0.100
## 494   LASD8 ~~  LASR9  3.027  0.124   0.124    0.153    0.153
## 495   LASD8 ~~ LASR10  1.571  0.099   0.099    0.104    0.104
## 496   LASD9 ~~ LASD10  4.691 -0.159  -0.159   -0.199   -0.199
## 497   LASD9 ~~  LASR1  2.015 -0.093  -0.093   -0.109   -0.109
## 498   LASD9 ~~  LASR2  0.001 -0.002  -0.002   -0.002   -0.002
## 499   LASD9 ~~  LASR3  0.710  0.061   0.061    0.069    0.069
## 500   LASD9 ~~  LASR4  0.211  0.032   0.032    0.040    0.040
## 501   LASD9 ~~  LASR5  4.114 -0.110  -0.110   -0.161   -0.161
## 502   LASD9 ~~  LASR6  0.262  0.035   0.035    0.045    0.045
## 503   LASD9 ~~  LASR7  1.119 -0.064  -0.064   -0.090   -0.090
## 504   LASD9 ~~  LASR8  0.935  0.067   0.067    0.084    0.084
## 505   LASD9 ~~  LASR9  0.795  0.064   0.064    0.080    0.080
## 506   LASD9 ~~ LASR10  0.029  0.013   0.013    0.014    0.014
## 507  LASD10 ~~  LASR1  0.145 -0.024  -0.024   -0.028   -0.028
## 508  LASD10 ~~  LASR2  0.030  0.010   0.010    0.013    0.013
## 509  LASD10 ~~  LASR3  0.228 -0.034  -0.034   -0.038   -0.038
## 510  LASD10 ~~  LASR4  0.612  0.053   0.053    0.064    0.064
## 511  LASD10 ~~  LASR5  0.516  0.038   0.038    0.055    0.055
## 512  LASD10 ~~  LASR6  1.394  0.078   0.078    0.098    0.098
## 513  LASD10 ~~  LASR7  0.676  0.048   0.048    0.067    0.067
## 514  LASD10 ~~  LASR8  3.916 -0.132  -0.132   -0.165   -0.165
## 515  LASD10 ~~  LASR9  0.033  0.013   0.013    0.015    0.015
## 516  LASD10 ~~ LASR10  0.293  0.042   0.042    0.044    0.044
## 517   LASR1 ~~  LASR2  0.007  0.006   0.006    0.008    0.008
## 518   LASR1 ~~  LASR3  0.208  0.039   0.039    0.041    0.041
## 519   LASR1 ~~  LASR4  0.625 -0.062  -0.062   -0.070   -0.070
## 520   LASR1 ~~  LASR5 11.428  0.231   0.231    0.314    0.314
## 521   LASR1 ~~  LASR6  1.460 -0.091  -0.091   -0.108   -0.108
## 522   LASR1 ~~  LASR7  0.044 -0.014  -0.014   -0.019   -0.019
## 523   LASR1 ~~  LASR8  0.259 -0.039  -0.039   -0.045   -0.045
## 524   LASR1 ~~  LASR9  0.015  0.010   0.010    0.011    0.011
## 525   LASR1 ~~ LASR10  8.157 -0.260  -0.260   -0.255   -0.255
## 526   LASR2 ~~  LASR3  6.108  0.175   0.175    0.220    0.220
## 527   LASR2 ~~  LASR4  0.455  0.044   0.044    0.060    0.060
## 528   LASR2 ~~  LASR5  0.778 -0.049  -0.049   -0.080   -0.080
## 529   LASR2 ~~  LASR6  0.011  0.007   0.007    0.009    0.009
## 530   LASR2 ~~  LASR7  4.314 -0.118  -0.118   -0.186   -0.186
## 531   LASR2 ~~  LASR8  0.001 -0.001  -0.001   -0.002   -0.002
## 532   LASR2 ~~  LASR9  1.066 -0.068  -0.068   -0.094   -0.094
## 533   LASR2 ~~ LASR10  0.253 -0.038  -0.038   -0.045   -0.045
## 534   LASR3 ~~  LASR4  0.044 -0.017  -0.017   -0.019   -0.019
## 535   LASR3 ~~  LASR5  1.623 -0.087  -0.087   -0.114   -0.114
## 536   LASR3 ~~  LASR6  0.014 -0.009  -0.009   -0.011   -0.011
## 537   LASR3 ~~  LASR7  0.822 -0.065  -0.065   -0.082   -0.082
## 538   LASR3 ~~  LASR8  1.214 -0.089  -0.089   -0.101   -0.101
## 539   LASR3 ~~  LASR9  0.045 -0.018  -0.018   -0.020   -0.020
## 540   LASR3 ~~ LASR10  0.045 -0.020  -0.020   -0.019   -0.019
## 541   LASR4 ~~  LASR5  9.155 -0.190  -0.190   -0.271   -0.271
## 542   LASR4 ~~  LASR6  3.510  0.142   0.142    0.177    0.177
## 543   LASR4 ~~  LASR7  3.944  0.134   0.134    0.184    0.184
## 544   LASR4 ~~  LASR8  0.675 -0.063  -0.063   -0.078   -0.078
## 545   LASR4 ~~  LASR9  2.269  0.121   0.121    0.145    0.145
## 546   LASR4 ~~ LASR10  4.619  0.193   0.193    0.199    0.199
## 547   LASR5 ~~  LASR6  0.178 -0.025  -0.025   -0.038   -0.038
## 548   LASR5 ~~  LASR7  0.213  0.025   0.025    0.041    0.041
## 549   LASR5 ~~  LASR8  0.142  0.023   0.023    0.034    0.034
## 550   LASR5 ~~  LASR9  1.113 -0.067  -0.067   -0.096   -0.096
## 551   LASR5 ~~ LASR10  0.046 -0.016  -0.016   -0.019   -0.019
## 552   LASR6 ~~  LASR7  0.192 -0.029  -0.029   -0.041   -0.041
## 553   LASR6 ~~  LASR8  1.315 -0.085  -0.085   -0.109   -0.109
## 554   LASR6 ~~  LASR9  2.239  0.116   0.116    0.145    0.145
## 555   LASR6 ~~ LASR10  2.490  0.137   0.137    0.147    0.147
## 556   LASR7 ~~  LASR8  3.200  0.118   0.118    0.167    0.167
## 557   LASR7 ~~  LASR9  1.930  0.096   0.096    0.132    0.132
## 558   LASR7 ~~ LASR10  1.444  0.093   0.093    0.110    0.110
## 559   LASR8 ~~  LASR9  1.882 -0.108  -0.108   -0.133   -0.133
## 560   LASR8 ~~ LASR10  1.280  0.099   0.099    0.105    0.105
## 561   LASR9 ~~ LASR10  3.502  0.171   0.171    0.177    0.177
# Alternative summary with more customizing options
summary(fit)
## lavaan (0.5-23.1097) converged normally after  53 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              725.562
##   Degrees of freedom                               402
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   lv_LADP =~                                          
##     LADP1             1.000                           
##     LADP2             0.964    0.256    3.761    0.000
##     LADP3             0.660    0.234    2.821    0.005
##     LADP4             0.250    0.205    1.220    0.222
##     LADP5             0.379    0.200    1.895    0.058
##     LADP6            -0.370    0.230   -1.611    0.107
##     LADP7             0.331    0.234    1.415    0.157
##     LADP8             0.468    0.213    2.197    0.028
##     LADP9             0.552    0.230    2.403    0.016
##     LADP10            0.795    0.237    3.362    0.001
##   lv_LASD =~                                          
##     LASD1             1.000                           
##     LASD2             0.594    0.352    1.687    0.092
##     LASD3             1.498    0.646    2.319    0.020
##     LASD4             0.774    0.415    1.865    0.062
##     LASD5            -0.296    0.405   -0.731    0.465
##     LASD6             0.586    0.363    1.616    0.106
##     LASD7             1.084    0.548    1.977    0.048
##     LASD8             1.732    0.668    2.593    0.010
##     LASD9             1.606    0.631    2.543    0.011
##     LASD10            1.963    0.737    2.665    0.008
##   lv_LASR =~                                          
##     LASR1             1.000                           
##     LASR2             0.730    0.180    4.067    0.000
##     LASR3             0.791    0.215    3.674    0.000
##     LASR4             0.498    0.186    2.679    0.007
##     LASR5             0.710    0.173    4.103    0.000
##     LASR6             0.414    0.176    2.357    0.018
##     LASR7             0.503    0.165    3.052    0.002
##     LASR8             0.402    0.177    2.269    0.023
##     LASR9             0.221    0.177    1.253    0.210
##     LASR10            0.708    0.222    3.197    0.001
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   lv_LADP ~~                                          
##     lv_LASD          -0.104    0.046   -2.276    0.023
##     lv_LASR           0.058    0.048    1.208    0.227
##   lv_LASD ~~                                          
##     lv_LASR          -0.004    0.025   -0.169    0.865
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LADP1             0.572    0.101    5.666    0.000
##    .LADP2             0.463    0.085    5.455    0.000
##    .LADP3             0.676    0.103    6.560    0.000
##    .LADP4             0.724    0.103    7.003    0.000
##    .LADP5             0.628    0.091    6.891    0.000
##    .LADP6             0.868    0.125    6.947    0.000
##    .LADP7             0.921    0.132    6.978    0.000
##    .LADP8             0.669    0.098    6.813    0.000
##    .LADP9             0.741    0.110    6.746    0.000
##    .LADP10            0.541    0.088    6.138    0.000
##    .LASD1             0.688    0.102    6.735    0.000
##    .LASD2             0.508    0.074    6.911    0.000
##    .LASD3             0.936    0.144    6.515    0.000
##    .LASD4             0.627    0.092    6.850    0.000
##    .LASD5             0.946    0.134    7.050    0.000
##    .LASD6             0.561    0.081    6.930    0.000
##    .LASD7             0.998    0.147    6.799    0.000
##    .LASD8             0.546    0.094    5.780    0.000
##    .LASD9             0.568    0.095    6.009    0.000
##    .LASD10            0.487    0.093    5.214    0.000
##    .LASR1             0.548    0.105    5.207    0.000
##    .LASR2             0.438    0.075    5.828    0.000
##    .LASR3             0.760    0.122    6.235    0.000
##    .LASR4             0.744    0.110    6.736    0.000
##    .LASR5             0.398    0.069    5.778    0.000
##    .LASR6             0.705    0.103    6.827    0.000
##    .LASR7             0.539    0.082    6.598    0.000
##    .LASR8             0.729    0.107    6.848    0.000
##    .LASR9             0.812    0.116    7.011    0.000
##    .LASR10            0.940    0.144    6.532    0.000
##     lv_LADP           0.261    0.105    2.494    0.013
##     lv_LASD           0.085    0.059    1.449    0.147
##     lv_LASR           0.375    0.127    2.954    0.003
fitmeasures(fit)
##                npar                fmin               chisq 
##              63.000               3.628             725.562 
##                  df              pvalue      baseline.chisq 
##             402.000               0.000             962.791 
##         baseline.df     baseline.pvalue                 cfi 
##             435.000               0.000               0.387 
##                 tli                nnfi                 rfi 
##               0.337               0.337               0.185 
##                 nfi                pnfi                 ifi 
##               0.246               0.228               0.423 
##                 rni                logl   unrestricted.logl 
##               0.387           -3785.626           -3422.845 
##                 aic                 bic              ntotal 
##            7697.251            7861.377             100.000 
##                bic2               rmsea      rmsea.ci.lower 
##            7662.407               0.090               0.079 
##      rmsea.ci.upper        rmsea.pvalue                 rmr 
##               0.100               0.000               0.101 
##          rmr_nomean                srmr        srmr_bentler 
##               0.101               0.125               0.125 
## srmr_bentler_nomean         srmr_bollen  srmr_bollen_nomean 
##               0.125               0.125               0.125 
##          srmr_mplus   srmr_mplus_nomean               cn_05 
##               0.125               0.125              62.986 
##               cn_01                 gfi                agfi 
##              65.900               0.689               0.640 
##                pgfi                 mfi                ecvi 
##               0.595               0.198               8.516
modificationindices(fit, sort = T, minimum.value = 10, op = "~~")
##       lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 344 LADP9 ~~  LASR3 17.513 -0.334  -0.334   -0.370   -0.370
## 244 LADP5 ~~  LASD3 15.116  0.311   0.311    0.359    0.359
## 272 LADP6 ~~  LASD7 12.161  0.332   0.332    0.333    0.333
## 127 LADP1 ~~  LADP2 11.704  0.253   0.253    0.330    0.330
## 372 LASD1 ~~  LASD2 11.673  0.210   0.210    0.325    0.325
## 241 LADP5 ~~ LADP10 11.437  0.216   0.216    0.314    0.314
## 520 LASR1 ~~  LASR5 11.428  0.231   0.231    0.314    0.314

About structure: Path model

# We first need to define a path model to be tested. We save the model in the variable "path_model"
path_model <- '
LOOJP ~ LADP + LASD + LASR
LADP + LASD + LASR ~ DAGE
'

# Fit the model to the data, note that we are using sem() instead of cfa() this time. The difference just lies in the default settings.
fit <- sem(model = path_model, data = data)

# Show the (minimal) output
summary(fit, standardized = T)
## lavaan (0.5-23.1097) converged normally after  30 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                2.559
##   Degrees of freedom                                 4
##   P-value (Chi-square)                           0.634
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   LOOJP ~                                                               
##     LADP              0.345    0.319    1.082    0.279    0.345    0.105
##     LASD             -0.683    0.298   -2.293    0.022   -0.683   -0.222
##     LASR             -0.037    0.274   -0.136    0.891   -0.037   -0.013
##   LADP ~                                                                
##     DAGE             -0.048    0.029   -1.661    0.097   -0.048   -0.164
##   LASD ~                                                                
##     DAGE              0.074    0.030    2.436    0.015    0.074    0.237
##   LASR ~                                                                
##     DAGE              0.050    0.034    1.484    0.138    0.050    0.147
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .LOOJP             1.553    0.220    7.071    0.000    1.553    0.937
##    .LADP              0.149    0.021    7.071    0.000    0.149    0.973
##    .LASD              0.166    0.023    7.071    0.000    0.166    0.944
##    .LASR              0.203    0.029    7.071    0.000    0.203    0.978
# Show some more interesting output
summary(fit, fit.measures = T, modindices = T)
## lavaan (0.5-23.1097) converged normally after  30 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                2.559
##   Degrees of freedom                                 4
##   P-value (Chi-square)                           0.634
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic               20.012
##   Degrees of freedom                                10
##   P-value                                        0.029
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    1.000
##   Tucker-Lewis Index (TLI)                       1.360
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)               -495.745
##   Loglikelihood unrestricted model (H1)       -494.466
## 
##   Number of free parameters                         10
##   Akaike (AIC)                                1011.490
##   Bayesian (BIC)                              1037.541
##   Sample-size adjusted Bayesian (BIC)         1005.959
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.000
##   90 Percent Confidence Interval          0.000  0.123
##   P-value RMSEA <= 0.05                          0.733
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.039
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   LOOJP ~                                             
##     LADP              0.345    0.319    1.082    0.279
##     LASD             -0.683    0.298   -2.293    0.022
##     LASR             -0.037    0.274   -0.136    0.891
##   LADP ~                                              
##     DAGE             -0.048    0.029   -1.661    0.097
##   LASD ~                                              
##     DAGE              0.074    0.030    2.436    0.015
##   LASR ~                                              
##     DAGE              0.050    0.034    1.484    0.138
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LOOJP             1.553    0.220    7.071    0.000
##    .LADP              0.149    0.021    7.071    0.000
##    .LASD              0.166    0.023    7.071    0.000
##    .LASR              0.203    0.029    7.071    0.000
## 
## Modification Indices:
## 
##      lhs op   rhs    mi    epc sepc.lv sepc.all sepc.nox
## 11  DAGE ~~  DAGE 0.000  0.000   0.000    0.000    0.000
## 12 LOOJP ~~  LADP 0.729  0.260   0.260    0.517    0.517
## 13 LOOJP ~~  LASD 0.729 -0.187  -0.187   -0.347   -0.347
## 14 LOOJP ~~  LASR 0.729 -0.340  -0.340   -0.580   -0.580
## 15  LADP ~~  LASD 0.340 -0.009  -0.009   -0.056   -0.056
## 16  LADP ~~  LASR 0.075  0.005   0.005    0.027    0.027
## 17  LASD ~~  LASR 1.365  0.021   0.021    0.112    0.112
## 18 LOOJP  ~  DAGE 0.729  0.084   0.084    0.087    0.065
## 19  LADP  ~ LOOJP 0.911  0.108   0.108    0.356    0.356
## 20  LADP  ~  LASD 0.340 -0.055  -0.055   -0.059   -0.059
## 21  LADP  ~  LASR 0.075  0.023   0.023    0.027    0.027
## 22  LASD  ~ LOOJP 1.167 -0.138  -0.138   -0.425   -0.425
## 23  LASD  ~  LADP 0.340 -0.062  -0.062   -0.057   -0.057
## 24  LASD  ~  LASR 1.365  0.106   0.106    0.115    0.115
## 25  LASR  ~ LOOJP 1.527 -0.157  -0.157   -0.443   -0.443
## 26  LASR  ~  LADP 0.075  0.032   0.032    0.027    0.027
## 27  LASR  ~  LASD 1.365  0.129   0.129    0.119    0.119
## 28  DAGE  ~ LOOJP 0.729  0.097   0.097    0.093    0.093
## 29  DAGE  ~  LADP 0.000  0.000   0.000    0.000    0.000
## 30  DAGE  ~  LASD 0.000  0.000   0.000    0.000    0.000
## 31  DAGE  ~  LASR 0.000  0.000   0.000    0.000    0.000
# Alternative summary with more customizing options
summary(fit)
## lavaan (0.5-23.1097) converged normally after  30 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                2.559
##   Degrees of freedom                                 4
##   P-value (Chi-square)                           0.634
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   LOOJP ~                                             
##     LADP              0.345    0.319    1.082    0.279
##     LASD             -0.683    0.298   -2.293    0.022
##     LASR             -0.037    0.274   -0.136    0.891
##   LADP ~                                              
##     DAGE             -0.048    0.029   -1.661    0.097
##   LASD ~                                              
##     DAGE              0.074    0.030    2.436    0.015
##   LASR ~                                              
##     DAGE              0.050    0.034    1.484    0.138
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LOOJP             1.553    0.220    7.071    0.000
##    .LADP              0.149    0.021    7.071    0.000
##    .LASD              0.166    0.023    7.071    0.000
##    .LASR              0.203    0.029    7.071    0.000
fitmeasures(fit)
##                npar                fmin               chisq 
##              10.000               0.013               2.559 
##                  df              pvalue      baseline.chisq 
##               4.000               0.634              20.012 
##         baseline.df     baseline.pvalue                 cfi 
##              10.000               0.029               1.000 
##                 tli                nnfi                 rfi 
##               1.360               1.360               0.680 
##                 nfi                pnfi                 ifi 
##               0.872               0.349               1.090 
##                 rni                logl   unrestricted.logl 
##               1.144            -495.745            -494.466 
##                 aic                 bic              ntotal 
##            1011.490            1037.541             100.000 
##                bic2               rmsea      rmsea.ci.lower 
##            1005.959               0.000               0.000 
##      rmsea.ci.upper        rmsea.pvalue                 rmr 
##               0.123               0.733               0.036 
##          rmr_nomean                srmr        srmr_bentler 
##               0.036               0.039               0.039 
## srmr_bentler_nomean         srmr_bollen  srmr_bollen_nomean 
##               0.039               0.039               0.039 
##          srmr_mplus   srmr_mplus_nomean               cn_05 
##               0.039               0.039             371.822 
##               cn_01                 gfi                agfi 
##             519.912               0.988               0.953 
##                pgfi                 mfi                ecvi 
##               0.263               1.007               0.226
modificationindices(fit, sort = T, minimum.value = 10, op = "~~")
## [1] lhs      op       rhs      mi       epc      sepc.lv  sepc.all sepc.nox
## <0 rows> (or 0-length row.names)
# Also show the confidence intervals of the estimated path coefficients
parameterEstimates(fit)
##      lhs op   rhs    est    se      z pvalue ci.lower ci.upper
## 1  LOOJP  ~  LADP  0.345 0.319  1.082  0.279   -0.280    0.971
## 2  LOOJP  ~  LASD -0.683 0.298 -2.293  0.022   -1.267   -0.099
## 3  LOOJP  ~  LASR -0.037 0.274 -0.136  0.891   -0.574    0.499
## 4   LADP  ~  DAGE -0.048 0.029 -1.661  0.097   -0.104    0.009
## 5   LASD  ~  DAGE  0.074 0.030  2.436  0.015    0.014    0.134
## 6   LASR  ~  DAGE  0.050 0.034  1.484  0.138   -0.016    0.116
## 7  LOOJP ~~ LOOJP  1.553 0.220  7.071  0.000    1.122    1.983
## 8   LADP ~~  LADP  0.149 0.021  7.071  0.000    0.107    0.190
## 9   LASD ~~  LASD  0.166 0.023  7.071  0.000    0.120    0.212
## 10  LASR ~~  LASR  0.203 0.029  7.071  0.000    0.147    0.259
## 11  DAGE ~~  DAGE  1.793 0.000     NA     NA    1.793    1.793

More complex structures: Mediation analysis

mediation_model <- '
LOOJP ~ b1*LADP + b2*LASD + b3*LASR + c*DAGE
LADP ~ a1*DAGE
LASD ~ a2*DAGE
LASR ~ a3*DAGE

# Indirect effects
indDP := a1*b1
totalDP := a1*b1+c
'


fit <- sem(model = mediation_model, data = data)

# Show some more interesting output
summary(fit, fit.measures = T, modindices = T)
## lavaan (0.5-23.1097) converged normally after  31 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                1.834
##   Degrees of freedom                                 3
##   P-value (Chi-square)                           0.608
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic               20.012
##   Degrees of freedom                                10
##   P-value                                        0.029
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    1.000
##   Tucker-Lewis Index (TLI)                       1.388
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)               -495.382
##   Loglikelihood unrestricted model (H1)       -494.466
## 
##   Number of free parameters                         11
##   Akaike (AIC)                                1012.765
##   Bayesian (BIC)                              1041.422
##   Sample-size adjusted Bayesian (BIC)         1006.681
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.000
##   90 Percent Confidence Interval          0.000  0.140
##   P-value RMSEA <= 0.05                          0.696
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.034
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   LOOJP ~                                             
##     LADP      (b1)    0.387    0.322    1.200    0.230
##     LASD      (b2)   -0.737    0.305   -2.418    0.016
##     LASR      (b3)   -0.066    0.276   -0.239    0.811
##     DAGE       (c)    0.083    0.098    0.849    0.396
##   LADP ~                                              
##     DAGE      (a1)   -0.048    0.029   -1.661    0.097
##   LASD ~                                              
##     DAGE      (a2)    0.074    0.030    2.436    0.015
##   LASR ~                                              
##     DAGE      (a3)    0.050    0.034    1.484    0.138
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LOOJP             1.542    0.218    7.071    0.000
##    .LADP              0.149    0.021    7.071    0.000
##    .LASD              0.166    0.023    7.071    0.000
##    .LASR              0.203    0.029    7.071    0.000
## 
## Defined Parameters:
##                    Estimate  Std.Err  z-value  P(>|z|)
##     indDP            -0.018    0.019   -0.973    0.331
##     totalDP           0.064    0.097    0.664    0.507
## 
## Modification Indices:
## 
##     lhs op   rhs    mi    epc sepc.lv sepc.all sepc.nox
## 12 DAGE ~~  DAGE 0.000  0.000   0.000    0.000    0.000
## 18 LADP ~~  LASD 0.340 -0.009  -0.009   -0.056   -0.056
## 19 LADP ~~  LASR 0.075  0.005   0.005    0.027    0.027
## 20 LASD ~~  LASR 1.365  0.021   0.021    0.112    0.112
## 21 LADP  ~ LOOJP 0.306  0.071   0.071    0.233    0.233
## 22 LADP  ~  LASD 0.340 -0.055  -0.055   -0.059   -0.059
## 23 LADP  ~  LASR 0.075  0.023   0.023    0.027    0.027
## 24 LASD  ~ LOOJP 0.640 -0.215  -0.215   -0.659   -0.659
## 25 LASD  ~  LADP 0.340 -0.062  -0.062   -0.057   -0.057
## 26 LASD  ~  LASR 1.365  0.106   0.106    0.115    0.115
## 27 LASR  ~ LOOJP 0.856 -0.124  -0.124   -0.351   -0.351
## 28 LASR  ~  LADP 0.075  0.032   0.032    0.027    0.027
## 29 LASR  ~  LASD 1.365  0.129   0.129    0.119    0.119
## 30 DAGE  ~ LOOJP 0.000  0.000   0.000    0.000    0.000
## 31 DAGE  ~  LADP 0.000  0.000   0.000    0.000    0.000
## 32 DAGE  ~  LASD 0.000  0.000   0.000    0.000    0.000
## 33 DAGE  ~  LASR 0.000  0.000   0.000    0.000    0.000

Combining measurement and structure: SEM

sem_model <- '
# Measurement model
dp =~  LADP1 + LADP2 + LADP3 + LADP4 + LADP5 + LADP6 + LADP7 + LADP8 + LADP9+ LADP10
sd =~ LASD1 + LASD2 + LASD3 + LASD4 + LASD5 + LASD6 + LASD7 + LASD8 + LASD9+ LASD10
sr =~ LASR1 + LASR2 + LASR3 + LASR4 + LASR5 + LASR6 + LASR7 + LASR8 + LASR9+ LASR10

# Structural model
LOOJP ~ b1*dp + b2*sd + b3*sr + c*DAGE
dp ~ a1*DAGE
sd ~ a2*DAGE
sr ~ a3*DAGE

# Indirect effects
indDP := a1*b1
totalDP := a1*b1+c
'

fit <- sem(model = sem_model, data = data)

# Show some more interesting output
summary(fit, fit.measures = T, modindices = T)
## lavaan (0.5-23.1097) converged normally after  49 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              837.552
##   Degrees of freedom                               459
##   P-value (Chi-square)                           0.000
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic             1075.391
##   Degrees of freedom                               496
##   P-value                                        0.000
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    0.347
##   Tucker-Lewis Index (TLI)                       0.294
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -4123.703
##   Loglikelihood unrestricted model (H1)      -3704.928
## 
##   Number of free parameters                         68
##   Akaike (AIC)                                8383.407
##   Bayesian (BIC)                              8560.558
##   Sample-size adjusted Bayesian (BIC)         8345.797
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.091
##   90 Percent Confidence Interval          0.081  0.101
##   P-value RMSEA <= 0.05                          0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.129
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   dp =~                                               
##     LADP1             1.000                           
##     LADP2             0.750    0.191    3.924    0.000
##     LADP3             0.624    0.183    3.407    0.001
##     LADP4             0.158    0.158    1.002    0.316
##     LADP5             0.141    0.150    0.944    0.345
##     LADP6            -0.089    0.173   -0.512    0.608
##     LADP7             0.316    0.182    1.736    0.082
##     LADP8             0.341    0.161    2.116    0.034
##     LADP9             0.387    0.172    2.248    0.025
##     LADP10            0.394    0.161    2.442    0.015
##   sd =~                                               
##     LASD1             1.000                           
##     LASD2             0.653    0.347    1.881    0.060
##     LASD3             1.551    0.630    2.461    0.014
##     LASD4             0.820    0.406    2.019    0.043
##     LASD5             0.027    0.377    0.071    0.943
##     LASD6             0.522    0.337    1.549    0.121
##     LASD7             1.180    0.544    2.170    0.030
##     LASD8             1.905    0.691    2.757    0.006
##     LASD9             1.350    0.540    2.501    0.012
##     LASD10            1.564    0.597    2.620    0.009
##   sr =~                                               
##     LASR1             1.000                           
##     LASR2             0.715    0.179    3.992    0.000
##     LASR3             0.789    0.216    3.653    0.000
##     LASR4             0.519    0.187    2.772    0.006
##     LASR5             0.704    0.173    4.060    0.000
##     LASR6             0.423    0.176    2.399    0.016
##     LASR7             0.516    0.166    3.112    0.002
##     LASR8             0.375    0.177    2.118    0.034
##     LASR9             0.280    0.178    1.567    0.117
##     LASR10            0.708    0.222    3.183    0.001
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   LOOJP ~                                             
##     dp        (b1)   -0.034    0.246   -0.139    0.890
##     sd        (b2)   -1.530    0.705   -2.171    0.030
##     sr        (b3)   -0.091    0.238   -0.381    0.703
##     DAGE       (c)    0.091    0.106    0.858    0.391
##   dp ~                                                
##     DAGE      (a1)   -0.166    0.059   -2.795    0.005
##   sd ~                                                
##     DAGE      (a2)    0.058    0.033    1.765    0.078
##   sr ~                                                
##     DAGE      (a3)    0.023    0.054    0.423    0.672
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LADP1             0.402    0.109    3.684    0.000
##    .LADP2             0.463    0.087    5.320    0.000
##    .LADP3             0.622    0.100    6.218    0.000
##    .LADP4             0.730    0.104    7.026    0.000
##    .LADP5             0.657    0.093    7.031    0.000
##    .LADP6             0.900    0.128    7.060    0.000
##    .LADP7             0.907    0.131    6.927    0.000
##    .LADP8             0.676    0.099    6.844    0.000
##    .LADP9             0.756    0.111    6.809    0.000
##    .LADP10            0.639    0.095    6.749    0.000
##    .LASD1             0.678    0.102    6.658    0.000
##    .LASD2             0.498    0.073    6.832    0.000
##    .LASD3             0.899    0.142    6.316    0.000
##    .LASD4             0.614    0.091    6.765    0.000
##    .LASD5             0.954    0.135    7.071    0.000
##    .LASD6             0.564    0.081    6.936    0.000
##    .LASD7             0.966    0.145    6.667    0.000
##    .LASD8             0.457    0.095    4.822    0.000
##    .LASD9             0.615    0.099    6.234    0.000
##    .LASD10            0.584    0.099    5.878    0.000
##    .LASR1             0.548    0.106    5.184    0.000
##    .LASR2             0.446    0.076    5.888    0.000
##    .LASR3             0.761    0.122    6.230    0.000
##    .LASR4             0.736    0.110    6.699    0.000
##    .LASR5             0.402    0.069    5.796    0.000
##    .LASR6             0.702    0.103    6.812    0.000
##    .LASR7             0.534    0.081    6.561    0.000
##    .LASR8             0.737    0.107    6.878    0.000
##    .LASR9             0.801    0.115    6.972    0.000
##    .LASR10            0.940    0.144    6.526    0.000
##    .LOOJP             1.454    0.220    6.600    0.000
##    .dp                0.382    0.127    3.015    0.003
##    .sd                0.089    0.059    1.510    0.131
##    .sr                0.374    0.127    2.943    0.003
## 
## Defined Parameters:
##                    Estimate  Std.Err  z-value  P(>|z|)
##     indDP             0.006    0.041    0.139    0.890
##     totalDP           0.097    0.098    0.988    0.323
## 
## Modification Indices:
## 
##        lhs op    rhs     mi     epc sepc.lv sepc.all sepc.nox
## 1       dp =~  LADP1  2.859 -41.861 -27.484  -30.112  -30.112
## 11      sd =~  LASD1  1.030   2.431   0.749    0.852    0.852
## 21      sr =~  LASR1  0.001  -0.411  -0.252   -0.262   -0.262
## 75      dp =~  LASD1  0.357   0.092   0.061    0.069    0.069
## 76      dp =~  LASD2  1.192   0.143   0.094    0.128    0.128
## 77      dp =~  LASD3  0.046  -0.039  -0.026   -0.024   -0.024
## 78      dp =~  LASD4  0.024   0.023   0.015    0.018    0.018
## 79      dp =~  LASD5  4.373   0.374   0.246    0.252    0.252
## 80      dp =~  LASD6  0.007   0.012   0.008    0.010    0.010
## 81      dp =~  LASD7  0.081  -0.053  -0.035   -0.033   -0.033
## 82      dp =~  LASD8  0.017  -0.018  -0.012   -0.014   -0.014
## 83      dp =~  LASD9  6.512  -0.385  -0.253   -0.285   -0.285
## 84      dp =~ LASD10  6.306  -0.378  -0.248   -0.275   -0.275
## 85      dp =~  LASR1  0.248   0.075   0.049    0.051    0.051
## 86      dp =~  LASR2  3.046   0.227   0.149    0.187    0.187
## 87      dp =~  LASR3  0.113   0.056   0.037    0.037    0.037
## 88      dp =~  LASR4  3.296  -0.289  -0.190   -0.208   -0.208
## 89      dp =~  LASR5  2.456   0.195   0.128    0.167    0.167
## 90      dp =~  LASR6  1.274  -0.175  -0.115   -0.131   -0.131
## 91      dp =~  LASR7  2.246  -0.205  -0.135   -0.169   -0.169
## 92      dp =~  LASR8  2.459   0.248   0.163    0.183    0.183
## 93      dp =~  LASR9 23.594  -0.795  -0.522   -0.573   -0.573
## 94      dp =~ LASR10  0.248   0.091   0.059    0.056    0.056
## 95      dp =~  LOOJP  1.602   0.316   0.208    0.161    0.161
## 96      sd =~  LADP1  0.163   0.124   0.038    0.042    0.042
## 97      sd =~  LADP2  4.000  -0.586  -0.181   -0.215   -0.215
## 98      sd =~  LADP3  3.717  -0.625  -0.192   -0.217   -0.217
## 99      sd =~  LADP4  0.329   0.193   0.059    0.069    0.069
## 100     sd =~  LADP5  0.068  -0.083  -0.026   -0.031   -0.031
## 101     sd =~  LADP6 10.179   1.190   0.367    0.386    0.386
## 102     sd =~  LADP7  1.164   0.407   0.125    0.129    0.129
## 103     sd =~  LADP8  0.575  -0.248  -0.076   -0.090   -0.090
## 104     sd =~  LADP9  0.022   0.051   0.016    0.017    0.017
## 105     sd =~ LADP10  3.469  -0.595  -0.183   -0.218   -0.218
## 106     sd =~  LASR1  1.608  -0.408  -0.126   -0.131   -0.131
## 107     sd =~  LASR2  2.035  -0.397  -0.122   -0.153   -0.153
## 108     sd =~  LASR3  0.532  -0.260  -0.080   -0.080   -0.080
## 109     sd =~  LASR4  1.016   0.344   0.106    0.116    0.116
## 110     sd =~  LASR5  5.208  -0.606  -0.187   -0.243   -0.243
## 111     sd =~  LASR6 17.168   1.373   0.423    0.482    0.482
## 112     sd =~  LASR7  1.591   0.370   0.114    0.143    0.143
## 113     sd =~  LASR8  0.048  -0.074  -0.023   -0.026   -0.026
## 114     sd =~  LASR9 23.884   1.715   0.528    0.580    0.580
## 115     sd =~ LASR10  2.424   0.606   0.187    0.176    0.176
## 116     sd =~  LOOJP 11.733  -1.723  -0.531   -0.411   -0.411
## 117     sr =~  LADP1  0.541   0.109   0.067    0.073    0.073
## 118     sr =~  LADP2  0.899   0.135   0.083    0.098    0.098
## 119     sr =~  LADP3  1.506  -0.194  -0.119   -0.134   -0.134
## 120     sr =~  LADP4  0.982  -0.163  -0.100   -0.116   -0.116
## 121     sr =~  LADP5  7.003   0.413   0.253    0.310    0.310
## 122     sr =~  LADP6  0.211  -0.084  -0.051   -0.054   -0.054
## 123     sr =~  LADP7  0.514  -0.132  -0.081   -0.083   -0.083
## 124     sr =~  LADP8  1.291  -0.182  -0.111   -0.130   -0.130
## 125     sr =~  LADP9  2.324  -0.258  -0.158   -0.174   -0.174
## 126     sr =~ LADP10  6.274   0.391   0.239    0.285    0.285
## 127     sr =~  LASD1  2.515  -0.257  -0.157   -0.179   -0.179
## 128     sr =~  LASD2  2.424  -0.214  -0.131   -0.178   -0.178
## 129     sr =~  LASD3  7.289   0.512   0.314    0.295    0.295
## 130     sr =~  LASD4 10.942   0.506   0.310    0.376    0.376
## 131     sr =~  LASD5  2.889   0.319   0.195    0.200    0.200
## 132     sr =~  LASD6  2.530  -0.231  -0.142   -0.184   -0.184
## 133     sr =~  LASD7  3.740  -0.373  -0.228   -0.218   -0.218
## 134     sr =~  LASD8  0.678   0.122   0.075    0.083    0.083
## 135     sr =~  LASD9  4.264  -0.326  -0.199   -0.225   -0.225
## 136     sr =~ LASD10  0.084   0.045   0.028    0.031    0.031
## 137     sr =~  LOOJP  0.232  -0.112  -0.068   -0.053   -0.053
## 138  LADP1 ~~  LADP2  7.974   0.293   0.293    0.382    0.382
## 139  LADP1 ~~  LADP3  0.007  -0.007  -0.007   -0.009   -0.009
## 140  LADP1 ~~  LADP4  3.791  -0.145  -0.145   -0.185   -0.185
## 141  LADP1 ~~  LADP5  3.903  -0.140  -0.140   -0.187   -0.187
## 142  LADP1 ~~  LADP6  0.561   0.061   0.061    0.071    0.071
## 143  LADP1 ~~  LADP7  1.342  -0.099  -0.099   -0.112   -0.112
## 144  LADP1 ~~  LADP8  2.779  -0.127  -0.127   -0.163   -0.163
## 145  LADP1 ~~  LADP9  0.442  -0.054  -0.054   -0.065   -0.065
## 146  LADP1 ~~ LADP10  0.055   0.018   0.018    0.023    0.023
## 147  LADP1 ~~  LASD1  3.280   0.117   0.117    0.146    0.146
## 148  LADP1 ~~  LASD2  0.031   0.010   0.010    0.014    0.014
## 149  LADP1 ~~  LASD3  0.019   0.010   0.010    0.011    0.011
## 150  LADP1 ~~  LASD4  2.161   0.090   0.090    0.120    0.120
## 151  LADP1 ~~  LASD5  0.157   0.030   0.030    0.033    0.033
## 152  LADP1 ~~  LASD6  0.283  -0.031  -0.031   -0.044   -0.044
## 153  LADP1 ~~  LASD7  0.599   0.060   0.060    0.063    0.063
## 154  LADP1 ~~  LASD8  0.071   0.016   0.016    0.019    0.019
## 155  LADP1 ~~  LASD9  2.539  -0.101  -0.101   -0.124   -0.124
## 156  LADP1 ~~ LASD10  0.415  -0.040  -0.040   -0.049   -0.049
## 157  LADP1 ~~  LASR1  2.473   0.099   0.099    0.114    0.114
## 158  LADP1 ~~  LASR2  1.396   0.065   0.065    0.089    0.089
## 159  LADP1 ~~  LASR3  0.005  -0.005  -0.005   -0.005   -0.005
## 160  LADP1 ~~  LASR4  6.248  -0.168  -0.168   -0.202   -0.202
## 161  LADP1 ~~  LASR5  0.218   0.024   0.024    0.035    0.035
## 162  LADP1 ~~  LASR6  0.004  -0.004  -0.004   -0.005   -0.005
## 163  LADP1 ~~  LASR7  1.788  -0.077  -0.077   -0.106   -0.106
## 164  LADP1 ~~  LASR8  0.574  -0.051  -0.051   -0.062   -0.062
## 165  LADP1 ~~  LASR9  0.233   0.033   0.033    0.040    0.040
## 166  LADP1 ~~ LASR10  0.036   0.015   0.015    0.015    0.015
## 167  LADP1 ~~  LOOJP  2.989  -0.160  -0.160   -0.136   -0.136
## 168  LADP2 ~~  LADP3  2.391  -0.114  -0.114   -0.152   -0.152
## 169  LADP2 ~~  LADP4  0.678   0.055   0.055    0.076    0.076
## 170  LADP2 ~~  LADP5  0.367   0.038   0.038    0.056    0.056
## 171  LADP2 ~~  LADP6  0.320  -0.042  -0.042   -0.052   -0.052
## 172  LADP2 ~~  LADP7  0.068  -0.020  -0.020   -0.024   -0.024
## 173  LADP2 ~~  LADP8  1.914  -0.092  -0.092   -0.128   -0.128
## 174  LADP2 ~~  LADP9  1.572  -0.089  -0.089   -0.116   -0.116
## 175  LADP2 ~~ LADP10  0.081  -0.019  -0.019   -0.027   -0.027
## 176  LADP2 ~~  LASD1  0.964   0.061   0.061    0.083    0.083
## 177  LADP2 ~~  LASD2  2.037   0.076   0.076    0.123    0.123
## 178  LADP2 ~~  LASD3  0.044   0.015   0.015    0.017    0.017
## 179  LADP2 ~~  LASD4  0.351   0.035   0.035    0.051    0.051
## 180  LADP2 ~~  LASD5  0.160  -0.029  -0.029   -0.035   -0.035
## 181  LADP2 ~~  LASD6  0.501  -0.040  -0.040   -0.061   -0.061
## 182  LADP2 ~~  LASD7  0.022  -0.011  -0.011   -0.012   -0.012
## 183  LADP2 ~~  LASD8  0.039  -0.011  -0.011   -0.015   -0.015
## 184  LADP2 ~~  LASD9  5.607  -0.144  -0.144   -0.193   -0.193
## 185  LADP2 ~~ LASD10  4.642  -0.130  -0.130   -0.172   -0.172
## 186  LADP2 ~~  LASR1  0.365  -0.037  -0.037   -0.046   -0.046
## 187  LADP2 ~~  LASR2  1.480   0.064   0.064    0.096    0.096
## 188  LADP2 ~~  LASR3  5.646   0.161   0.161    0.192    0.192
## 189  LADP2 ~~  LASR4  0.170  -0.027  -0.027   -0.035   -0.035
## 190  LADP2 ~~  LASR5  0.192  -0.022  -0.022   -0.034   -0.034
## 191  LADP2 ~~  LASR6  0.017   0.008   0.008    0.011    0.011
## 192  LADP2 ~~  LASR7  0.038  -0.011  -0.011   -0.016   -0.016
## 193  LADP2 ~~  LASR8  4.371   0.134   0.134    0.180    0.180
## 194  LADP2 ~~  LASR9  8.671  -0.196  -0.196   -0.256   -0.256
## 195  LADP2 ~~ LASR10  0.408  -0.047  -0.047   -0.053   -0.053
## 196  LADP2 ~~  LOOJP  6.767   0.232   0.232    0.214    0.214
## 197  LADP3 ~~  LADP4  0.032  -0.013  -0.013   -0.017   -0.017
## 198  LADP3 ~~  LADP5  1.579  -0.086  -0.086   -0.118   -0.118
## 199  LADP3 ~~  LADP6  0.001  -0.003  -0.003   -0.003   -0.003
## 200  LADP3 ~~  LADP7  0.140   0.030   0.030    0.035    0.035
## 201  LADP3 ~~  LADP8  9.316   0.216   0.216    0.285    0.285
## 202  LADP3 ~~  LADP9  0.014   0.009   0.009    0.011    0.011
## 203  LADP3 ~~ LADP10  4.702  -0.151  -0.151   -0.202   -0.202
## 204  LADP3 ~~  LASD1  1.548  -0.086  -0.086   -0.110   -0.110
## 205  LADP3 ~~  LASD2  0.026  -0.009  -0.009   -0.015   -0.015
## 206  LADP3 ~~  LASD3  3.812  -0.159  -0.159   -0.168   -0.168
## 207  LADP3 ~~  LASD4  1.104  -0.069  -0.069   -0.094   -0.094
## 208  LADP3 ~~  LASD5  0.006  -0.006  -0.006   -0.007   -0.007
## 209  LADP3 ~~  LASD6  1.340   0.072   0.072    0.106    0.106
## 210  LADP3 ~~  LASD7  0.148   0.032   0.032    0.034    0.034
## 211  LADP3 ~~  LASD8  2.033  -0.090  -0.090   -0.114   -0.114
## 212  LADP3 ~~  LASD9  3.316   0.123   0.123    0.156    0.156
## 213  LADP3 ~~ LASD10  0.527   0.049   0.049    0.061    0.061
## 214  LADP3 ~~  LASR1  2.554  -0.108  -0.108   -0.127   -0.127
## 215  LADP3 ~~  LASR2  0.513   0.042   0.042    0.059    0.059
## 216  LADP3 ~~  LASR3  1.197   0.082   0.082    0.093    0.093
## 217  LADP3 ~~  LASR4  0.613   0.056   0.056    0.069    0.069
## 218  LADP3 ~~  LASR5  0.164  -0.023  -0.023   -0.033   -0.033
## 219  LADP3 ~~  LASR6  1.701  -0.091  -0.091   -0.117   -0.117
## 220  LADP3 ~~  LASR7  0.082   0.018   0.018    0.025    0.025
## 221  LADP3 ~~  LASR8  2.059  -0.102  -0.102   -0.130   -0.130
## 222  LADP3 ~~  LASR9  0.966  -0.073  -0.073   -0.090   -0.090
## 223  LADP3 ~~ LASR10  0.011   0.009   0.009    0.009    0.009
## 224  LADP3 ~~  LOOJP  0.085   0.029   0.029    0.025    0.025
## 225  LADP4 ~~  LADP5  0.186   0.030   0.030    0.043    0.043
## 226  LADP4 ~~  LADP6  6.313  -0.204  -0.204   -0.250   -0.250
## 227  LADP4 ~~  LADP7  2.402   0.128   0.128    0.152    0.152
## 228  LADP4 ~~  LADP8  1.862  -0.098  -0.098   -0.133   -0.133
## 229  LADP4 ~~  LADP9  2.049   0.109   0.109    0.139    0.139
## 230  LADP4 ~~ LADP10  2.922   0.120   0.120    0.166    0.166
## 231  LADP4 ~~  LASD1  1.342  -0.083  -0.083   -0.110   -0.110
## 232  LADP4 ~~  LASD2  0.184   0.026   0.026    0.042    0.042
## 233  LADP4 ~~  LASD3  0.074   0.023   0.023    0.025    0.025
## 234  LADP4 ~~  LASD4  0.547  -0.050  -0.050   -0.071   -0.071
## 235  LADP4 ~~  LASD5  1.026  -0.085  -0.085   -0.101   -0.101
## 236  LADP4 ~~  LASD6  0.030  -0.011  -0.011   -0.017   -0.017
## 237  LADP4 ~~  LASD7  0.167   0.035   0.035    0.039    0.039
## 238  LADP4 ~~  LASD8  0.625   0.052   0.052    0.068    0.068
## 239  LADP4 ~~  LASD9  2.478   0.111   0.111    0.145    0.145
## 240  LADP4 ~~ LASD10  1.208  -0.077  -0.077   -0.099   -0.099
## 241  LADP4 ~~  LASR1  6.521  -0.180  -0.180   -0.217   -0.217
## 242  LADP4 ~~  LASR2  0.692  -0.051  -0.051   -0.074   -0.074
## 243  LADP4 ~~  LASR3  0.148  -0.030  -0.030   -0.035   -0.035
## 244  LADP4 ~~  LASR4  6.791   0.195   0.195    0.248    0.248
## 245  LADP4 ~~  LASR5  3.919  -0.115  -0.115   -0.174   -0.174
## 246  LADP4 ~~  LASR6  2.501   0.115   0.115    0.152    0.152
## 247  LADP4 ~~  LASR7  3.401   0.118   0.118    0.173    0.173
## 248  LADP4 ~~  LASR8  0.879   0.070   0.070    0.091    0.091
## 249  LADP4 ~~  LASR9  0.076  -0.021  -0.021   -0.027   -0.027
## 250  LADP4 ~~ LASR10  2.023   0.121   0.121    0.133    0.133
## 251  LADP4 ~~  LOOJP  0.344   0.060   0.060    0.054    0.054
## 252  LADP5 ~~  LADP6  0.094   0.024   0.024    0.031    0.031
## 253  LADP5 ~~  LADP7  0.000   0.002   0.002    0.002    0.002
## 254  LADP5 ~~  LADP8  0.709   0.057   0.057    0.082    0.082
## 255  LADP5 ~~  LADP9  1.546   0.090   0.090    0.121    0.121
## 256  LADP5 ~~ LADP10 13.856   0.248   0.248    0.361    0.361
## 257  LADP5 ~~  LASD1  2.483  -0.108  -0.108   -0.150   -0.150
## 258  LADP5 ~~  LASD2  0.261  -0.030  -0.030   -0.049   -0.049
## 259  LADP5 ~~  LASD3 13.883   0.299   0.299    0.345    0.345
## 260  LADP5 ~~  LASD4  0.830   0.059   0.059    0.088    0.088
## 261  LADP5 ~~  LASD5  7.030   0.210   0.210    0.264    0.264
## 262  LADP5 ~~  LASD6  0.024   0.010   0.010    0.015    0.015
## 263  LADP5 ~~  LASD7  1.500  -0.100  -0.100   -0.117   -0.117
## 264  LADP5 ~~  LASD8  0.058   0.015   0.015    0.021    0.021
## 265  LADP5 ~~  LASD9  1.781  -0.089  -0.089   -0.123   -0.123
## 266  LADP5 ~~ LASD10  1.690  -0.086  -0.086   -0.117   -0.117
## 267  LADP5 ~~  LASR1  1.893   0.092   0.092    0.117    0.117
## 268  LADP5 ~~  LASR2  0.003  -0.003  -0.003   -0.005   -0.005
## 269  LADP5 ~~  LASR3  0.435   0.049   0.049    0.060    0.060
## 270  LADP5 ~~  LASR4  0.000   0.000   0.000   -0.001   -0.001
## 271  LADP5 ~~  LASR5  1.286   0.063   0.063    0.100    0.100
## 272  LADP5 ~~  LASR6  0.000   0.000   0.000    0.001    0.001
## 273  LADP5 ~~  LASR7  0.418  -0.039  -0.039   -0.061   -0.061
## 274  LADP5 ~~  LASR8  3.360   0.129   0.129    0.178    0.178
## 275  LADP5 ~~  LASR9  3.421  -0.135  -0.135   -0.182   -0.182
## 276  LADP5 ~~ LASR10  0.568   0.061   0.061    0.070    0.070
## 277  LADP5 ~~  LOOJP  1.283   0.111   0.111    0.105    0.105
## 278  LADP6 ~~  LADP7  0.050   0.020   0.020    0.022    0.022
## 279  LADP6 ~~  LADP8  0.021   0.011   0.011    0.014    0.014
## 280  LADP6 ~~  LADP9  5.276   0.193   0.193    0.224    0.224
## 281  LADP6 ~~ LADP10  2.343  -0.119  -0.119   -0.149   -0.149
## 282  LADP6 ~~  LASD1  0.519  -0.058  -0.058   -0.069   -0.069
## 283  LADP6 ~~  LASD2  0.255   0.034   0.034    0.049    0.049
## 284  LADP6 ~~  LASD3  1.014   0.094   0.094    0.094    0.094
## 285  LADP6 ~~  LASD4  0.294   0.041   0.041    0.052    0.052
## 286  LADP6 ~~  LASD5  1.907   0.128   0.128    0.138    0.138
## 287  LADP6 ~~  LASD6  3.469   0.134   0.134    0.183    0.183
## 288  LADP6 ~~  LASD7 11.413   0.322   0.322    0.323    0.323
## 289  LADP6 ~~  LASD8  0.019  -0.010  -0.010   -0.012   -0.012
## 290  LADP6 ~~  LASD9  0.033  -0.014  -0.014   -0.017   -0.017
## 291  LADP6 ~~ LASD10  1.486   0.094   0.094    0.110    0.110
## 292  LADP6 ~~  LASR1  0.309  -0.043  -0.043   -0.048   -0.048
## 293  LADP6 ~~  LASR2  1.062  -0.070  -0.070   -0.092   -0.092
## 294  LADP6 ~~  LASR3  1.364  -0.101  -0.101   -0.107   -0.107
## 295  LADP6 ~~  LASR4  0.272   0.043   0.043    0.050    0.050
## 296  LADP6 ~~  LASR5  0.042  -0.013  -0.013   -0.018   -0.018
## 297  LADP6 ~~  LASR6  0.301   0.044   0.044    0.053    0.053
## 298  LADP6 ~~  LASR7  0.018  -0.010  -0.010   -0.013   -0.013
## 299  LADP6 ~~  LASR8  0.924   0.079   0.079    0.094    0.094
## 300  LADP6 ~~  LASR9  1.283   0.097   0.097    0.112    0.112
## 301  LADP6 ~~ LASR10  1.998   0.134   0.134    0.133    0.133
## 302  LADP6 ~~  LOOJP  0.634   0.091   0.091    0.074    0.074
## 303  LADP7 ~~  LADP8  0.512   0.058   0.058    0.069    0.069
## 304  LADP7 ~~  LADP9  3.643   0.163   0.163    0.185    0.185
## 305  LADP7 ~~ LADP10  0.043   0.016   0.016    0.020    0.020
## 306  LADP7 ~~  LASD1  1.951   0.113   0.113    0.132    0.132
## 307  LADP7 ~~  LASD2  1.049   0.070   0.070    0.098    0.098
## 308  LADP7 ~~  LASD3  0.003  -0.005  -0.005   -0.005   -0.005
## 309  LADP7 ~~  LASD4  0.431  -0.050  -0.050   -0.062   -0.062
## 310  LADP7 ~~  LASD5  3.615   0.178   0.178    0.187    0.187
## 311  LADP7 ~~  LASD6  0.397  -0.046  -0.046   -0.061   -0.061
## 312  LADP7 ~~  LASD7  0.031   0.017   0.017    0.016    0.016
## 313  LADP7 ~~  LASD8  0.023   0.011   0.011    0.013    0.013
## 314  LADP7 ~~  LASD9  0.267   0.041   0.041    0.047    0.047
## 315  LADP7 ~~ LASD10  0.004  -0.005  -0.005   -0.006   -0.006
## 316  LADP7 ~~  LASR1  2.493  -0.125  -0.125   -0.133   -0.133
## 317  LADP7 ~~  LASR2  0.610  -0.053  -0.053   -0.068   -0.068
## 318  LADP7 ~~  LASR3  4.373  -0.183  -0.183   -0.188   -0.188
## 319  LADP7 ~~  LASR4  3.327   0.153   0.153    0.172    0.172
## 320  LADP7 ~~  LASR5  0.033   0.012   0.012    0.016    0.016
## 321  LADP7 ~~  LASR6  5.067   0.183   0.183    0.215    0.215
## 322  LADP7 ~~  LASR7  0.742  -0.062  -0.062   -0.080   -0.080
## 323  LADP7 ~~  LASR8  0.001  -0.002  -0.002   -0.002   -0.002
## 324  LADP7 ~~  LASR9  0.404   0.055   0.055    0.062    0.062
## 325  LADP7 ~~ LASR10  4.463   0.202   0.202    0.195    0.195
## 326  LADP7 ~~  LOOJP  0.011   0.012   0.012    0.010    0.010
## 327  LADP8 ~~  LADP9  3.169   0.132   0.132    0.171    0.171
## 328  LADP8 ~~ LADP10  0.113   0.023   0.023    0.032    0.032
## 329  LADP8 ~~  LASD1  1.745  -0.092  -0.092   -0.123   -0.123
## 330  LADP8 ~~  LASD2  0.341  -0.035  -0.035   -0.055   -0.055
## 331  LADP8 ~~  LASD3  1.824   0.111   0.111    0.123    0.123
## 332  LADP8 ~~  LASD4  0.823  -0.060  -0.060   -0.086   -0.086
## 333  LADP8 ~~  LASD5  0.961   0.080   0.080    0.096    0.096
## 334  LADP8 ~~  LASD6  0.677   0.052   0.052    0.079    0.079
## 335  LADP8 ~~  LASD7  1.414   0.099   0.099    0.111    0.111
## 336  LADP8 ~~  LASD8  0.020  -0.009  -0.009   -0.012   -0.012
## 337  LADP8 ~~  LASD9  0.021   0.010   0.010    0.013    0.013
## 338  LADP8 ~~ LASD10  3.089  -0.119  -0.119   -0.155   -0.155
## 339  LADP8 ~~  LASR1  0.096   0.021   0.021    0.026    0.026
## 340  LADP8 ~~  LASR2  0.714  -0.050  -0.050   -0.073   -0.073
## 341  LADP8 ~~  LASR3  1.579  -0.095  -0.095   -0.112   -0.112
## 342  LADP8 ~~  LASR4  0.001  -0.003  -0.003   -0.004   -0.004
## 343  LADP8 ~~  LASR5  1.268   0.064   0.064    0.097    0.097
## 344  LADP8 ~~  LASR6  0.039  -0.014  -0.014   -0.019   -0.019
## 345  LADP8 ~~  LASR7  0.602  -0.048  -0.048   -0.071   -0.071
## 346  LADP8 ~~  LASR8  0.084   0.021   0.021    0.028    0.028
## 347  LADP8 ~~  LASR9  2.846  -0.126  -0.126   -0.163   -0.163
## 348  LADP8 ~~ LASR10  0.050  -0.019  -0.019   -0.021   -0.021
## 349  LADP8 ~~  LOOJP  0.043   0.021   0.021    0.019    0.019
## 350  LADP9 ~~ LADP10  7.755   0.203   0.203    0.266    0.266
## 351  LADP9 ~~  LASD1  1.460  -0.090  -0.090   -0.112   -0.112
## 352  LADP9 ~~  LASD2  0.456   0.042   0.042    0.064    0.064
## 353  LADP9 ~~  LASD3  0.010   0.009   0.009    0.009    0.009
## 354  LADP9 ~~  LASD4  1.537  -0.087  -0.087   -0.117   -0.117
## 355  LADP9 ~~  LASD5  4.151   0.175   0.175    0.198    0.198
## 356  LADP9 ~~  LASD6  1.186   0.073   0.073    0.104    0.104
## 357  LADP9 ~~  LASD7  0.581   0.067   0.067    0.071    0.071
## 358  LADP9 ~~  LASD8  0.709   0.057   0.057    0.071    0.071
## 359  LADP9 ~~  LASD9  0.312  -0.040  -0.040   -0.050   -0.050
## 360  LADP9 ~~ LASD10  1.309  -0.082  -0.082   -0.100   -0.100
## 361  LADP9 ~~  LASR1  0.023  -0.011  -0.011   -0.013   -0.013
## 362  LADP9 ~~  LASR2  3.022  -0.109  -0.109   -0.151   -0.151
## 363  LADP9 ~~  LASR3 16.939  -0.331  -0.331   -0.366   -0.366
## 364  LADP9 ~~  LASR4  0.137   0.029   0.029    0.034    0.034
## 365  LADP9 ~~  LASR5  4.103   0.121   0.121    0.174    0.174
## 366  LADP9 ~~  LASR6  2.775  -0.125  -0.125   -0.157   -0.157
## 367  LADP9 ~~  LASR7  0.005  -0.005  -0.005   -0.006   -0.006
## 368  LADP9 ~~  LASR8  2.652   0.124   0.124    0.155    0.155
## 369  LADP9 ~~  LASR9  0.064   0.020   0.020    0.024    0.024
## 370  LADP9 ~~ LASR10  1.946   0.123   0.123    0.127    0.127
## 371  LADP9 ~~  LOOJP  0.471  -0.073  -0.073   -0.062   -0.062
## 372 LADP10 ~~  LASD1  0.720  -0.058  -0.058   -0.079   -0.079
## 373 LADP10 ~~  LASD2  0.704  -0.049  -0.049   -0.079   -0.079
## 374 LADP10 ~~  LASD3  0.025  -0.013  -0.013   -0.014   -0.014
## 375 LADP10 ~~  LASD4  0.069  -0.017  -0.017   -0.025   -0.025
## 376 LADP10 ~~  LASD5  9.579   0.246   0.246    0.299    0.299
## 377 LADP10 ~~  LASD6  0.001   0.002   0.002    0.003    0.003
## 378 LADP10 ~~  LASD7  5.414  -0.190  -0.190   -0.216   -0.216
## 379 LADP10 ~~  LASD8  1.328   0.072   0.072    0.096    0.096
## 380 LADP10 ~~  LASD9  1.869  -0.091  -0.091   -0.122   -0.122
## 381 LADP10 ~~ LASD10  1.508  -0.081  -0.081   -0.107   -0.107
## 382 LADP10 ~~  LASR1  0.204   0.030   0.030    0.037    0.037
## 383 LADP10 ~~  LASR2  0.553   0.043   0.043    0.064    0.064
## 384 LADP10 ~~  LASR3  1.810  -0.100  -0.100   -0.119   -0.119
## 385 LADP10 ~~  LASR4  1.643   0.091   0.091    0.118    0.118
## 386 LADP10 ~~  LASR5  2.727   0.091   0.091    0.141    0.141
## 387 LADP10 ~~  LASR6  0.075   0.019   0.019    0.026    0.026
## 388 LADP10 ~~  LASR7  0.013  -0.007  -0.007   -0.010   -0.010
## 389 LADP10 ~~  LASR8  2.299   0.107   0.107    0.143    0.143
## 390 LADP10 ~~  LASR9  2.551  -0.117  -0.117   -0.152   -0.152
## 391 LADP10 ~~ LASR10  0.578   0.062   0.062    0.069    0.069
## 392 LADP10 ~~  LOOJP  0.672   0.080   0.080    0.074    0.074
## 393  LASD1 ~~  LASD2 10.613   0.200   0.200    0.310    0.310
## 394  LASD1 ~~  LASD3  0.043   0.018   0.018    0.019    0.019
## 395  LASD1 ~~  LASD4  0.747   0.059   0.059    0.082    0.082
## 396  LASD1 ~~  LASD5  0.265   0.043   0.043    0.050    0.050
## 397  LASD1 ~~  LASD6  0.156   0.026   0.026    0.038    0.038
## 398  LASD1 ~~  LASD7  3.845  -0.170  -0.170   -0.185   -0.185
## 399  LASD1 ~~  LASD8  1.326  -0.085  -0.085   -0.108   -0.108
## 400  LASD1 ~~  LASD9  0.384  -0.045  -0.045   -0.057   -0.057
## 401  LASD1 ~~ LASD10  0.870   0.068   0.068    0.086    0.086
## 402  LASD1 ~~  LASR1  0.673  -0.057  -0.057   -0.067   -0.067
## 403  LASD1 ~~  LASR2  2.430   0.093   0.093    0.133    0.133
## 404  LASD1 ~~  LASR3  0.052  -0.018  -0.018   -0.020   -0.020
## 405  LASD1 ~~  LASR4  4.193  -0.151  -0.151   -0.187   -0.187
## 406  LASD1 ~~  LASR5  0.585  -0.044  -0.044   -0.065   -0.065
## 407  LASD1 ~~  LASR6  1.341  -0.083  -0.083   -0.107   -0.107
## 408  LASD1 ~~  LASR7  0.026   0.010   0.010    0.015    0.015
## 409  LASD1 ~~  LASR8  0.045  -0.016  -0.016   -0.020   -0.020
## 410  LASD1 ~~  LASR9  0.024   0.012   0.012    0.015    0.015
## 411  LASD1 ~~ LASR10  0.012  -0.009  -0.009   -0.010   -0.010
## 412  LASD1 ~~  LOOJP  0.314   0.057   0.057    0.050    0.050
## 413  LASD2 ~~  LASD3  0.962  -0.071  -0.071   -0.092   -0.092
## 414  LASD2 ~~  LASD4  1.596  -0.073  -0.073   -0.121   -0.121
## 415  LASD2 ~~  LASD5  2.672  -0.115  -0.115   -0.160   -0.160
## 416  LASD2 ~~  LASD6  2.078   0.079   0.079    0.140    0.140
## 417  LASD2 ~~  LASD7  0.040   0.015   0.015    0.019    0.019
## 418  LASD2 ~~  LASD8  0.049  -0.013  -0.013   -0.021   -0.021
## 419  LASD2 ~~  LASD9  0.470  -0.042  -0.042   -0.064   -0.064
## 420  LASD2 ~~ LASD10  0.005  -0.004  -0.004   -0.006   -0.006
## 421  LASD2 ~~  LASR1  0.209  -0.027  -0.027   -0.038   -0.038
## 422  LASD2 ~~  LASR2  0.530  -0.037  -0.037   -0.063   -0.063
## 423  LASD2 ~~  LASR3  3.616  -0.124  -0.124   -0.169   -0.169
## 424  LASD2 ~~  LASR4  0.156   0.025   0.025    0.037    0.037
## 425  LASD2 ~~  LASR5  0.728  -0.041  -0.041   -0.074   -0.074
## 426  LASD2 ~~  LASR6  0.006   0.005   0.005    0.007    0.007
## 427  LASD2 ~~  LASR7  2.364   0.082   0.082    0.141    0.141
## 428  LASD2 ~~  LASR8  0.941   0.060   0.060    0.092    0.092
## 429  LASD2 ~~  LASR9  1.569  -0.080  -0.080   -0.120   -0.120
## 430  LASD2 ~~ LASR10  0.180   0.030   0.030    0.039    0.039
## 431  LASD2 ~~  LOOJP  0.239   0.042   0.042    0.044    0.044
## 432  LASD3 ~~  LASD4  4.194   0.167   0.167    0.191    0.191
## 433  LASD3 ~~  LASD5  0.849   0.091   0.091    0.087    0.087
## 434  LASD3 ~~  LASD6  2.607  -0.124  -0.124   -0.152   -0.152
## 435  LASD3 ~~  LASD7  0.554   0.077   0.077    0.069    0.069
## 436  LASD3 ~~  LASD8  0.982  -0.091  -0.091   -0.096   -0.096
## 437  LASD3 ~~  LASD9  2.092   0.126   0.126    0.134    0.134
## 438  LASD3 ~~ LASD10  0.819  -0.081  -0.081   -0.084   -0.084
## 439  LASD3 ~~  LASR1  0.992   0.081   0.081    0.079    0.079
## 440  LASD3 ~~  LASR2  0.317  -0.040  -0.040   -0.047   -0.047
## 441  LASD3 ~~  LASR3  3.852   0.177   0.177    0.167    0.167
## 442  LASD3 ~~  LASR4  1.095  -0.090  -0.090   -0.093   -0.093
## 443  LASD3 ~~  LASR5  2.338   0.103   0.103    0.126    0.126
## 444  LASD3 ~~  LASR6  0.358   0.050   0.050    0.054    0.054
## 445  LASD3 ~~  LASR7  0.141  -0.028  -0.028   -0.033   -0.033
## 446  LASD3 ~~  LASR8  0.027   0.014   0.014    0.015    0.015
## 447  LASD3 ~~  LASR9  0.458   0.060   0.060    0.062    0.062
## 448  LASD3 ~~ LASR10  0.014   0.012   0.012    0.010    0.010
## 449  LASD3 ~~  LOOJP  0.086  -0.035  -0.035   -0.025   -0.025
## 450  LASD4 ~~  LASD5  2.672   0.128   0.128    0.159    0.159
## 451  LASD4 ~~  LASD6  0.798   0.054   0.054    0.086    0.086
## 452  LASD4 ~~  LASD7  4.632  -0.176  -0.176   -0.204   -0.204
## 453  LASD4 ~~  LASD8  0.016  -0.009  -0.009   -0.012   -0.012
## 454  LASD4 ~~  LASD9  3.480  -0.127  -0.127   -0.174   -0.174
## 455  LASD4 ~~ LASD10  0.638   0.055   0.055    0.074    0.074
## 456  LASD4 ~~  LASR1  2.343   0.100   0.100    0.127    0.127
## 457  LASD4 ~~  LASR2  3.448   0.105   0.105    0.160    0.160
## 458  LASD4 ~~  LASR3  0.193   0.032   0.032    0.039    0.039
## 459  LASD4 ~~  LASR4  0.349  -0.041  -0.041   -0.055   -0.055
## 460  LASD4 ~~  LASR5  0.043   0.011   0.011    0.018    0.018
## 461  LASD4 ~~  LASR6  1.952   0.095   0.095    0.131    0.131
## 462  LASD4 ~~  LASR7  0.102  -0.019  -0.019   -0.029   -0.029
## 463  LASD4 ~~  LASR8  0.332  -0.040  -0.040   -0.054   -0.054
## 464  LASD4 ~~  LASR9  0.125  -0.025  -0.025   -0.034   -0.034
## 465  LASD4 ~~ LASR10  0.471   0.055   0.055    0.062    0.062
## 466  LASD4 ~~  LOOJP  1.399  -0.114  -0.114   -0.107   -0.107
## 467  LASD5 ~~  LASD6  2.705   0.122   0.122    0.162    0.162
## 468  LASD5 ~~  LASD7  1.379  -0.116  -0.116   -0.114   -0.114
## 469  LASD5 ~~  LASD8  0.006   0.006   0.006    0.007    0.007
## 470  LASD5 ~~  LASD9  1.397  -0.097  -0.097   -0.112   -0.112
## 471  LASD5 ~~ LASD10  0.264  -0.042  -0.042   -0.048   -0.048
## 472  LASD5 ~~  LASR1  2.292   0.122   0.122    0.130    0.130
## 473  LASD5 ~~  LASR2  2.390   0.107   0.107    0.138    0.138
## 474  LASD5 ~~  LASR3  1.429  -0.106  -0.106   -0.109   -0.109
## 475  LASD5 ~~  LASR4  0.020  -0.012  -0.012   -0.014   -0.014
## 476  LASD5 ~~  LASR5  2.242   0.099   0.099    0.133    0.133
## 477  LASD5 ~~  LASR6  0.655   0.067   0.067    0.078    0.078
## 478  LASD5 ~~  LASR7  4.063  -0.148  -0.148   -0.190   -0.190
## 479  LASD5 ~~  LASR8  0.002  -0.003  -0.003   -0.004   -0.004
## 480  LASD5 ~~  LASR9  0.020  -0.012  -0.012   -0.014   -0.014
## 481  LASD5 ~~ LASR10  0.509  -0.070  -0.070   -0.067   -0.067
## 482  LASD5 ~~  LOOJP  0.198   0.052   0.052    0.042    0.042
## 483  LASD6 ~~  LASD7  0.137  -0.029  -0.029   -0.035   -0.035
## 484  LASD6 ~~  LASD8  0.018  -0.009  -0.009   -0.013   -0.013
## 485  LASD6 ~~  LASD9  1.343  -0.074  -0.074   -0.109   -0.109
## 486  LASD6 ~~ LASD10  3.323   0.117   0.117    0.169    0.169
## 487  LASD6 ~~  LASR1  0.005   0.005   0.005    0.006    0.006
## 488  LASD6 ~~  LASR2  0.446  -0.036  -0.036   -0.059   -0.059
## 489  LASD6 ~~  LASR3  6.292  -0.173  -0.173   -0.226   -0.226
## 490  LASD6 ~~  LASR4  0.356   0.039   0.039    0.056    0.056
## 491  LASD6 ~~  LASR5  0.277  -0.027  -0.027   -0.046   -0.046
## 492  LASD6 ~~  LASR6  0.000   0.000   0.000    0.000    0.000
## 493  LASD6 ~~  LASR7  4.157   0.116   0.116    0.189    0.189
## 494  LASD6 ~~  LASR8  1.361   0.077   0.077    0.112    0.112
## 495  LASD6 ~~  LASR9  0.010  -0.007  -0.007   -0.009   -0.009
## 496  LASD6 ~~ LASR10  2.480  -0.119  -0.119   -0.146   -0.146
## 497  LASD6 ~~  LOOJP  1.884   0.125   0.125    0.126    0.126
## 498  LASD7 ~~  LASD8  0.033   0.016   0.016    0.017    0.017
## 499  LASD7 ~~  LASD9  0.138   0.032   0.032    0.034    0.034
## 500  LASD7 ~~ LASD10  0.010   0.009   0.009    0.009    0.009
## 501  LASD7 ~~  LASR1  3.231  -0.148  -0.148   -0.147   -0.147
## 502  LASD7 ~~  LASR2  5.284  -0.164  -0.164   -0.196   -0.196
## 503  LASD7 ~~  LASR3  0.200  -0.041  -0.041   -0.039   -0.039
## 504  LASD7 ~~  LASR4  4.525   0.187   0.187    0.195    0.195
## 505  LASD7 ~~  LASR5  0.230  -0.033  -0.033   -0.041   -0.041
## 506  LASD7 ~~  LASR6  0.006  -0.006  -0.006   -0.007   -0.007
## 507  LASD7 ~~  LASR7  0.219   0.035   0.035    0.042    0.042
## 508  LASD7 ~~  LASR8  0.000  -0.001  -0.001   -0.001   -0.001
## 509  LASD7 ~~  LASR9  4.385   0.189   0.189    0.198    0.198
## 510  LASD7 ~~ LASR10  0.279   0.053   0.053    0.048    0.048
## 511  LASD7 ~~  LOOJP  5.086  -0.273  -0.273   -0.202   -0.202
## 512  LASD8 ~~  LASD9  1.936   0.108   0.108    0.136    0.136
## 513  LASD8 ~~ LASD10  0.003  -0.005  -0.005   -0.006   -0.006
## 514  LASD8 ~~  LASR1  0.223   0.030   0.030    0.035    0.035
## 515  LASD8 ~~  LASR2  0.667  -0.045  -0.045   -0.063   -0.063
## 516  LASD8 ~~  LASR3  0.134  -0.026  -0.026   -0.029   -0.029
## 517  LASD8 ~~  LASR4  0.006  -0.005  -0.005   -0.006   -0.006
## 518  LASD8 ~~  LASR5  1.432  -0.063  -0.063   -0.091   -0.091
## 519  LASD8 ~~  LASR6  6.960   0.173   0.173    0.220    0.220
## 520  LASD8 ~~  LASR7  0.007   0.005   0.005    0.007    0.007
## 521  LASD8 ~~  LASR8  0.771   0.059   0.059    0.074    0.074
## 522  LASD8 ~~  LASR9  3.153   0.123   0.123    0.151    0.151
## 523  LASD8 ~~ LASR10  0.818   0.070   0.070    0.073    0.073
## 524  LASD8 ~~  LOOJP  2.444  -0.145  -0.145   -0.126   -0.126
## 525  LASD9 ~~ LASD10  0.096  -0.023  -0.023   -0.029   -0.029
## 526  LASD9 ~~  LASR1  2.009  -0.096  -0.096   -0.112   -0.112
## 527  LASD9 ~~  LASR2  0.079  -0.016  -0.016   -0.023   -0.023
## 528  LASD9 ~~  LASR3  0.775   0.066   0.066    0.074    0.074
## 529  LASD9 ~~  LASR4  0.301   0.039   0.039    0.049    0.049
## 530  LASD9 ~~  LASR5  4.811  -0.122  -0.122   -0.180   -0.180
## 531  LASD9 ~~  LASR6  0.222   0.033   0.033    0.042    0.042
## 532  LASD9 ~~  LASR7  0.556  -0.046  -0.046   -0.065   -0.065
## 533  LASD9 ~~  LASR8  0.221   0.033   0.033    0.042    0.042
## 534  LASD9 ~~  LASR9  2.058   0.106   0.106    0.131    0.131
## 535  LASD9 ~~ LASR10  0.004  -0.005  -0.005   -0.005   -0.005
## 536  LASD9 ~~  LOOJP  0.417   0.064   0.064    0.056    0.056
## 537 LASD10 ~~  LASR1  0.193  -0.029  -0.029   -0.034   -0.034
## 538 LASD10 ~~  LASR2  0.027  -0.010  -0.010   -0.013   -0.013
## 539 LASD10 ~~  LASR3  0.101  -0.024  -0.024   -0.026   -0.026
## 540 LASD10 ~~  LASR4  0.698   0.060   0.060    0.072    0.072
## 541 LASD10 ~~  LASR5  0.054   0.013   0.013    0.019    0.019
## 542 LASD10 ~~  LASR6  1.295   0.079   0.079    0.099    0.099
## 543 LASD10 ~~  LASR7  1.185   0.067   0.067    0.093    0.093
## 544 LASD10 ~~  LASR8  5.029  -0.159  -0.159   -0.198   -0.198
## 545 LASD10 ~~  LASR9  0.919   0.070   0.070    0.085    0.085
## 546 LASD10 ~~ LASR10  0.063   0.020   0.020    0.021    0.021
## 547 LASD10 ~~  LOOJP  3.078  -0.172  -0.172   -0.148   -0.148
## 548  LASR1 ~~  LASR2  0.057   0.017   0.017    0.022    0.022
## 549  LASR1 ~~  LASR3  0.226   0.041   0.041    0.043    0.043
## 550  LASR1 ~~  LASR4  0.944  -0.076  -0.076   -0.087   -0.087
## 551  LASR1 ~~  LASR5 12.118   0.239   0.239    0.325    0.325
## 552  LASR1 ~~  LASR6  1.634  -0.096  -0.096   -0.114   -0.114
## 553  LASR1 ~~  LASR7  0.117  -0.023  -0.023   -0.031   -0.031
## 554  LASR1 ~~  LASR8  0.110  -0.025  -0.025   -0.030   -0.030
## 555  LASR1 ~~  LASR9  0.060  -0.019  -0.019   -0.022   -0.022
## 556  LASR1 ~~ LASR10  8.223  -0.262  -0.262   -0.257   -0.257
## 557  LASR1 ~~  LOOJP  0.062   0.025   0.025    0.020    0.020
## 558  LASR2 ~~  LASR3  6.405   0.180   0.180    0.226    0.226
## 559  LASR2 ~~  LASR4  0.359   0.039   0.039    0.054    0.054
## 560  LASR2 ~~  LASR5  0.437  -0.037  -0.037   -0.060   -0.060
## 561  LASR2 ~~  LASR6  0.010   0.006   0.006    0.009    0.009
## 562  LASR2 ~~  LASR7  4.385  -0.119  -0.119   -0.188   -0.188
## 563  LASR2 ~~  LASR8  0.022   0.010   0.010    0.013    0.013
## 564  LASR2 ~~  LASR9  1.647  -0.085  -0.085   -0.117   -0.117
## 565  LASR2 ~~ LASR10  0.182  -0.032  -0.032   -0.038   -0.038
## 566  LASR2 ~~  LOOJP  1.114   0.091   0.091    0.088    0.088
## 567  LASR3 ~~  LASR4  0.095  -0.026  -0.026   -0.028   -0.028
## 568  LASR3 ~~  LASR5  1.415  -0.081  -0.081   -0.106   -0.106
## 569  LASR3 ~~  LASR6  0.023  -0.012  -0.012   -0.014   -0.014
## 570  LASR3 ~~  LASR7  0.970  -0.071  -0.071   -0.089   -0.089
## 571  LASR3 ~~  LASR8  0.966  -0.080  -0.080   -0.090   -0.090
## 572  LASR3 ~~  LASR9  0.193  -0.037  -0.037   -0.041   -0.041
## 573  LASR3 ~~ LASR10  0.043  -0.020  -0.020   -0.019   -0.019
## 574  LASR3 ~~  LOOJP  0.031   0.019   0.019    0.015    0.015
## 575  LASR4 ~~  LASR5  9.807  -0.197  -0.197   -0.281   -0.281
## 576  LASR4 ~~  LASR6  3.309   0.137   0.137    0.171    0.171
## 577  LASR4 ~~  LASR7  3.594   0.128   0.128    0.175    0.175
## 578  LASR4 ~~  LASR8  0.647  -0.062  -0.062   -0.076   -0.076
## 579  LASR4 ~~  LASR9  1.855   0.108   0.108    0.130    0.130
## 580  LASR4 ~~ LASR10  4.360   0.187   0.187    0.193    0.193
## 581  LASR4 ~~  LOOJP  1.087   0.110   0.110    0.093    0.093
## 582  LASR5 ~~  LASR6  0.190  -0.026  -0.026   -0.039   -0.039
## 583  LASR5 ~~  LASR7  0.169   0.022   0.022    0.037    0.037
## 584  LASR5 ~~  LASR8  0.286   0.033   0.033    0.048    0.048
## 585  LASR5 ~~  LASR9  1.775  -0.084  -0.084   -0.121   -0.121
## 586  LASR5 ~~ LASR10  0.027  -0.012  -0.012   -0.015   -0.015
## 587  LASR5 ~~  LOOJP  4.176  -0.167  -0.167   -0.169   -0.169
## 588  LASR6 ~~  LASR7  0.261  -0.033  -0.033   -0.048   -0.048
## 589  LASR6 ~~  LASR8  1.220  -0.082  -0.082   -0.106   -0.106
## 590  LASR6 ~~  LASR9  1.921   0.107   0.107    0.134    0.134
## 591  LASR6 ~~ LASR10  2.415   0.135   0.135    0.145    0.145
## 592  LASR6 ~~  LOOJP  3.577  -0.194  -0.194   -0.171   -0.171
## 593  LASR7 ~~  LASR8  3.351   0.121   0.121    0.171    0.171
## 594  LASR7 ~~  LASR9  1.494   0.084   0.084    0.115    0.115
## 595  LASR7 ~~ LASR10  1.325   0.089   0.089    0.105    0.105
## 596  LASR7 ~~  LOOJP  0.176   0.038   0.038    0.037    0.037
## 597  LASR8 ~~  LASR9  2.109  -0.114  -0.114   -0.141   -0.141
## 598  LASR8 ~~ LASR10  1.450   0.106   0.106    0.113    0.113
## 599  LASR8 ~~  LOOJP  4.431   0.220   0.220    0.192    0.192
## 600  LASR9 ~~ LASR10  2.931   0.156   0.156    0.161    0.161
## 601  LASR9 ~~  LOOJP  8.741  -0.321  -0.321   -0.273   -0.273
## 602 LASR10 ~~  LOOJP  0.007   0.010   0.010    0.007    0.007
## 603     dp ~~     sd  9.904  -0.087  -0.430   -0.430   -0.430
## 604     dp ~~     sr  0.761   0.048   0.119    0.119    0.119
## 605     sd ~~     sr  0.005   0.002   0.010    0.010    0.010
## 606     dp  ~  LOOJP  0.640   0.050   0.077    0.099    0.099
## 607     dp  ~     sd  9.904  -0.977  -0.458   -0.458   -0.458
## 608     dp  ~     sr  0.761   0.127   0.119    0.119    0.119
## 609     sd  ~  LOOJP  9.372  -0.092  -0.300   -0.387   -0.387
## 610     sd  ~     dp  9.904  -0.228  -0.485   -0.485   -0.485
## 611     sd  ~     sr  0.005   0.005   0.010    0.010    0.010
## 612     sr  ~  LOOJP  0.182  -0.025  -0.042   -0.054   -0.054
## 613     sr  ~     dp  0.761   0.125   0.134    0.134    0.134
## 614     sr  ~     sd  0.005   0.022   0.011    0.011    0.011

Strategies for Improving Model Fit

sem_model <- '
# Measurement model
dp =~  LADP1 + LADP2 + LADP3 + LADP4 + LADP5 + LADP6 + LADP7 + LADP8 + LADP9+ LADP10
sd =~ LASD1 + LASD2 + LASD3 + LASD4 + LASD5 + LASD6 + LASD7 + LASD8 + LASD9+ LASD10
sr =~ LASR1 + LASR2 + LASR3 + LASR4 + LASR5 + LASR6 + LASR7 + LASR8 + LASR9+ LASR10

pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5


# Structural model
pcd + sjp ~ dp + sd + sr
'

fit <- sem(model = sem_model, data = data)

# Show some more interesting output
summary(fit, fit.measures = T, standardized = T)
## lavaan (0.5-23.1097) converged normally after  74 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic             1104.726
##   Degrees of freedom                               655
##   P-value (Chi-square)                           0.000
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic             1635.112
##   Degrees of freedom                               703
##   P-value                                        0.000
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    0.518
##   Tucker-Lewis Index (TLI)                       0.482
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -4513.496
##   Loglikelihood unrestricted model (H1)      -3961.133
## 
##   Number of free parameters                         86
##   Akaike (AIC)                                9198.992
##   Bayesian (BIC)                              9423.037
##   Sample-size adjusted Bayesian (BIC)         9151.427
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.083
##   90 Percent Confidence Interval          0.074  0.091
##   P-value RMSEA <= 0.05                          0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.119
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   dp =~                                                                 
##     LADP1             1.000                               0.554    0.607
##     LADP2             0.796    0.199    4.005    0.000    0.441    0.525
##     LADP3             0.612    0.198    3.094    0.002    0.339    0.382
##     LADP4             0.079    0.178    0.447    0.655    0.044    0.051
##     LADP5             0.371    0.174    2.127    0.033    0.205    0.252
##     LADP6            -0.191    0.198   -0.966    0.334   -0.106   -0.111
##     LADP7             0.260    0.204    1.276    0.202    0.144    0.148
##     LADP8             0.553    0.188    2.939    0.003    0.306    0.360
##     LADP9             0.550    0.198    2.772    0.006    0.305    0.336
##     LADP10            0.726    0.195    3.730    0.000    0.402    0.479
##   sd =~                                                                 
##     LASD1             1.000                               0.250    0.284
##     LASD2             0.522    0.392    1.334    0.182    0.130    0.178
##     LASD3             1.837    0.849    2.163    0.031    0.458    0.432
##     LASD4             0.715    0.466    1.536    0.125    0.179    0.217
##     LASD5            -0.575    0.500   -1.151    0.250   -0.144   -0.147
##     LASD6             0.336    0.376    0.894    0.371    0.084    0.109
##     LASD7             1.282    0.684    1.875    0.061    0.320    0.305
##     LASD8             2.041    0.876    2.331    0.020    0.509    0.569
##     LASD9             2.298    0.963    2.387    0.017    0.573    0.646
##     LASD10            1.933    0.841    2.298    0.022    0.482    0.534
##   sr =~                                                                 
##     LASR1             1.000                               0.656    0.683
##     LASR2             0.659    0.156    4.225    0.000    0.432    0.541
##     LASR3             0.716    0.190    3.775    0.000    0.469    0.471
##     LASR4             0.414    0.166    2.488    0.013    0.271    0.296
##     LASR5             0.688    0.153    4.499    0.000    0.451    0.589
##     LASR6             0.351    0.158    2.215    0.027    0.230    0.262
##     LASR7             0.458    0.147    3.108    0.002    0.300    0.377
##     LASR8             0.390    0.161    2.417    0.016    0.255    0.287
##     LASR9             0.175    0.162    1.086    0.278    0.115    0.126
##     LASR10            0.621    0.197    3.155    0.002    0.407    0.383
##   pcd =~                                                                
##     LOPCD1            1.000                               0.538    0.741
##     LOPCD2            0.677    0.134    5.064    0.000    0.365    0.539
##     LOPCD3            1.127    0.159    7.101    0.000    0.607    0.754
##   sjp =~                                                                
##     LOSJP1            1.000                               0.472    0.666
##     LOSJP2            0.912    0.162    5.617    0.000    0.431    0.642
##     LOSJP3            1.049    0.194    5.414    0.000    0.496    0.616
##     LOSJP4            0.988    0.183    5.386    0.000    0.467    0.612
##     LOSJP5            0.605    0.150    4.040    0.000    0.286    0.447
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   pcd ~                                                                 
##     dp                0.540    0.223    2.421    0.015    0.555    0.555
##     sd               -0.643    0.496   -1.295    0.195   -0.298   -0.298
##     sr                0.193    0.095    2.022    0.043    0.235    0.235
##   sjp ~                                                                 
##     dp                0.397    0.187    2.130    0.033    0.466    0.466
##     sd               -0.669    0.451   -1.482    0.138   -0.354   -0.354
##     sr                0.250    0.088    2.844    0.004    0.348    0.348
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   dp ~~                                                                 
##     sd               -0.095    0.045   -2.119    0.034   -0.688   -0.688
##     sr                0.068    0.055    1.248    0.212    0.188    0.188
##   sd ~~                                                                 
##     sr               -0.014    0.024   -0.572    0.567   -0.083   -0.083
##  .pcd ~~                                                                
##    .sjp               0.057    0.025    2.282    0.023    0.914    0.914
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .LADP1             0.526    0.092    5.704    0.000    0.526    0.631
##    .LADP2             0.511    0.082    6.202    0.000    0.511    0.724
##    .LADP3             0.675    0.101    6.691    0.000    0.675    0.854
##    .LADP4             0.738    0.105    7.065    0.000    0.738    0.997
##    .LADP5             0.624    0.090    6.922    0.000    0.624    0.937
##    .LADP6             0.892    0.127    7.044    0.000    0.892    0.988
##    .LADP7             0.929    0.132    7.022    0.000    0.929    0.978
##    .LADP8             0.632    0.094    6.741    0.000    0.632    0.871
##    .LADP9             0.728    0.107    6.788    0.000    0.728    0.887
##    .LADP10            0.544    0.085    6.399    0.000    0.544    0.771
##    .LASD1             0.711    0.103    6.869    0.000    0.711    0.919
##    .LASD2             0.521    0.075    6.996    0.000    0.521    0.968
##    .LASD3             0.917    0.140    6.539    0.000    0.917    0.814
##    .LASD4             0.646    0.093    6.958    0.000    0.646    0.953
##    .LASD5             0.933    0.133    7.020    0.000    0.933    0.978
##    .LASD6             0.583    0.083    7.043    0.000    0.583    0.988
##    .LASD7             0.996    0.146    6.834    0.000    0.996    0.907
##    .LASD8             0.542    0.091    5.944    0.000    0.542    0.676
##    .LASD9             0.459    0.085    5.367    0.000    0.459    0.582
##    .LASD10            0.583    0.095    6.136    0.000    0.583    0.715
##    .LASR1             0.492    0.100    4.939    0.000    0.492    0.534
##    .LASR2             0.451    0.074    6.065    0.000    0.451    0.708
##    .LASR3             0.774    0.121    6.382    0.000    0.774    0.779
##    .LASR4             0.764    0.112    6.840    0.000    0.764    0.912
##    .LASR5             0.384    0.067    5.773    0.000    0.384    0.653
##    .LASR6             0.716    0.104    6.894    0.000    0.716    0.931
##    .LASR7             0.544    0.081    6.672    0.000    0.544    0.858
##    .LASR8             0.725    0.106    6.855    0.000    0.725    0.917
##    .LASR9             0.817    0.116    7.032    0.000    0.817    0.984
##    .LASR10            0.962    0.145    6.656    0.000    0.962    0.853
##    .LOPCD1            0.238    0.043    5.507    0.000    0.238    0.451
##    .LOPCD2            0.324    0.049    6.599    0.000    0.324    0.709
##    .LOPCD3            0.279    0.052    5.354    0.000    0.279    0.431
##    .LOSJP1            0.279    0.045    6.159    0.000    0.279    0.556
##    .LOSJP2            0.264    0.042    6.280    0.000    0.264    0.587
##    .LOSJP3            0.402    0.063    6.392    0.000    0.402    0.621
##    .LOSJP4            0.363    0.057    6.406    0.000    0.363    0.625
##    .LOSJP5            0.328    0.048    6.808    0.000    0.328    0.801
##     dp                0.307    0.106    2.887    0.004    1.000    1.000
##     sd                0.062    0.050    1.258    0.208    1.000    1.000
##     sr                0.430    0.131    3.273    0.001    1.000    1.000
##    .pcd               0.075    0.038    1.978    0.048    0.259    0.259
##    .sjp               0.051    0.028    1.832    0.067    0.228    0.228
modificationindices(fit, sort. = T)
##        lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 110     dp =~  LASR9 28.753 -1.040  -0.577   -0.633   -0.633
## 138     sd =~  LASR9 27.531  2.215   0.553    0.607    0.607
## 239    sjp =~  LASR9 22.750 -1.151  -0.544   -0.597   -0.597
## 204    pcd =~  LASR9 21.745 -0.939  -0.506   -0.555   -0.555
## 525  LADP9 ~~  LASR3 16.321 -0.320  -0.320   -0.354   -0.354
## 393  LADP5 ~~  LASD3 16.293  0.317   0.317    0.366    0.366
## 229    sjp =~  LASD9 13.821 -1.316  -0.622   -0.700   -0.700
## 194    pcd =~  LASD9 13.521 -1.209  -0.651   -0.734   -0.734
## 429  LADP6 ~~  LASD7 13.307  0.349   0.349    0.350    0.350
## 569  LASD1 ~~  LASD2 12.709  0.221   0.221    0.343    0.343
## 135     sd =~  LASR6 12.698  1.425   0.356    0.405    0.405
## 928 LOPCD2 ~~ LOSJP2 12.033  0.112   0.112    0.248    0.248
## 96      dp =~  LASD5 11.914  1.274   0.706    0.723    0.723
## 161     sr =~  LASD4 11.287  0.487   0.319    0.388    0.388
## 922 LOPCD1 ~~ LOSJP2 10.827 -0.102  -0.102   -0.209   -0.209
## 390  LADP5 ~~ LADP10 10.429  0.201   0.201    0.293    0.293
## 244  LADP1 ~~  LADP2 10.266  0.212   0.212    0.277    0.277
## 190    pcd =~  LASD5  9.866  1.066   0.574    0.588    0.588
## 225    sjp =~  LASD5  9.615  1.161   0.548    0.561    0.561
## 125     sd =~  LADP6  9.526  2.479   0.619    0.651    0.651
## 788 LASD10 ~~ LOPCD3  9.285  0.146   0.146    0.201    0.201
## 802  LASR1 ~~ LASR10  9.240 -0.269  -0.269   -0.263   -0.263
## 160     sr =~  LASD3  9.108  0.546   0.358    0.337    0.337
## 744  LASD8 ~~  LASR6  9.030  0.201   0.201    0.256    0.256
## 786 LASD10 ~~ LOPCD1  8.981 -0.131  -0.131   -0.200   -0.200
## 921 LOPCD1 ~~ LOSJP1  8.871  0.096   0.096    0.187    0.187
## 862  LASR5 ~~ LOPCD2  8.558 -0.114  -0.114   -0.221   -0.221
## 478  LADP7 ~~ LOSJP2  7.954 -0.147  -0.147   -0.225   -0.225
## 770  LASD9 ~~ LOPCD3  7.926 -0.127  -0.127   -0.178   -0.178
## 842  LASR4 ~~  LASR5  7.794 -0.172  -0.172   -0.245   -0.245
## 214    sjp =~  LADP4  7.739 -1.177  -0.556   -0.646   -0.646
## 323  LADP3 ~~ LADP10  7.737 -0.184  -0.184   -0.247   -0.247
## 797  LASR1 ~~  LASR5  7.645  0.185   0.185    0.251    0.251
## 753  LASD8 ~~ LOSJP2  7.610 -0.118  -0.118   -0.197   -0.197
## 700  LASD6 ~~  LASR3  7.529 -0.192  -0.192   -0.250   -0.250
## 321  LADP3 ~~  LADP8  7.503  0.189   0.189    0.250    0.250
## 152     sr =~  LADP5  7.365  0.400   0.262    0.321    0.321
## 837  LASR3 ~~ LOSJP1  7.169 -0.137  -0.137   -0.194   -0.194
## 946 LOSJP4 ~~ LOSJP5  7.082  0.099   0.099    0.203    0.203
## 147     sd =~ LOSJP5  7.010  1.244   0.310    0.485    0.485
## 175     sr =~ LOSJP5  6.881  0.326   0.213    0.334    0.334
## 307  LADP2 ~~  LASR9  6.855 -0.178  -0.178   -0.232   -0.232
## 166     sr =~  LASD9  6.777 -0.387  -0.254   -0.286   -0.286
## 179    pcd =~  LADP4  6.771 -1.089  -0.586   -0.681   -0.681
## 941 LOSJP2 ~~ LOSJP3  6.746  0.098   0.098    0.182    0.182
## 421  LADP6 ~~  LADP9  6.668  0.213   0.213    0.247    0.247
## 811  LASR2 ~~  LASR3  6.614  0.178   0.178    0.224    0.224
## 301  LADP2 ~~  LASR3  6.384  0.173   0.173    0.207    0.207
## 353  LADP4 ~~  LADP6  6.353 -0.205  -0.205   -0.251   -0.251
## 545 LADP10 ~~  LASD5  6.331  0.187   0.187    0.227    0.227
## 697  LASD6 ~~ LASD10  6.263  0.157   0.157    0.226    0.226
## 247  LADP1 ~~  LADP5  6.233 -0.162  -0.162   -0.217   -0.217
## 371  LADP4 ~~  LASR4  6.146  0.189   0.189    0.239    0.239
## 266  LADP1 ~~  LASR4  5.845 -0.167  -0.167   -0.200   -0.200
## 347  LADP3 ~~ LOSJP1  5.829 -0.114  -0.114   -0.181   -0.181
## 224    sjp =~  LASD4  5.804  0.758   0.358    0.435    0.435
## 210    pcd =~ LOSJP5  5.746 -2.420  -1.303   -2.036   -2.036
## 622  LASD3 ~~  LASD4  5.744  0.194   0.194    0.222    0.222
## 769  LASD9 ~~ LOPCD2  5.644  0.105   0.105    0.175    0.175
## 157     sr =~ LADP10  5.528  0.348   0.228    0.271    0.271
## 236    sjp =~  LASR6  5.499 -0.537  -0.253   -0.289   -0.289
## 907  LASR9 ~~ LOSJP2  5.473 -0.114  -0.114   -0.187   -0.187
## 757  LASD9 ~~ LASD10  5.418 -0.162  -0.162   -0.202   -0.202
## 847  LASR4 ~~ LASR10  5.386  0.209   0.209    0.215    0.215
## 927 LOPCD2 ~~ LOSJP1  5.369 -0.078  -0.078   -0.163   -0.163
## 395  LADP5 ~~  LASD5  5.346  0.178   0.178    0.224    0.224
## 368  LADP4 ~~  LASR1  5.168 -0.155  -0.155   -0.188   -0.188
## 134     sd =~  LASR5  5.168 -0.734  -0.183   -0.239   -0.239
## 469  LADP7 ~~  LASR6  5.081  0.186   0.186    0.218    0.218
## 925 LOPCD1 ~~ LOSJP5  5.066 -0.072  -0.072   -0.155   -0.155
## 223    sjp =~  LASD3  4.972  0.896   0.423    0.399    0.399
## 428  LADP6 ~~  LASD6  4.947  0.161   0.161    0.220    0.220
## 916 LASR10 ~~ LOSJP3  4.901  0.147   0.147    0.172    0.172
## 512  LADP9 ~~ LADP10  4.844  0.150   0.150    0.197    0.197
## 220    sjp =~ LADP10  4.835  0.935   0.442    0.526    0.526
## 215    sjp =~  LADP5  4.783  0.879   0.415    0.508    0.508
## 547 LADP10 ~~  LASD7  4.763 -0.169  -0.169   -0.192   -0.192
## 100     dp =~  LASD9  4.754 -0.775  -0.429   -0.484   -0.484
## 332  LADP3 ~~  LASD9  4.723  0.137   0.137    0.174    0.174
## 99      dp =~  LASD8  4.699  0.745   0.413    0.461    0.461
## 473  LADP7 ~~ LASR10  4.681  0.210   0.210    0.203    0.203
## 326  LADP3 ~~  LASD3  4.662 -0.179  -0.179   -0.190   -0.190
## 201    pcd =~  LASR6  4.652 -0.412  -0.222   -0.253   -0.253
## 720  LASD7 ~~  LASR2  4.636 -0.155  -0.155   -0.185   -0.185
## 651  LASD4 ~~  LASD9  4.633 -0.136  -0.136   -0.186   -0.186
## 475  LADP7 ~~ LOPCD2  4.586 -0.121  -0.121   -0.184   -0.184
## 606  LASD2 ~~  LASR3  4.573 -0.142  -0.142   -0.194   -0.194
## 669  LASD4 ~~ LOSJP4  4.513 -0.108  -0.108   -0.172   -0.172
## 844  LASR4 ~~  LASR7  4.507  0.144   0.144    0.197    0.197
## 835  LASR3 ~~ LOPCD2  4.505  0.114   0.114    0.169    0.169
## 253  LADP1 ~~  LASD1  4.430  0.141   0.141    0.175    0.175
## 908  LASR9 ~~ LOSJP3  4.275 -0.124  -0.124   -0.169   -0.169
## 189    pcd =~  LASD4  4.252  0.588   0.317    0.385    0.385
## 449  LADP6 ~~ LOSJP4  4.219 -0.122  -0.122   -0.168   -0.168
## 107     dp =~  LASR6  4.214 -0.377  -0.209   -0.238   -0.238
## 581  LASD1 ~~  LASR4  4.186 -0.154  -0.154   -0.192   -0.192
## 357  LADP4 ~~ LADP10  4.144  0.136   0.136    0.187    0.187
## 217    sjp =~  LADP7  4.139 -0.975  -0.461   -0.473   -0.473
## 452  LADP7 ~~  LADP9  4.081  0.170   0.170    0.193    0.193
## 843  LASR4 ~~  LASR6  4.064  0.154   0.154    0.192    0.192
## 140     sd =~ LOPCD1  4.005 -1.061  -0.265   -0.364   -0.364
## 458  LADP7 ~~  LASD5  3.974  0.187   0.187    0.196    0.196
## 834  LASR3 ~~ LOPCD1  3.970 -0.098  -0.098   -0.135   -0.135
## 188    pcd =~  LASD3  3.943  0.728   0.392    0.369    0.369
## 727  LASD7 ~~  LASR9  3.907  0.181   0.181    0.190    0.190
## 647  LASD4 ~~  LASD5  3.899  0.155   0.155    0.193    0.193
## 910  LASR9 ~~ LOSJP5  3.892  0.104   0.104    0.178    0.178
## 162     sr =~  LASD5  3.872  0.341   0.223    0.229    0.229
## 156     sr =~  LADP9  3.860 -0.318  -0.209   -0.230   -0.230
## 902  LASR9 ~~ LASR10  3.849  0.180   0.180    0.186    0.186
## 722  LASD7 ~~  LASR4  3.809  0.175   0.175    0.182    0.182
## 841  LASR3 ~~ LOSJP5  3.807  0.104   0.104    0.163    0.163
## 172     sr =~ LOSJP2  3.778 -0.237  -0.156   -0.232   -0.232
## 783 LASD10 ~~  LASR8  3.774 -0.135  -0.135   -0.168   -0.168
## 306  LADP2 ~~  LASR8  3.733  0.125   0.125    0.167    0.167
## 101     dp =~ LASD10  3.724 -0.661  -0.367   -0.406   -0.406
## 864  LASR5 ~~ LOSJP1  3.716  0.072   0.072    0.133    0.133
## 94      dp =~  LASD3  3.665  0.762   0.422    0.398    0.398
## 298  LADP2 ~~ LASD10  3.660 -0.116  -0.116   -0.153   -0.153
## 854  LASR4 ~~ LOSJP4  3.653 -0.106  -0.106   -0.152   -0.152
## 682  LASD5 ~~  LASR7  3.652 -0.139  -0.139   -0.179   -0.179
## 704  LASD6 ~~  LASR7  3.585  0.109   0.109    0.178    0.178
## 108     dp =~  LASR7  3.578 -0.309  -0.171   -0.215   -0.215
## 901  LASR8 ~~ LOSJP5  3.575  0.095   0.095    0.167    0.167
## 374  LADP4 ~~  LASR7  3.472  0.121   0.121    0.176    0.176
## 524  LADP9 ~~  LASR2  3.426 -0.114  -0.114   -0.158   -0.158
## 351  LADP3 ~~ LOSJP5  3.406 -0.090  -0.090   -0.159   -0.159
## 658  LASD4 ~~  LASR6  3.404  0.127   0.127    0.177    0.177
## 164     sr =~  LASD7  3.396 -0.336  -0.220   -0.210   -0.210
## 120     sd =~  LADP1  3.389  1.475   0.368    0.403    0.403
## 106     dp =~  LASR5  3.386  0.274   0.152    0.198    0.198
## 808  LASR1 ~~ LOSJP3  3.383 -0.098  -0.098   -0.127   -0.127
## 427  LADP6 ~~  LASD5  3.379  0.168   0.168    0.181    0.181
## 733  LASD7 ~~ LOSJP2  3.367 -0.100  -0.100   -0.143   -0.143
## 466  LADP7 ~~  LASR3  3.348 -0.162  -0.162   -0.166   -0.166
## 671  LASD5 ~~  LASD6  3.336  0.135   0.135    0.181    0.181
## 173     sr =~ LOSJP3  3.311 -0.269  -0.176   -0.219   -0.219
## 599  LASD2 ~~  LASD6  3.303  0.101   0.101    0.179    0.179
## 937 LOSJP1 ~~ LOSJP2  3.301 -0.059  -0.059   -0.125   -0.125
## 527  LADP9 ~~  LASR5  3.301  0.105   0.105    0.151    0.151
## 933 LOPCD3 ~~ LOSJP2  3.276  0.061   0.061    0.114    0.114
## 712  LASD6 ~~ LOSJP2  3.242  0.074   0.074    0.144    0.144
## 119     dp =~ LOSJP5  3.241 -0.486  -0.269   -0.421   -0.421
## 815  LASR2 ~~  LASR7  3.196 -0.100  -0.100   -0.157   -0.157
## 182    pcd =~  LADP7  3.191 -0.847  -0.456   -0.468   -0.468
## 806  LASR1 ~~ LOSJP1  3.149  0.080   0.080    0.118    0.118
## 219    sjp =~  LADP9  3.119 -0.790  -0.373   -0.412   -0.412
## 710  LASD6 ~~ LOPCD3  3.111  0.079   0.079    0.127    0.127
## 881  LASR7 ~~  LASR8  3.099  0.116   0.116    0.164    0.164
## 286  LADP2 ~~  LADP8  3.070 -0.110  -0.110   -0.154   -0.154
## 334  LADP3 ~~  LASR1  3.041 -0.117  -0.117   -0.137   -0.137
## 787 LASD10 ~~ LOPCD2  3.003 -0.082  -0.082   -0.134   -0.134
## 517  LADP9 ~~  LASD5  3.002  0.145   0.145    0.164    0.164
## 623  LASD3 ~~  LASD5  2.994  0.167   0.167    0.161    0.161
## 872  LASR6 ~~ LASR10  2.981  0.150   0.150    0.161    0.161
## 931 LOPCD2 ~~ LOSJP5  2.978  0.059   0.059    0.137    0.137
## 150     sr =~  LADP3  2.945 -0.271  -0.178   -0.200   -0.200
## 318  LADP3 ~~  LADP5  2.935 -0.116  -0.116   -0.160   -0.160
## 654  LASD4 ~~  LASR2  2.913  0.098   0.098    0.149    0.149
## 297  LADP2 ~~  LASD9  2.884 -0.097  -0.097   -0.130   -0.130
## 354  LADP4 ~~  LADP7  2.864  0.141   0.141    0.168    0.168
## 93      dp =~  LASD2  2.850  0.468   0.259    0.353    0.353
## 594  LASD1 ~~ LOSJP4  2.840  0.090   0.090    0.135    0.135
## 747  LASD8 ~~  LASR9  2.839  0.120   0.120    0.147    0.147
## 331  LADP3 ~~  LASD8  2.814 -0.111  -0.111   -0.139   -0.139
## 850  LASR4 ~~ LOPCD3  2.787 -0.086  -0.086   -0.117   -0.117
## 762  LASD9 ~~  LASR5  2.778 -0.083  -0.083   -0.123   -0.123
## 379  LADP4 ~~ LOPCD2  2.773 -0.084  -0.084   -0.144   -0.144
## 180    pcd =~  LADP5  2.766  0.662   0.356    0.437    0.437
## 250  LADP1 ~~  LADP8  2.765 -0.111  -0.111   -0.143   -0.143
## 505  LADP8 ~~ LOPCD2  2.758  0.079   0.079    0.137    0.137
## 649  LASD4 ~~  LASD7  2.734 -0.136  -0.136   -0.158   -0.158
## 445  LADP6 ~~ LOPCD3  2.702  0.091   0.091    0.119    0.119
## 467  LADP7 ~~  LASR4  2.694  0.140   0.140    0.157    0.157
## 432  LADP6 ~~ LASD10  2.682  0.125   0.125    0.145    0.145
## 775  LASD9 ~~ LOSJP5  2.658 -0.071  -0.071   -0.126   -0.126
## 372  LADP4 ~~  LASR5  2.656 -0.093  -0.093   -0.141   -0.141
## 356  LADP4 ~~  LADP9  2.654  0.122   0.122    0.156    0.156
## 915 LASR10 ~~ LOSJP2  2.650 -0.088  -0.088   -0.124   -0.124
## 771  LASD9 ~~ LOSJP1  2.649 -0.069  -0.069   -0.110   -0.110
## 126     sd =~  LADP7  2.634  1.335   0.333    0.342    0.342
## 631  LASD3 ~~  LASR3  2.631  0.146   0.146    0.138    0.138
## 791 LASD10 ~~ LOSJP3  2.629  0.087   0.087    0.120    0.120
## 144     sd =~ LOSJP2  2.617 -0.751  -0.187   -0.279   -0.279
## 193    pcd =~  LASD8  2.615  0.513   0.276    0.309    0.309
## 105     dp =~  LASR4  2.606 -0.308  -0.171   -0.186   -0.186
## 554 LADP10 ~~  LASR4  2.603  0.109   0.109    0.142    0.142
## 234    sjp =~  LASR4  2.593 -0.382  -0.181   -0.197   -0.197
## 136     sd =~  LASR7  2.564  0.568   0.142    0.178    0.178
## 846  LASR4 ~~  LASR9  2.556  0.129   0.129    0.154    0.154
## 876  LASR6 ~~ LOSJP1  2.551  0.076   0.076    0.123    0.123
## 202    pcd =~  LASR7  2.549 -0.271  -0.146   -0.183   -0.183
## 237    sjp =~  LASR7  2.548 -0.325  -0.153   -0.193   -0.193
## 373  LADP4 ~~  LASR6  2.532  0.117   0.117    0.155    0.155
## 235    sjp =~  LASR5  2.520  0.296   0.140    0.183    0.183
## 207    pcd =~ LOSJP2  2.505  1.592   0.857    1.278    1.278
## 199    pcd =~  LASR4  2.499 -0.313  -0.169   -0.184   -0.184
## 185    pcd =~ LADP10  2.496  0.672   0.362    0.431    0.431
## 871  LASR6 ~~  LASR9  2.479  0.122   0.122    0.153    0.153
## 633  LASD3 ~~  LASR5  2.470  0.103   0.103    0.127    0.127
## 719  LASD7 ~~  LASR1  2.470 -0.127  -0.127   -0.126   -0.126
## 486  LADP8 ~~  LASD3  2.465  0.126   0.126    0.139    0.139
## 530  LADP9 ~~  LASR8  2.465  0.117   0.117    0.146    0.146
## 377  LADP4 ~~ LASR10  2.440  0.135   0.135    0.147    0.147
## 454  LADP7 ~~  LASD1  2.428  0.128   0.128    0.150    0.150
## 481  LADP7 ~~ LOSJP5  2.427 -0.088  -0.088   -0.141   -0.141
## 408  LADP5 ~~  LASR8  2.406  0.106   0.106    0.147    0.147
## 245  LADP1 ~~  LADP3  2.377  0.108   0.108    0.133    0.133
## 228    sjp =~  LASD8  2.374  0.531   0.251    0.280    0.280
## 191    pcd =~  LASD6  2.369  0.411   0.221    0.288    0.288
## 900  LASR8 ~~ LOSJP4  2.334  0.083   0.083    0.122    0.122
## 109     dp =~  LASR8  2.332  0.283   0.157    0.177    0.177
## 187    pcd =~  LASD2  2.322  0.388   0.209    0.285    0.285
## 923 LOPCD1 ~~ LOSJP3  2.284 -0.057  -0.057   -0.097   -0.097
## 838  LASR3 ~~ LOSJP2  2.264  0.074   0.074    0.111    0.111
## 707  LASD6 ~~ LASR10  2.262 -0.115  -0.115   -0.141   -0.141
## 278  LADP1 ~~ LOSJP3  2.228 -0.079  -0.079   -0.107   -0.107
## 464  LADP7 ~~  LASR1  2.227 -0.115  -0.115   -0.123   -0.123
## 384  LADP4 ~~ LOSJP4  2.215 -0.080  -0.080   -0.122   -0.122
## 548 LADP10 ~~  LASD8  2.205  0.090   0.090    0.119    0.119
## 490  LADP8 ~~  LASD7  2.195  0.121   0.121    0.136    0.136
## 200    pcd =~  LASR5  2.194  0.231   0.124    0.162    0.162
## 646  LASD3 ~~ LOSJP5  2.191  0.085   0.085    0.125    0.125
## 882  LASR7 ~~  LASR9  2.190  0.102   0.102    0.140    0.140
## 151     sr =~  LADP4  2.186 -0.232  -0.152   -0.177   -0.177
## 385  LADP4 ~~ LOSJP5  2.179 -0.074  -0.074   -0.134   -0.134
## 820  LASR2 ~~ LOPCD2  2.146  0.061   0.061    0.113    0.113
## 729  LASD7 ~~ LOPCD1  2.144  0.079   0.079    0.104    0.104
## 574  LASD1 ~~  LASD7  2.143 -0.127  -0.127   -0.138   -0.138
## 366  LADP4 ~~  LASD9  2.126  0.094   0.094    0.123    0.123
## 528  LADP9 ~~  LASR6  2.116 -0.108  -0.108   -0.136   -0.136
## 689  LASD5 ~~ LOSJP1  2.099  0.078   0.078    0.113    0.113
## 425  LADP6 ~~  LASD3  2.097  0.135   0.135    0.134    0.134
## 879  LASR6 ~~ LOSJP4  2.058 -0.077  -0.077   -0.115   -0.115
## 610  LASD2 ~~  LASR7  2.012  0.077   0.077    0.133    0.133
## 781 LASD10 ~~  LASR6  2.002  0.097   0.097    0.123    0.123
## 349  LADP3 ~~ LOSJP3  1.983  0.078   0.078    0.110    0.110
## 213    sjp =~  LADP3  1.977 -0.620  -0.293   -0.329   -0.329
## 196    pcd =~  LASR1  1.942  0.270   0.146    0.152    0.152
## 418  LADP5 ~~ LOSJP5  1.930  0.064   0.064    0.123    0.123
## 231    sjp =~  LASR1  1.929  0.323   0.153    0.159    0.159
## 367  LADP4 ~~ LASD10  1.920 -0.096  -0.096   -0.123   -0.123
## 133     sd =~  LASR4  1.912  0.573   0.143    0.156    0.156
## 288  LADP2 ~~ LADP10  1.885 -0.084  -0.084   -0.119   -0.119
## 532  LADP9 ~~ LASR10  1.875  0.119   0.119    0.124    0.124
## 577  LASD1 ~~ LASD10  1.867  0.096   0.096    0.121    0.121
## 653  LASD4 ~~  LASR1  1.864  0.088   0.088    0.111    0.111
## 644  LASD3 ~~ LOSJP3  1.854 -0.089  -0.089   -0.104   -0.104
## 123     sd =~  LADP4  1.850  0.990   0.247    0.287    0.287
## 442  LADP6 ~~ LASR10  1.838  0.129   0.129    0.127    0.127
## 117     dp =~ LOSJP3  1.832  0.438   0.243    0.302    0.302
## 866  LASR5 ~~ LOSJP3  1.793 -0.059  -0.059   -0.096   -0.096
## 566 LADP10 ~~ LOSJP3  1.791  0.068   0.068    0.101    0.101
## 391  LADP5 ~~  LASD1  1.786 -0.091  -0.091   -0.126   -0.126
## 300  LADP2 ~~  LASR2  1.783  0.071   0.071    0.106    0.106
## 579  LASD1 ~~  LASR2  1.782  0.081   0.081    0.115    0.115
## 112     dp =~ LOPCD1  1.778  0.445   0.247    0.340    0.340
## 849  LASR4 ~~ LOPCD2  1.776  0.069   0.069    0.112    0.112
## 756  LASD8 ~~ LOSJP5  1.775  0.061   0.061    0.107    0.107
## 482  LADP8 ~~  LADP9  1.774  0.095   0.095    0.123    0.123
## 520  LADP9 ~~  LASD8  1.774  0.091   0.091    0.112    0.112
## 496  LADP8 ~~  LASR3  1.765 -0.098  -0.098   -0.116   -0.116
## 883  LASR7 ~~ LASR10  1.760  0.102   0.102    0.121    0.121
## 673  LASD5 ~~  LASD8  1.747  0.103   0.103    0.118    0.118
## 678  LASD5 ~~  LASR3  1.744 -0.117  -0.117   -0.120   -0.120
## 121     sd =~  LADP2  1.739 -0.943  -0.235   -0.280   -0.280
## 315  LADP2 ~~ LOSJP4  1.732 -0.063  -0.063   -0.098   -0.098
## 892  LASR8 ~~  LASR9  1.732 -0.103  -0.103   -0.127   -0.127
## 877  LASR6 ~~ LOSJP2  1.731 -0.061  -0.061   -0.103   -0.103
## 290  LADP2 ~~  LASD2  1.728  0.072   0.072    0.116    0.116
## 748  LASD8 ~~ LASR10  1.708  0.103   0.103    0.108    0.108
## 155     sr =~  LADP8  1.698 -0.198  -0.130   -0.152   -0.152
## 571  LASD1 ~~  LASD4  1.694  0.090   0.090    0.125    0.125
## 184    pcd =~  LADP9  1.693 -0.578  -0.311   -0.344   -0.344
## 648  LASD4 ~~  LASD6  1.688  0.081   0.081    0.127    0.127
## 492  LADP8 ~~  LASD9  1.681  0.079   0.079    0.104    0.104
## 563 LADP10 ~~ LOPCD3  1.678 -0.059  -0.059   -0.088   -0.088
## 422  LADP6 ~~ LADP10  1.673 -0.095  -0.095   -0.119   -0.119
## 287  LADP2 ~~  LADP9  1.653 -0.086  -0.086   -0.113   -0.113
## 598  LASD2 ~~  LASD5  1.653 -0.091  -0.091   -0.126   -0.126
## 828  LASR3 ~~  LASR5  1.652 -0.085  -0.085   -0.111   -0.111
## 282  LADP2 ~~  LADP4  1.637  0.084   0.084    0.116    0.116
## 652  LASD4 ~~ LASD10  1.626  0.085   0.085    0.114    0.114
## 336  LADP3 ~~  LASR3  1.607  0.097   0.097    0.110    0.110
## 687  LASD5 ~~ LOPCD2  1.605 -0.072  -0.072   -0.109   -0.109
## 327  LADP3 ~~  LASD4  1.604 -0.086  -0.086   -0.117   -0.117
## 355  LADP4 ~~  LADP8  1.590 -0.088  -0.088   -0.120   -0.120
## 341  LADP3 ~~  LASR8  1.584 -0.091  -0.091   -0.115   -0.115
## 493  LADP8 ~~ LASD10  1.583 -0.082  -0.082   -0.107   -0.107
## 752  LASD8 ~~ LOSJP1  1.579  0.056   0.056    0.088    0.088
## 616  LASD2 ~~ LOPCD3  1.573  0.053   0.053    0.090    0.090
## 553 LADP10 ~~  LASR3  1.572 -0.088  -0.088   -0.105   -0.105
## 130     sd =~  LASR1  1.567 -0.500  -0.125   -0.130   -0.130
## 681  LASD5 ~~  LASR6  1.566  0.104   0.104    0.121    0.121
## 558 LADP10 ~~  LASR8  1.560  0.082   0.082    0.110    0.110
## 435  LADP6 ~~  LASR3  1.553 -0.108  -0.108   -0.114   -0.114
## 765  LASD9 ~~  LASR8  1.552  0.080   0.080    0.102    0.102
## 665  LASD4 ~~ LOPCD3  1.548  0.059   0.059    0.089    0.089
## 502  LADP8 ~~  LASR9  1.538 -0.091  -0.091   -0.117   -0.117
## 142     sd =~ LOPCD3  1.538  0.735   0.183    0.228    0.228
## 269  LADP1 ~~  LASR7  1.513 -0.073  -0.073   -0.100   -0.100
## 942 LOSJP2 ~~ LOSJP4  1.498 -0.044  -0.044   -0.086   -0.086
## 474  LADP7 ~~ LOPCD1  1.496  0.063   0.063    0.090    0.090
## 256  LADP1 ~~  LASD4  1.479  0.077   0.077    0.102    0.102
## 345  LADP3 ~~ LOPCD2  1.473  0.060   0.060    0.100    0.100
## 691  LASD5 ~~ LOSJP3  1.462  0.077   0.077    0.099    0.099
## 495  LADP8 ~~  LASR2  1.459 -0.069  -0.069   -0.102   -0.102
## 165     sr =~  LASD8  1.453  0.180   0.118    0.132    0.132
## 764  LASD9 ~~  LASR7  1.450 -0.068  -0.068   -0.096   -0.096
## 798  LASR1 ~~  LASR6  1.437 -0.088  -0.088   -0.104   -0.104
## 790 LASD10 ~~ LOSJP2  1.423  0.052   0.052    0.086    0.086
## 905  LASR9 ~~ LOPCD3  1.411  0.063   0.063    0.086    0.086
## 289  LADP2 ~~  LASD1  1.397  0.076   0.076    0.102    0.102
## 383  LADP4 ~~ LOSJP3  1.393  0.067   0.067    0.097    0.097
## 381  LADP4 ~~ LOSJP1  1.392 -0.057  -0.057   -0.093   -0.093
## 677  LASD5 ~~  LASR2  1.385  0.081   0.081    0.104    0.104
## 226    sjp =~  LASD6  1.379  0.346   0.164    0.213    0.213
## 510  LADP8 ~~ LOSJP4  1.378  0.060   0.060    0.092    0.092
## 158     sr =~  LASD1  1.376 -0.180  -0.118   -0.134   -0.134
## 455  LADP7 ~~  LASD2  1.375  0.082   0.082    0.115    0.115
## 686  LASD5 ~~ LOPCD1  1.370  0.061   0.061    0.085    0.085
## 375  LADP4 ~~  LASR8  1.356  0.086   0.086    0.113    0.113
## 139     sd =~ LASR10  1.343  0.548   0.137    0.129    0.129
## 324  LADP3 ~~  LASD1  1.336 -0.083  -0.083   -0.106   -0.106
## 805  LASR1 ~~ LOPCD3  1.331  0.055   0.055    0.071    0.071
## 131     sd =~  LASR2  1.328 -0.393  -0.098   -0.123   -0.123
## 171     sr =~ LOSJP1  1.320  0.147   0.097    0.136    0.136
## 893  LASR8 ~~ LASR10  1.311  0.100   0.100    0.106    0.106
## 588  LASD1 ~~ LOPCD1  1.286 -0.052  -0.052   -0.081   -0.081
## 608  LASD2 ~~  LASR5  1.285 -0.055  -0.055   -0.097   -0.097
## 705  LASD6 ~~  LASR8  1.279  0.074   0.074    0.109    0.109
## 238    sjp =~  LASR8  1.277  0.261   0.123    0.139    0.139
## 342  LADP3 ~~  LASR9  1.256 -0.085  -0.085   -0.105   -0.105
## 555 LADP10 ~~  LASR5  1.240  0.057   0.057    0.088    0.088
## 620  LASD2 ~~ LOSJP4  1.236  0.051   0.051    0.091    0.091
## 821  LASR2 ~~ LOPCD3  1.236 -0.046  -0.046   -0.072   -0.072
## 103     dp =~  LASR2  1.236  0.175   0.097    0.121    0.121
## 714  LASD6 ~~ LOSJP4  1.235 -0.053  -0.053   -0.091   -0.091
## 519  LADP9 ~~  LASD7  1.234  0.097   0.097    0.103    0.103
## 358  LADP4 ~~  LASD1  1.229 -0.081  -0.081   -0.107   -0.107
## 222    sjp =~  LASD2  1.222  0.311   0.147    0.200    0.200
## 746  LASD8 ~~  LASR8  1.206  0.074   0.074    0.093    0.093
## 145     sd =~ LOSJP3  1.203 -0.615  -0.154   -0.191   -0.191
## 154     sr =~  LADP7  1.199 -0.194  -0.127   -0.131   -0.131
## 516  LADP9 ~~  LASD4  1.197 -0.077  -0.077   -0.103   -0.103
## 178    pcd =~  LADP3  1.189 -0.478  -0.258   -0.290   -0.290
## 831  LASR3 ~~  LASR8  1.185 -0.088  -0.088   -0.099   -0.099
## 159     sr =~  LASD2  1.176 -0.141  -0.092   -0.126   -0.126
## 848  LASR4 ~~ LOPCD1  1.174  0.051   0.051    0.077    0.077
## 870  LASR6 ~~  LASR8  1.172 -0.080  -0.080   -0.103   -0.103
## 129     sd =~ LADP10  1.167 -0.766  -0.191   -0.228   -0.228
## 163     sr =~  LASD6  1.165 -0.147  -0.097   -0.126   -0.126
## 259  LADP1 ~~  LASD7  1.158  0.085   0.085    0.089    0.089
## 409  LADP5 ~~  LASR9  1.155 -0.077  -0.077   -0.104   -0.104
## 203    pcd =~  LASR8  1.155  0.207   0.111    0.125    0.125
## 894  LASR8 ~~ LOPCD1  1.152 -0.049  -0.049   -0.076   -0.076
## 484  LADP8 ~~  LASD1  1.149 -0.074  -0.074   -0.099   -0.099
## 378  LADP4 ~~ LOPCD1  1.148  0.049   0.049    0.079    0.079
## 621  LASD2 ~~ LOSJP5  1.145  0.045   0.045    0.096    0.096
## 415  LADP5 ~~ LOSJP2  1.141  0.046   0.046    0.084    0.084
## 416  LADP5 ~~ LOSJP3  1.140  0.056   0.056    0.086    0.086
## 803  LASR1 ~~ LOPCD1  1.129  0.046   0.046    0.066    0.066
## 534  LADP9 ~~ LOPCD2  1.119 -0.054  -0.054   -0.088   -0.088
## 938 LOSJP1 ~~ LOSJP3  1.117 -0.042  -0.042   -0.073   -0.073
## 629  LASD3 ~~  LASR1  1.109  0.083   0.083    0.081    0.081
## 264  LADP1 ~~  LASR2  1.107  0.059   0.059    0.081    0.081
## 440  LADP6 ~~  LASR8  1.098  0.085   0.085    0.101    0.101
## 695  LASD6 ~~  LASD8  1.098  0.064   0.064    0.093    0.093
## 141     sd =~ LOPCD2  1.092  0.522   0.130    0.193    0.193
## 294  LADP2 ~~  LASD6  1.090 -0.060  -0.060   -0.093   -0.093
## 252  LADP1 ~~ LADP10  1.083 -0.069  -0.069   -0.089   -0.089
## 743  LASD8 ~~  LASR5  1.081 -0.055  -0.055   -0.079   -0.079
## 518  LADP9 ~~  LASD6  1.078  0.069   0.069    0.099    0.099
## 299  LADP2 ~~  LASR1  1.075 -0.062  -0.062   -0.077   -0.077
## 339  LADP3 ~~  LASR6  1.067 -0.074  -0.074   -0.095   -0.095
## 676  LASD5 ~~  LASR1  1.065  0.080   0.080    0.085    0.085
## 874  LASR6 ~~ LOPCD2  1.060 -0.052  -0.052   -0.087   -0.087
## 434  LADP6 ~~  LASR2  1.040 -0.069  -0.069   -0.090   -0.090
## 595  LASD1 ~~ LOSJP5  1.028  0.050   0.050    0.089    0.089
## 572  LASD1 ~~  LASD5  1.014  0.084   0.084    0.097    0.097
## 535  LADP9 ~~ LOPCD3  1.003  0.051   0.051    0.070    0.070
## 542 LADP10 ~~  LASD2  0.999 -0.056  -0.056   -0.090   -0.090
## 476  LADP7 ~~ LOPCD3  0.999  0.057   0.057    0.072    0.072
## 394  LADP5 ~~  LASD4  0.999  0.064   0.064    0.096    0.096
## 812  LASR2 ~~  LASR4  0.984  0.065   0.065    0.088    0.088
## 612  LASD2 ~~  LASR9  0.977 -0.065  -0.065   -0.097   -0.097
## 918 LASR10 ~~ LOSJP5  0.972  0.058   0.058    0.085    0.085
## 611  LASD2 ~~  LASR8  0.971  0.062   0.062    0.094    0.094
## 914 LASR10 ~~ LOSJP1  0.968 -0.055  -0.055   -0.073   -0.073
## 699  LASD6 ~~  LASR2  0.964 -0.053  -0.053   -0.087   -0.087
## 880  LASR6 ~~ LOSJP5  0.950 -0.048  -0.048   -0.086   -0.086
## 605  LASD2 ~~  LASR2  0.936 -0.050  -0.050   -0.085   -0.085
## 601  LASD2 ~~  LASD8  0.935  0.056   0.056    0.086    0.086
## 634  LASD3 ~~  LASR6  0.934  0.081   0.081    0.087    0.087
## 208    pcd =~ LOSJP3  0.926  1.167   0.629    0.781    0.781
## 632  LASD3 ~~  LASR4  0.924 -0.084  -0.084   -0.086   -0.086
## 426  LADP6 ~~  LASD4  0.918  0.073   0.073    0.094    0.094
## 735  LASD7 ~~ LOSJP4  0.914  0.061   0.061    0.076    0.076
## 713  LASD6 ~~ LOSJP3  0.903  0.048   0.048    0.078    0.078
## 662  LASD4 ~~ LASR10  0.902  0.077   0.077    0.088    0.088
## 782 LASD10 ~~  LASR7  0.898  0.057   0.057    0.080    0.080
## 260  LADP1 ~~  LASD8  0.897  0.059   0.059    0.072    0.072
## 680  LASD5 ~~  LASR5  0.895  0.061   0.061    0.082    0.082
## 397  LADP5 ~~  LASD7  0.889 -0.076  -0.076   -0.089   -0.089
## 382  LADP4 ~~ LOSJP2  0.882 -0.044  -0.044   -0.075   -0.075
## 293  LADP2 ~~  LASD5  0.872 -0.068  -0.068   -0.083   -0.083
## 859  LASR5 ~~  LASR9  0.864 -0.058  -0.058   -0.083   -0.083
## 537  LADP9 ~~ LOSJP2  0.847 -0.043  -0.043   -0.071   -0.071
## 573  LASD1 ~~  LASD6  0.832  0.060   0.060    0.088    0.088
## 424  LADP6 ~~  LASD2  0.832  0.063   0.063    0.090    0.090
## 556 LADP10 ~~  LASR6  0.823  0.059   0.059    0.081    0.081
## 401  LADP5 ~~  LASR1  0.816  0.057   0.057    0.073    0.073
## 800  LASR1 ~~  LASR8  0.812 -0.067  -0.067   -0.078   -0.078
## 183    pcd =~  LADP8  0.811  0.377   0.203    0.239    0.239
## 855  LASR4 ~~ LOSJP5  0.810 -0.046  -0.046   -0.079   -0.079
## 576  LASD1 ~~  LASD9  0.810 -0.061  -0.061   -0.078   -0.078
## 702  LASD6 ~~  LASR5  0.809 -0.046  -0.046   -0.078   -0.078
## 487  LADP8 ~~  LASD4  0.808 -0.059  -0.059   -0.084   -0.084
## 625  LASD3 ~~  LASD7  0.808  0.091   0.091    0.082    0.082
## 177    pcd =~  LADP2  0.797 -0.388  -0.209   -0.249   -0.249
## 650  LASD4 ~~  LASD8  0.794  0.058   0.058    0.079    0.079
## 95      dp =~  LASD4  0.789  0.275   0.153    0.185    0.185
## 411  LADP5 ~~ LOPCD1  0.788 -0.038  -0.038   -0.064   -0.064
## 825  LASR2 ~~ LOSJP4  0.786  0.040   0.040    0.065    0.065
## 335  LADP3 ~~  LASR2  0.780  0.053   0.053    0.074    0.074
## 891  LASR7 ~~ LOSJP5  0.778  0.039   0.039    0.076    0.076
## 97      dp =~  LASD6  0.777  0.256   0.142    0.185    0.185
## 578  LASD1 ~~  LASR1  0.775 -0.060  -0.060   -0.071   -0.071
## 128     sd =~  LADP9  0.773  0.669   0.167    0.184    0.184
## 909  LASR9 ~~ LOSJP4  0.771  0.050   0.050    0.072    0.072
## 248  LADP1 ~~  LADP6  0.767  0.067   0.067    0.077    0.077
## 873  LASR6 ~~ LOPCD1  0.759  0.040   0.040    0.062    0.062
## 624  LASD3 ~~  LASD6  0.756 -0.066  -0.066   -0.081   -0.081
## 582  LASD1 ~~  LASR5  0.754 -0.049  -0.049   -0.073   -0.073
## 861  LASR5 ~~ LOPCD1  0.753  0.031   0.031    0.056    0.056
## 813  LASR2 ~~  LASR5  0.752 -0.046  -0.046   -0.075   -0.075
## 540  LADP9 ~~ LOSJP5  0.749 -0.044  -0.044   -0.075   -0.075
## 560 LADP10 ~~ LASR10  0.744  0.066   0.066    0.074    0.074
## 642  LASD3 ~~ LOSJP1  0.742 -0.048  -0.048   -0.063   -0.063
## 146     sd =~ LOSJP4  0.724  0.453   0.113    0.148    0.148
## 114     dp =~ LOPCD3  0.723 -0.317  -0.176   -0.218   -0.218
## 362  LADP4 ~~  LASD5  0.714 -0.070  -0.070   -0.084   -0.084
## 731  LASD7 ~~ LOPCD3  0.708 -0.050  -0.050   -0.059   -0.059
## 441  LADP6 ~~  LASR9  0.702  0.072   0.072    0.083    0.083
## 275  LADP1 ~~ LOPCD3  0.699  0.040   0.040    0.055    0.055
## 167     sr =~ LASD10  0.698  0.126   0.083    0.092    0.092
## 227    sjp =~  LASD7  0.693 -0.332  -0.157   -0.150   -0.150
## 470  LADP7 ~~  LASR7  0.686 -0.060  -0.060   -0.078   -0.078
## 514  LADP9 ~~  LASD2  0.681  0.052   0.052    0.078    0.078
## 793 LASD10 ~~ LOSJP5  0.674  0.039   0.039    0.067    0.067
## 513  LADP9 ~~  LASD1  0.672 -0.061  -0.061   -0.076   -0.076
## 483  LADP8 ~~ LADP10  0.667 -0.052  -0.052   -0.073   -0.073
## 696  LASD6 ~~  LASD9  0.661 -0.048  -0.048   -0.071   -0.071
## 320  LADP3 ~~  LADP7  0.656  0.066   0.066    0.076    0.076
## 174     sr =~ LOSJP4  0.654  0.113   0.074    0.097    0.097
## 277  LADP1 ~~ LOSJP2  0.652 -0.035  -0.035   -0.057   -0.057
## 583  LASD1 ~~  LASR6  0.644 -0.058  -0.058   -0.076   -0.076
## 875  LASR6 ~~ LOPCD3  0.644  0.040   0.040    0.057    0.057
## 92      dp =~  LASD1  0.643  0.265   0.147    0.167    0.167
## 774  LASD9 ~~ LOSJP4  0.640  0.038   0.038    0.056    0.056
## 273  LADP1 ~~ LOPCD1  0.640  0.035   0.035    0.053    0.053
## 708  LASD6 ~~ LOPCD1  0.639 -0.033  -0.033   -0.059   -0.059
## 853  LASR4 ~~ LOSJP3  0.637  0.047   0.047    0.063    0.063
## 817  LASR2 ~~  LASR9  0.635 -0.052  -0.052   -0.072   -0.072
## 509  LADP8 ~~ LOSJP3  0.625  0.042   0.042    0.062    0.062
## 500  LADP8 ~~  LASR7  0.622 -0.048  -0.048   -0.071   -0.071
## 741  LASD8 ~~  LASR3  0.619 -0.056  -0.056   -0.063   -0.063
## 920 LOPCD1 ~~ LOPCD3  0.618  0.040   0.040    0.068    0.068
## 590  LASD1 ~~ LOPCD3  0.616  0.039   0.039    0.055    0.055
## 533  LADP9 ~~ LOPCD1  0.611  0.037   0.037    0.056    0.056
## 760  LASD9 ~~  LASR3  0.610  0.053   0.053    0.060    0.060
## 758  LASD9 ~~  LASR1  0.594 -0.046  -0.046   -0.054   -0.054
## 614  LASD2 ~~ LOPCD1  0.592 -0.030  -0.030   -0.056   -0.056
## 451  LADP7 ~~  LADP8  0.582  0.060   0.060    0.072    0.072
## 778 LASD10 ~~  LASR3  0.566 -0.055  -0.055   -0.061   -0.061
## 730  LASD7 ~~ LOPCD2  0.563  0.044   0.044    0.063    0.063
## 899  LASR8 ~~ LOSJP3  0.559  0.043   0.043    0.060    0.060
## 430  LADP6 ~~  LASD8  0.544  0.055   0.055    0.064    0.064
## 830  LASR3 ~~  LASR7  0.543 -0.052  -0.052   -0.066   -0.066
## 728  LASD7 ~~ LASR10  0.543  0.075   0.075    0.067    0.067
## 361  LADP4 ~~  LASD4  0.542 -0.051  -0.051   -0.072   -0.072
## 751  LASD8 ~~ LOPCD3  0.539  0.034   0.034    0.048    0.048
## 279  LADP1 ~~ LOSJP4  0.530  0.036   0.036    0.052    0.052
## 562 LADP10 ~~ LOPCD2  0.528 -0.033  -0.033   -0.058   -0.058
## 845  LASR4 ~~  LASR8  0.528 -0.056  -0.056   -0.069   -0.069
## 826  LASR2 ~~ LOSJP5  0.523 -0.030  -0.030   -0.059   -0.059
## 410  LADP5 ~~ LASR10  0.522  0.058   0.058    0.067    0.067
## 232    sjp =~  LASR2  0.519  0.141   0.067    0.084    0.084
## 628  LASD3 ~~ LASD10  0.518 -0.060  -0.060   -0.063   -0.063
## 935 LOPCD3 ~~ LOSJP4  0.516 -0.028  -0.028   -0.046   -0.046
## 389  LADP5 ~~  LADP9  0.516  0.050   0.050    0.068    0.068
## 477  LADP7 ~~ LOSJP1  0.507  0.038   0.038    0.056    0.056
## 303  LADP2 ~~  LASR5  0.499 -0.035  -0.035   -0.055   -0.055
## 711  LASD6 ~~ LOSJP1  0.496  0.030   0.030    0.055    0.055
## 444  LADP6 ~~ LOPCD2  0.494  0.039   0.039    0.061    0.061
## 615  LASD2 ~~ LOPCD2  0.488  0.030   0.030    0.060    0.060
## 740  LASD8 ~~  LASR2  0.487 -0.039  -0.039   -0.055   -0.055
## 716  LASD7 ~~  LASD8  0.487  0.057   0.057    0.061    0.061
## 448  LADP6 ~~ LOSJP3  0.486  0.044   0.044    0.057    0.057
## 570  LASD1 ~~  LASD3  0.485  0.060   0.060    0.064    0.064
## 197    pcd =~  LASR2  0.482  0.114   0.061    0.077    0.077
## 209    pcd =~ LOSJP4  0.481 -0.798  -0.430   -0.563   -0.563
## 604  LASD2 ~~  LASR1  0.479 -0.040  -0.040   -0.057   -0.057
## 398  LADP5 ~~  LASD8  0.473  0.043   0.043    0.059    0.059
## 403  LADP5 ~~  LASR3  0.467  0.050   0.050    0.061    0.061
## 489  LADP8 ~~  LASD6  0.467  0.042   0.042    0.065    0.065
## 122     sd =~  LADP3  0.462 -0.507  -0.127   -0.142   -0.142
## 414  LADP5 ~~ LOSJP1  0.461 -0.030  -0.030   -0.052   -0.052
## 597  LASD2 ~~  LASD4  0.461 -0.040  -0.040   -0.066   -0.066
## 309  LADP2 ~~ LOPCD1  0.450 -0.028  -0.028   -0.045   -0.045
## 637  LASD3 ~~  LASR9  0.447  0.060   0.060    0.062    0.062
## 804  LASR1 ~~ LOPCD2  0.446 -0.031  -0.031   -0.048   -0.048
## 116     dp =~ LOSJP2  0.445  0.179   0.099    0.148    0.148
## 627  LASD3 ~~  LASD9  0.441  0.054   0.054    0.057    0.057
## 329  LADP3 ~~  LASD6  0.441  0.043   0.043    0.062    0.062
## 796  LASR1 ~~  LASR4  0.436 -0.050  -0.050   -0.057   -0.057
## 113     dp =~ LOPCD2  0.436 -0.207  -0.115   -0.170   -0.170
## 685  LASD5 ~~ LASR10  0.431 -0.064  -0.064   -0.062   -0.062
## 779 LASD10 ~~  LASR4  0.430  0.047   0.047    0.056    0.056
## 926 LOPCD2 ~~ LOPCD3  0.429 -0.025  -0.025   -0.045   -0.045
## 784 LASD10 ~~  LASR9  0.428  0.048   0.048    0.058    0.058
## 258  LADP1 ~~  LASD6  0.426 -0.039  -0.039   -0.056   -0.056
## 400  LADP5 ~~ LASD10  0.424 -0.042  -0.042   -0.057   -0.057
## 104     dp =~  LASR3  0.422 -0.130  -0.072   -0.072   -0.072
## 198    pcd =~  LASR3  0.420 -0.135  -0.073   -0.073   -0.073
## 102     dp =~  LASR1  0.418  0.119   0.066    0.069    0.069
## 666  LASD4 ~~ LOSJP1  0.416  0.029   0.029    0.050    0.050
## 888  LASR7 ~~ LOSJP2  0.415 -0.026  -0.026   -0.049   -0.049
## 399  LADP5 ~~  LASD9  0.414 -0.038  -0.038   -0.053   -0.053
## 929 LOPCD2 ~~ LOSJP3  0.411  0.025   0.025    0.047    0.047
## 541 LADP10 ~~  LASD1  0.410 -0.042  -0.042   -0.057   -0.057
## 413  LADP5 ~~ LOPCD3  0.408 -0.030  -0.030   -0.046   -0.046
## 276  LADP1 ~~ LOSJP1  0.407  0.029   0.029    0.044    0.044
## 617  LASD2 ~~ LOSJP1  0.403  0.026   0.026    0.049    0.049
## 603  LASD2 ~~ LASD10  0.402  0.038   0.038    0.057    0.057
## 738  LASD8 ~~ LASD10  0.401  0.044   0.044    0.054    0.054
## 462  LADP7 ~~  LASD9  0.394  0.045   0.045    0.052    0.052
## 137     sd =~  LASR8  0.393 -0.253  -0.063   -0.071   -0.071
## 233    sjp =~  LASR3  0.392 -0.156  -0.074   -0.074   -0.074
## 672  LASD5 ~~  LASD7  0.380 -0.061  -0.061   -0.059   -0.059
## 645  LASD3 ~~ LOSJP4  0.379 -0.038  -0.038   -0.047   -0.047
## 270  LADP1 ~~  LASR8  0.378 -0.041  -0.041   -0.051   -0.051
## 684  LASD5 ~~  LASR9  0.378  0.054   0.054    0.061    0.061
## 302  LADP2 ~~  LASR4  0.377 -0.041  -0.041   -0.053   -0.053
## 405  LADP5 ~~  LASR5  0.369  0.032   0.032    0.052    0.052
## 600  LASD2 ~~  LASD7  0.368  0.045   0.045    0.058    0.058
## 675  LASD5 ~~ LASD10  0.367  0.048   0.048    0.055    0.055
## 721  LASD7 ~~  LASR3  0.366 -0.056  -0.056   -0.053   -0.053
## 498  LADP8 ~~  LASR5  0.351  0.032   0.032    0.049    0.049
## 739  LASD8 ~~  LASR1  0.344  0.037   0.037    0.043    0.043
## 115     dp =~ LOSJP1  0.344 -0.166  -0.092   -0.130   -0.130
## 690  LASD5 ~~ LOSJP2  0.337 -0.030  -0.030   -0.046   -0.046
## 246  LADP1 ~~  LADP4  0.335 -0.040  -0.040   -0.051   -0.051
## 944 LOSJP3 ~~ LOSJP4  0.329  0.025   0.025    0.041    0.041
## 485  LADP8 ~~  LASD2  0.324 -0.033  -0.033   -0.053   -0.053
## 348  LADP3 ~~ LOSJP2  0.324  0.026   0.026    0.043    0.043
## 531  LADP9 ~~  LASR9  0.322  0.045   0.045    0.054    0.054
## 459  LADP7 ~~  LASD6  0.320 -0.042  -0.042   -0.056   -0.056
## 552 LADP10 ~~  LASR2  0.316  0.031   0.031    0.046    0.046
## 522  LADP9 ~~ LASD10  0.312 -0.039  -0.039   -0.048   -0.048
## 280  LADP1 ~~ LOSJP5  0.312  0.026   0.026    0.044    0.044
## 660  LASD4 ~~  LASR8  0.311 -0.039  -0.039   -0.053   -0.053
## 433  LADP6 ~~  LASR1  0.308 -0.042  -0.042   -0.046   -0.046
## 316  LADP2 ~~ LOSJP5  0.305  0.024   0.024    0.045    0.045
## 736  LASD7 ~~ LOSJP5  0.301  0.032   0.032    0.048    0.048
## 559 LADP10 ~~  LASR9  0.299 -0.038  -0.038   -0.049   -0.049
## 254  LADP1 ~~  LASD2  0.298  0.031   0.031    0.046    0.046
## 785 LASD10 ~~ LASR10  0.296  0.044   0.044    0.046    0.046
## 386  LADP5 ~~  LADP6  0.294  0.041   0.041    0.053    0.053
## 446  LADP6 ~~ LOSJP1  0.292  0.029   0.029    0.042    0.042
## 580  LASD1 ~~  LASR3  0.289 -0.042  -0.042   -0.048   -0.048
## 230    sjp =~ LASD10  0.283  0.183   0.087    0.096    0.096
## 212    sjp =~  LADP2  0.282 -0.230  -0.108   -0.129   -0.129
## 564 LADP10 ~~ LOSJP1  0.278  0.023   0.023    0.038    0.038
## 376  LADP4 ~~  LASR9  0.278 -0.041  -0.041   -0.052   -0.052
## 550 LADP10 ~~ LASD10  0.277 -0.033  -0.033   -0.043   -0.043
## 865  LASR5 ~~ LOSJP2  0.276 -0.019  -0.019   -0.037   -0.037
## 365  LADP4 ~~  LASD8  0.268  0.035   0.035    0.045    0.045
## 310  LADP2 ~~ LOPCD2  0.266 -0.023  -0.023   -0.040   -0.040
## 457  LADP7 ~~  LASD4  0.261 -0.040  -0.040   -0.050   -0.050
## 465  LADP7 ~~  LASR2  0.261 -0.035  -0.035   -0.045   -0.045
## 715  LASD6 ~~ LOSJP5  0.258  0.023   0.023    0.046    0.046
## 251  LADP1 ~~  LADP9  0.255 -0.036  -0.036   -0.044   -0.044
## 304  LADP2 ~~  LASR6  0.253  0.032   0.032    0.044    0.044
## 692  LASD5 ~~ LOSJP4  0.249 -0.030  -0.030   -0.041   -0.041
## 896  LASR8 ~~ LOPCD3  0.247 -0.025  -0.025   -0.035   -0.035
## 895  LASR8 ~~ LOPCD2  0.246 -0.025  -0.025   -0.042   -0.042
## 412  LADP5 ~~ LOPCD2  0.244  0.023   0.023    0.042    0.042
## 417  LADP5 ~~ LOSJP4  0.241  0.025   0.025    0.039    0.039
## 602  LASD2 ~~  LASD9  0.240 -0.028  -0.028   -0.042   -0.042
## 407  LADP5 ~~  LASR7  0.239 -0.029  -0.029   -0.045   -0.045
## 488  LADP8 ~~  LASD5  0.238  0.038   0.038    0.046    0.046
## 630  LASD3 ~~  LASR2  0.236 -0.034  -0.034   -0.040   -0.040
## 506  LADP8 ~~ LOPCD3  0.233 -0.023  -0.023   -0.034   -0.034
## 241    sjp =~ LOPCD1  0.233 -0.656  -0.310   -0.427   -0.427
## 906  LASR9 ~~ LOSJP1  0.232  0.024   0.024    0.038    0.038
## 613  LASD2 ~~ LASR10  0.231  0.035   0.035    0.045    0.045
## 664  LASD4 ~~ LOPCD2  0.231 -0.023  -0.023   -0.041   -0.041
## 392  LADP5 ~~  LASD2  0.229 -0.028  -0.028   -0.046   -0.046
## 725  LASD7 ~~  LASR7  0.226  0.036   0.036    0.043    0.043
## 663  LASD4 ~~ LOPCD1  0.223  0.020   0.020    0.034    0.034
## 511  LADP8 ~~ LOSJP5  0.223 -0.022  -0.022   -0.041   -0.041
## 263  LADP1 ~~  LASR1  0.221  0.030   0.030    0.034    0.034
## 593  LASD1 ~~ LOSJP3  0.217 -0.026  -0.026   -0.037   -0.037
## 359  LADP4 ~~  LASD2  0.215  0.029   0.029    0.046    0.046
## 824  LASR2 ~~ LOSJP3  0.212 -0.022  -0.022   -0.034   -0.034
## 218    sjp =~  LADP8  0.211  0.194   0.091    0.107    0.107
## 701  LASD6 ~~  LASR4  0.209  0.031   0.031    0.044    0.044
## 369  LADP4 ~~  LASR2  0.209 -0.028  -0.028   -0.041   -0.041
## 216    sjp =~  LADP6  0.208 -0.213  -0.101   -0.106   -0.106
## 640  LASD3 ~~ LOPCD2  0.207  0.026   0.026    0.037    0.037
## 352  LADP4 ~~  LADP5  0.204  0.031   0.031    0.044    0.044
## 868  LASR5 ~~ LOSJP5  0.203  0.018   0.018    0.036    0.036
## 338  LADP3 ~~  LASR5  0.202 -0.025  -0.025   -0.037   -0.037
## 450  LADP6 ~~ LOSJP5  0.202 -0.025  -0.025   -0.041   -0.041
## 638  LASD3 ~~ LASR10  0.199  0.044   0.044    0.039    0.039
## 670  LASD4 ~~ LOSJP5  0.196  0.021   0.021    0.040    0.040
## 192    pcd =~  LASD7  0.195 -0.160  -0.086   -0.082   -0.082
## 693  LASD5 ~~ LOSJP5  0.192 -0.025  -0.025   -0.040   -0.040
## 313  LADP2 ~~ LOSJP2  0.191  0.018   0.018    0.032    0.032
## 337  LADP3 ~~  LASR4  0.191  0.032   0.032    0.040    0.040
## 799  LASR1 ~~  LASR7  0.190 -0.029  -0.029   -0.038   -0.038
## 878  LASR6 ~~ LOSJP3  0.185  0.024   0.024    0.034    0.034
## 523  LADP9 ~~  LASR1  0.185 -0.030  -0.030   -0.034   -0.034
## 436  LADP6 ~~  LASR4  0.181  0.036   0.036    0.041    0.041
## 124     sd =~  LADP5  0.179  0.291   0.072    0.089    0.089
## 857  LASR5 ~~  LASR7  0.179  0.022   0.022    0.037    0.037
## 420  LADP6 ~~  LADP8  0.175  0.032   0.032    0.040    0.040
## 255  LADP1 ~~  LASD3  0.175  0.032   0.032    0.034    0.034
## 619  LASD2 ~~ LOSJP3  0.169 -0.020  -0.020   -0.033   -0.033
## 472  LADP7 ~~  LASR9  0.169  0.036   0.036    0.040    0.040
## 461  LADP7 ~~  LASD8  0.168  0.031   0.031    0.036    0.036
## 447  LADP6 ~~ LOSJP2  0.164  0.021   0.021    0.032    0.032
## 589  LASD1 ~~ LOPCD2  0.164 -0.020  -0.020   -0.034   -0.034
## 515  LADP9 ~~  LASD3  0.162  0.034   0.034    0.036    0.036
## 308  LADP2 ~~ LASR10  0.160 -0.030  -0.030   -0.034   -0.034
## 176    pcd =~  LADP1  0.160  0.201   0.108    0.118    0.118
## 851  LASR4 ~~ LOSJP1  0.157  0.020   0.020    0.030    0.030
## 438  LADP6 ~~  LASR6  0.153  0.032   0.032    0.038    0.038
## 170     sr =~ LOPCD3  0.151  0.055   0.036    0.044    0.044
## 240    sjp =~ LASR10  0.150 -0.105  -0.050   -0.047   -0.047
## 609  LASD2 ~~  LASR6  0.149  0.024   0.024    0.037    0.037
## 261  LADP1 ~~  LASD9  0.148 -0.023  -0.023   -0.029   -0.029
## 656  LASD4 ~~  LASR4  0.147 -0.027  -0.027   -0.036   -0.036
## 503  LADP8 ~~ LASR10  0.145 -0.031  -0.031   -0.034   -0.034
## 285  LADP2 ~~  LADP7  0.145  0.028   0.028    0.034    0.034
## 507  LADP8 ~~ LOSJP1  0.142  0.017   0.017    0.028    0.028
## 814  LASR2 ~~  LASR6  0.136  0.023   0.023    0.033    0.033
## 328  LADP3 ~~  LASD5  0.136 -0.030  -0.030   -0.034   -0.034
## 780 LASD10 ~~  LASR5  0.134  0.020   0.020    0.028    0.028
## 668  LASD4 ~~ LOSJP3  0.131 -0.019  -0.019   -0.029   -0.029
## 822  LASR2 ~~ LOSJP1  0.131 -0.014  -0.014   -0.025   -0.025
## 468  LADP7 ~~  LASR5  0.130  0.023   0.023    0.031    0.031
## 819  LASR2 ~~ LOPCD1  0.129 -0.014  -0.014   -0.024   -0.024
## 292  LADP2 ~~  LASD4  0.127  0.022   0.022    0.031    0.031
## 932 LOPCD3 ~~ LOSJP1  0.127  0.013   0.013    0.022    0.022
## 186    pcd =~  LASD1  0.127  0.108   0.058    0.066    0.066
## 939 LOSJP1 ~~ LOSJP4  0.126 -0.013  -0.013   -0.025   -0.025
## 639  LASD3 ~~ LOPCD1  0.125  0.019   0.019    0.024    0.024
## 544 LADP10 ~~  LASD4  0.124 -0.022  -0.022   -0.032   -0.032
## 635  LASD3 ~~  LASR7  0.124 -0.026  -0.026   -0.031   -0.031
## 772  LASD9 ~~ LOSJP2  0.123  0.014   0.014    0.024    0.024
## 402  LADP5 ~~  LASR2  0.121 -0.020  -0.020   -0.030   -0.030
## 836  LASR3 ~~ LOPCD3  0.119  0.018   0.018    0.023    0.023
## 709  LASD6 ~~ LOPCD2  0.112  0.015   0.015    0.029    0.029
## 406  LADP5 ~~  LASR6  0.110  0.023   0.023    0.032    0.032
## 311  LADP2 ~~ LOPCD3  0.110 -0.015  -0.015   -0.022   -0.022
## 776 LASD10 ~~  LASR1  0.110 -0.021  -0.021   -0.025   -0.025
## 636  LASD3 ~~  LASR8  0.109  0.028   0.028    0.030    0.030
## 431  LADP6 ~~  LASD9  0.107 -0.023  -0.023   -0.027   -0.027
## 132     sd =~  LASR3  0.106  0.141   0.035    0.035    0.035
## 364  LADP4 ~~  LASD7  0.105  0.028   0.028    0.031    0.031
## 934 LOPCD3 ~~ LOSJP3  0.103 -0.013  -0.013   -0.020   -0.020
## 863  LASR5 ~~ LOPCD3  0.102 -0.013  -0.013   -0.020   -0.020
## 423  LADP6 ~~  LASD1  0.098 -0.025  -0.025   -0.030   -0.030
## 168     sr =~ LOPCD1  0.097 -0.039  -0.026   -0.035   -0.035
## 789 LASD10 ~~ LOSJP1  0.096  0.014   0.014    0.022    0.022
## 723  LASD7 ~~  LASR5  0.096 -0.021  -0.021   -0.026   -0.026
## 460  LADP7 ~~  LASD7  0.096  0.030   0.030    0.030    0.030
## 885  LASR7 ~~ LOPCD2  0.094 -0.014  -0.014   -0.025   -0.025
## 205    pcd =~ LASR10  0.092 -0.068  -0.037   -0.035   -0.035
## 596  LASD2 ~~  LASD3  0.089 -0.022  -0.022   -0.028   -0.028
## 521  LADP9 ~~  LASD9  0.089  0.019   0.019    0.024    0.024
## 283  LADP2 ~~  LADP5  0.088 -0.018  -0.018   -0.026   -0.026
## 884  LASR7 ~~ LOPCD1  0.086  0.012   0.012    0.020    0.020
## 945 LOSJP3 ~~ LOSJP5  0.083 -0.011  -0.011   -0.022   -0.022
## 380  LADP4 ~~ LOPCD3  0.082  0.014   0.014    0.021    0.021
## 479  LADP7 ~~ LOSJP3  0.082  0.018   0.018    0.023    0.023
## 856  LASR5 ~~  LASR6  0.081 -0.017  -0.017   -0.025   -0.025
## 852  LASR4 ~~ LOSJP2  0.080 -0.014  -0.014   -0.022   -0.022
## 508  LADP8 ~~ LOSJP2  0.080  0.012   0.012    0.022    0.022
## 243    sjp =~ LOPCD3  0.079  0.428   0.202    0.251    0.251
## 268  LADP1 ~~  LASR6  0.078  0.019   0.019    0.023    0.023
## 312  LADP2 ~~ LOSJP1  0.077 -0.012  -0.012   -0.020   -0.020
## 869  LASR6 ~~  LASR7  0.077 -0.018  -0.018   -0.026   -0.026
## 801  LASR1 ~~  LASR9  0.076  0.021   0.021    0.024    0.024
## 607  LASD2 ~~  LASR4  0.074  0.017   0.017    0.026    0.026
## 546 LADP10 ~~  LASD6  0.074 -0.016  -0.016   -0.025   -0.025
## 683  LASD5 ~~  LASR8  0.073 -0.023  -0.023   -0.026   -0.026
## 592  LASD1 ~~ LOSJP2  0.072  0.012   0.012    0.021    0.021
## 655  LASD4 ~~  LASR3  0.071  0.020   0.020    0.024    0.024
## 325  LADP3 ~~  LASD2  0.071 -0.016  -0.016   -0.025   -0.025
## 568 LADP10 ~~ LOSJP5  0.070  0.012   0.012    0.022    0.022
## 242    sjp =~ LOPCD2  0.069  0.319   0.151    0.223    0.223
## 494  LADP8 ~~  LASR1  0.068 -0.017  -0.017   -0.021   -0.021
## 810  LASR1 ~~ LOSJP5  0.068 -0.012  -0.012   -0.020   -0.020
## 703  LASD6 ~~  LASR6  0.067  0.017   0.017    0.025    0.025
## 759  LASD9 ~~  LASR2  0.067  0.014   0.014    0.020    0.020
## 526  LADP9 ~~  LASR4  0.067  0.020   0.020    0.024    0.024
## 419  LADP6 ~~  LADP7  0.066  0.024   0.024    0.025    0.025
## 350  LADP3 ~~ LOSJP4  0.065 -0.013  -0.013   -0.020   -0.020
## 265  LADP1 ~~  LASR3  0.063  0.018   0.018    0.020    0.020
## 439  LADP6 ~~  LASR7  0.062 -0.018  -0.018   -0.023   -0.023
## 206    pcd =~ LOSJP1  0.062 -0.263  -0.142   -0.200   -0.200
## 698  LASD6 ~~  LASR1  0.062 -0.015  -0.015   -0.020   -0.020
## 491  LADP8 ~~  LASD8  0.060  0.016   0.016    0.020    0.020
## 667  LASD4 ~~ LOSJP2  0.058  0.011   0.011    0.019    0.019
## 809  LASR1 ~~ LOSJP4  0.058  0.012   0.012    0.017    0.017
## 911 LASR10 ~~ LOPCD1  0.058 -0.013  -0.013   -0.017   -0.017
## 317  LADP3 ~~  LADP4  0.057  0.017   0.017    0.023    0.023
## 272  LADP1 ~~ LASR10  0.056  0.019   0.019    0.019    0.019
## 641  LASD3 ~~ LOPCD3  0.055  0.014   0.014    0.016    0.016
## 726  LASD7 ~~  LASR8  0.055  0.020   0.020    0.022    0.022
## 153     sr =~  LADP6  0.055 -0.041  -0.027   -0.028   -0.028
## 795  LASR1 ~~  LASR3  0.055  0.020   0.020    0.020    0.020
## 904  LASR9 ~~ LOPCD2  0.055 -0.012  -0.012   -0.020   -0.020
## 917 LASR10 ~~ LOSJP4  0.053  0.015   0.015    0.018    0.018
## 761  LASD9 ~~  LASR4  0.053  0.015   0.015    0.019    0.019
## 750  LASD8 ~~ LOPCD2  0.050 -0.010  -0.010   -0.017   -0.017
## 284  LADP2 ~~  LADP6  0.047 -0.016  -0.016   -0.020   -0.020
## 724  LASD7 ~~  LASR6  0.047  0.019   0.019    0.020    0.020
## 919 LOPCD1 ~~ LOPCD2  0.047 -0.007  -0.007   -0.015   -0.015
## 565 LADP10 ~~ LOSJP2  0.046  0.009   0.009    0.016    0.016
## 388  LADP5 ~~  LADP8  0.046  0.014   0.014    0.020    0.020
## 340  LADP3 ~~  LASR7  0.044  0.013   0.013    0.019    0.019
## 858  LASR5 ~~  LASR8  0.044  0.013   0.013    0.018    0.018
## 717  LASD7 ~~  LASD9  0.044 -0.017  -0.017   -0.018   -0.018
## 330  LADP3 ~~  LASD7  0.044  0.018   0.018    0.019    0.019
## 794  LASR1 ~~  LASR2  0.043 -0.014  -0.014   -0.018   -0.018
## 737  LASD8 ~~  LASD9  0.043  0.014   0.014    0.018    0.018
## 586  LASD1 ~~  LASR9  0.042  0.016   0.016    0.020    0.020
## 343  LADP3 ~~ LASR10  0.042  0.017   0.017    0.018    0.018
## 766  LASD9 ~~  LASR9  0.042  0.014   0.014    0.017    0.017
## 930 LOPCD2 ~~ LOSJP4  0.042  0.008   0.008    0.015    0.015
## 551 LADP10 ~~  LASR1  0.041 -0.012  -0.012   -0.015   -0.015
## 718  LASD7 ~~ LASD10  0.040  0.017   0.017    0.018    0.018
## 557 LADP10 ~~  LASR7  0.040  0.012   0.012    0.017    0.017
## 898  LASR8 ~~ LOSJP2  0.039 -0.009  -0.009   -0.015   -0.015
## 149     sr =~  LADP2  0.036  0.028   0.018    0.022    0.022
## 404  LADP5 ~~  LASR4  0.035  0.013   0.013    0.018    0.018
## 363  LADP4 ~~  LASD6  0.034 -0.012  -0.012   -0.018   -0.018
## 333  LADP3 ~~ LASD10  0.034  0.012   0.012    0.016    0.016
## 504  LADP8 ~~ LOPCD1  0.034  0.008   0.008    0.013    0.013
## 659  LASD4 ~~  LASR7  0.033 -0.011  -0.011   -0.017   -0.017
## 291  LADP2 ~~  LASD3  0.032  0.013   0.013    0.015    0.015
## 575  LASD1 ~~  LASD8  0.032  0.012   0.012    0.016    0.016
## 867  LASR5 ~~ LOSJP4  0.032  0.008   0.008    0.013    0.013
## 754  LASD8 ~~ LOSJP3  0.031 -0.009  -0.009   -0.013   -0.013
## 897  LASR8 ~~ LOSJP1  0.030 -0.008  -0.008   -0.013   -0.013
## 267  LADP1 ~~  LASR5  0.030 -0.009  -0.009   -0.013   -0.013
## 118     dp =~ LOSJP4  0.029 -0.052  -0.029   -0.038   -0.038
## 344  LADP3 ~~ LOPCD1  0.028  0.008   0.008    0.012    0.012
## 305  LADP2 ~~  LASR7  0.027 -0.009  -0.009   -0.014   -0.014
## 453  LADP7 ~~ LADP10  0.027  0.012   0.012    0.015    0.015
## 536  LADP9 ~~ LOSJP1  0.027  0.008   0.008    0.012    0.012
## 839  LASR3 ~~ LOSJP3  0.026 -0.010  -0.010   -0.012   -0.012
## 281  LADP2 ~~  LADP3  0.025 -0.010  -0.010   -0.014   -0.014
## 497  LADP8 ~~  LASR4  0.025 -0.011  -0.011   -0.015   -0.015
## 818  LASR2 ~~ LASR10  0.025 -0.012  -0.012   -0.014   -0.014
## 913 LASR10 ~~ LOPCD3  0.025  0.009   0.009    0.011    0.011
## 763  LASD9 ~~  LASR6  0.024  0.010   0.010    0.013    0.013
## 792 LASD10 ~~ LOSJP4  0.024 -0.008  -0.008   -0.011   -0.011
## 643  LASD3 ~~ LOSJP2  0.023  0.008   0.008    0.011    0.011
## 887  LASR7 ~~ LOSJP1  0.023 -0.006  -0.006   -0.011   -0.011
## 262  LADP1 ~~ LASD10  0.023 -0.010  -0.010   -0.012   -0.012
## 732  LASD7 ~~ LOSJP1  0.023 -0.009  -0.009   -0.011   -0.011
## 539  LADP9 ~~ LOSJP4  0.020 -0.008  -0.008   -0.011   -0.011
## 706  LASD6 ~~  LASR9  0.020  0.010   0.010    0.014    0.014
## 538  LADP9 ~~ LOSJP3  0.019 -0.008  -0.008   -0.011   -0.011
## 370  LADP4 ~~  LASR3  0.018 -0.011  -0.011   -0.012   -0.012
## 319  LADP3 ~~  LADP6  0.018  0.011   0.011    0.013    0.013
## 195    pcd =~ LASD10  0.018  0.042   0.023    0.025    0.025
## 271  LADP1 ~~  LASR9  0.018  0.009   0.009    0.011    0.011
## 777 LASD10 ~~  LASR2  0.018 -0.008  -0.008   -0.011   -0.011
## 221    sjp =~  LASD1  0.018  0.044   0.021    0.024    0.024
## 767  LASD9 ~~ LASR10  0.017  0.010   0.010    0.010    0.010
## 745  LASD8 ~~  LASR7  0.016  0.007   0.007    0.010    0.010
## 360  LADP4 ~~  LASD3  0.016  0.011   0.011    0.012    0.012
## 807  LASR1 ~~ LOSJP2  0.015 -0.005  -0.005   -0.008   -0.008
## 148     sr =~  LADP1  0.015  0.020   0.013    0.014    0.014
## 471  LADP7 ~~  LASR8  0.015  0.010   0.010    0.012    0.012
## 437  LADP6 ~~  LASR5  0.015 -0.008  -0.008   -0.011   -0.011
## 886  LASR7 ~~ LOPCD3  0.015 -0.005  -0.005   -0.008   -0.008
## 322  LADP3 ~~  LADP9  0.015  0.009   0.009    0.011    0.011
## 755  LASD8 ~~ LOSJP4  0.014 -0.006  -0.006   -0.009   -0.009
## 860  LASR5 ~~ LASR10  0.014 -0.008  -0.008   -0.010   -0.010
## 143     sd =~ LOSJP1  0.013  0.057   0.014    0.020    0.020
## 396  LADP5 ~~  LASD6  0.013  0.007   0.007    0.011    0.011
## 912 LASR10 ~~ LOPCD2  0.013  0.007   0.007    0.009    0.009
## 387  LADP5 ~~  LADP7  0.013 -0.009  -0.009   -0.011   -0.011
## 249  LADP1 ~~  LADP7  0.013  0.009   0.009    0.010    0.010
## 618  LASD2 ~~ LOSJP2  0.013 -0.004  -0.004   -0.009   -0.009
## 169     sr =~ LOPCD2  0.013 -0.014  -0.009   -0.013   -0.013
## 346  LADP3 ~~ LOPCD3  0.012 -0.006  -0.006   -0.008   -0.008
## 661  LASD4 ~~  LASR9  0.012  0.008   0.008    0.011    0.011
## 584  LASD1 ~~  LASR7  0.011  0.007   0.007    0.009    0.009
## 314  LADP2 ~~ LOSJP3  0.010 -0.005  -0.005   -0.008   -0.008
## 274  LADP1 ~~ LOPCD2  0.010 -0.005  -0.005   -0.008   -0.008
## 829  LASR3 ~~  LASR6  0.010  0.008   0.008    0.009    0.009
## 840  LASR3 ~~ LOSJP4  0.010 -0.006  -0.006   -0.007   -0.007
## 567 LADP10 ~~ LOSJP4  0.009  0.005   0.005    0.007    0.007
## 694  LASD6 ~~  LASD7  0.009  0.007   0.007    0.009    0.009
## 890  LASR7 ~~ LOSJP4  0.009  0.004   0.004    0.007    0.007
## 827  LASR3 ~~  LASR4  0.007  0.007   0.007    0.008    0.008
## 211    sjp =~  LADP1  0.007  0.040   0.019    0.021    0.021
## 296  LADP2 ~~  LASD8  0.007 -0.005  -0.005   -0.006   -0.006
## 480  LADP7 ~~ LOSJP4  0.006  0.005   0.005    0.006    0.006
## 549 LADP10 ~~  LASD9  0.006 -0.005  -0.005   -0.006   -0.006
## 936 LOPCD3 ~~ LOSJP5  0.006 -0.003  -0.003   -0.005   -0.005
## 688  LASD5 ~~ LOPCD3  0.006  0.004   0.004    0.006    0.006
## 943 LOSJP2 ~~ LOSJP5  0.006  0.002   0.002    0.006    0.006
## 585  LASD1 ~~  LASR8  0.006 -0.005  -0.005   -0.007   -0.007
## 742  LASD8 ~~  LASR4  0.005 -0.005  -0.005   -0.006   -0.006
## 257  LADP1 ~~  LASD5  0.005 -0.006  -0.006   -0.006   -0.006
## 674  LASD5 ~~  LASD9  0.005  0.005   0.005    0.006    0.006
## 749  LASD8 ~~ LOPCD1  0.004  0.003   0.003    0.004    0.004
## 626  LASD3 ~~  LASD8  0.004  0.005   0.005    0.006    0.006
## 903  LASR9 ~~ LOPCD1  0.004 -0.003  -0.003   -0.004   -0.004
## 443  LADP6 ~~ LOPCD1  0.004  0.003   0.003    0.004    0.004
## 456  LADP7 ~~  LASD3  0.003  0.006   0.006    0.005    0.005
## 127     sd =~  LADP8  0.003  0.039   0.010    0.011    0.011
## 832  LASR3 ~~  LASR9  0.003 -0.004  -0.004   -0.005   -0.005
## 587  LASD1 ~~ LASR10  0.002  0.003   0.003    0.004    0.004
## 295  LADP2 ~~  LASD7  0.001  0.003   0.003    0.003    0.003
## 543 LADP10 ~~  LASD3  0.001  0.003   0.003    0.003    0.003
## 833  LASR3 ~~ LASR10  0.001  0.004   0.004    0.003    0.003
## 501  LADP8 ~~  LASR8  0.001  0.003   0.003    0.003    0.003
## 768  LASD9 ~~ LOPCD1  0.001  0.001   0.001    0.002    0.002
## 561 LADP10 ~~ LOPCD1  0.001  0.001   0.001    0.002    0.002
## 773  LASD9 ~~ LOSJP3  0.001  0.001   0.001    0.002    0.002
## 816  LASR2 ~~  LASR8  0.001 -0.002  -0.002   -0.002   -0.002
## 181    pcd =~  LADP6  0.001 -0.011  -0.006   -0.006   -0.006
## 499  LADP8 ~~  LASR6  0.000  0.001   0.001    0.002    0.002
## 924 LOPCD1 ~~ LOSJP4  0.000 -0.001  -0.001   -0.001   -0.001
## 463  LADP7 ~~ LASD10  0.000 -0.001  -0.001   -0.001   -0.001
## 529  LADP9 ~~  LASR7  0.000 -0.001  -0.001   -0.001   -0.001
## 679  LASD5 ~~  LASR4  0.000  0.001   0.001    0.001    0.001
## 591  LASD1 ~~ LOSJP1  0.000  0.001   0.001    0.001    0.001
## 98      dp =~  LASD7  0.000 -0.004  -0.002   -0.002   -0.002
## 657  LASD4 ~~  LASR5  0.000 -0.001  -0.001   -0.001   -0.001
## 111     dp =~ LASR10  0.000  0.002   0.001    0.001    0.001
## 940 LOSJP1 ~~ LOSJP5  0.000  0.000   0.000    0.001    0.001
## 889  LASR7 ~~ LOSJP3  0.000  0.000   0.000    0.001    0.001
## 734  LASD7 ~~ LOSJP3  0.000  0.000   0.000    0.000    0.000
## 823  LASR2 ~~ LOSJP2  0.000  0.000   0.000    0.000    0.000
  • SR9 seems a troubled item
  • Adding Correlations
sem_model <- '
# Measurement model
dp =~  LADP1 + LADP2 + LADP3 + LADP4 + LADP5 + LADP6 + LADP7 + LADP8 + LADP9+ LADP10
sd =~ LASD1 + LASD2 + LASD3 + LASD4 + LASD5 + LASD6 + LASD7 + LASD8 + LASD9+ LASD10
sr =~ LASR1 + LASR2 + LASR3 + LASR4 + LASR5 + LASR6 + LASR7 + LASR8 + LASR10

pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5


# Structural model
pcd + sjp ~ dp + sd + sr

# Correlations
pcd~~sjp
dp~~sd+sr
sd~~sr
'

fit <- sem(model = sem_model, data = data)

summary(fit, fit.measures = T, standardized = T)
## lavaan (0.5-23.1097) converged normally after  68 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic             1016.648
##   Degrees of freedom                               619
##   P-value (Chi-square)                           0.000
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic             1545.980
##   Degrees of freedom                               666
##   P-value                                        0.000
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    0.548
##   Tucker-Lewis Index (TLI)                       0.514
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -4381.446
##   Loglikelihood unrestricted model (H1)      -3873.122
## 
##   Number of free parameters                         84
##   Akaike (AIC)                                8930.891
##   Bayesian (BIC)                              9149.726
##   Sample-size adjusted Bayesian (BIC)         8884.433
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.080
##   90 Percent Confidence Interval          0.071  0.089
##   P-value RMSEA <= 0.05                          0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.111
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   dp =~                                                                 
##     LADP1             1.000                               0.553    0.606
##     LADP2             0.799    0.199    4.005    0.000    0.442    0.526
##     LADP3             0.608    0.198    3.071    0.002    0.336    0.378
##     LADP4             0.079    0.178    0.442    0.658    0.044    0.051
##     LADP5             0.377    0.175    2.154    0.031    0.208    0.255
##     LADP6            -0.195    0.198   -0.982    0.326   -0.108   -0.113
##     LADP7             0.258    0.204    1.264    0.206    0.143    0.146
##     LADP8             0.549    0.188    2.916    0.004    0.304    0.357
##     LADP9             0.547    0.199    2.755    0.006    0.303    0.334
##     LADP10            0.732    0.195    3.748    0.000    0.405    0.482
##   sd =~                                                                 
##     LASD1             1.000                               0.251    0.285
##     LASD2             0.527    0.391    1.350    0.177    0.132    0.180
##     LASD3             1.810    0.837    2.163    0.031    0.454    0.427
##     LASD4             0.694    0.459    1.512    0.131    0.174    0.211
##     LASD5            -0.585    0.499   -1.171    0.242   -0.147   -0.150
##     LASD6             0.341    0.375    0.908    0.364    0.085    0.111
##     LASD7             1.283    0.681    1.884    0.060    0.322    0.307
##     LASD8             2.023    0.865    2.337    0.019    0.507    0.567
##     LASD9             2.298    0.958    2.398    0.016    0.576    0.649
##     LASD10            1.922    0.834    2.306    0.021    0.482    0.534
##   sr =~                                                                 
##     LASR1             1.000                               0.660    0.687
##     LASR2             0.659    0.155    4.260    0.000    0.435    0.544
##     LASR3             0.708    0.188    3.771    0.000    0.467    0.469
##     LASR4             0.388    0.165    2.359    0.018    0.256    0.280
##     LASR5             0.697    0.152    4.572    0.000    0.460    0.599
##     LASR6             0.327    0.157    2.086    0.037    0.216    0.246
##     LASR7             0.440    0.146    3.023    0.003    0.291    0.365
##     LASR8             0.396    0.160    2.472    0.013    0.261    0.294
##     LASR10            0.593    0.195    3.048    0.002    0.391    0.368
##   pcd =~                                                                
##     LOPCD1            1.000                               0.538    0.741
##     LOPCD2            0.677    0.134    5.063    0.000    0.365    0.539
##     LOPCD3            1.127    0.159    7.099    0.000    0.607    0.754
##   sjp =~                                                                
##     LOSJP1            1.000                               0.472    0.667
##     LOSJP2            0.912    0.162    5.626    0.000    0.431    0.643
##     LOSJP3            1.048    0.194    5.415    0.000    0.495    0.615
##     LOSJP4            0.987    0.183    5.389    0.000    0.466    0.612
##     LOSJP5            0.605    0.150    4.043    0.000    0.286    0.447
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   pcd ~                                                                 
##     dp                0.537    0.225    2.386    0.017    0.552    0.552
##     sd               -0.628    0.493   -1.273    0.203   -0.292   -0.292
##     sr                0.184    0.095    1.924    0.054    0.225    0.225
##   sjp ~                                                                 
##     dp                0.394    0.188    2.098    0.036    0.462    0.462
##     sd               -0.647    0.445   -1.454    0.146   -0.343   -0.343
##     sr                0.247    0.088    2.810    0.005    0.345    0.345
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .pcd ~~                                                                
##    .sjp               0.058    0.025    2.327    0.020    0.918    0.918
##   dp ~~                                                                 
##     sd               -0.096    0.045   -2.127    0.033   -0.691   -0.691
##     sr                0.082    0.056    1.477    0.140    0.225    0.225
##   sd ~~                                                                 
##     sr               -0.021    0.025   -0.828    0.408   -0.125   -0.125
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .LADP1             0.527    0.092    5.712    0.000    0.527    0.633
##    .LADP2             0.510    0.082    6.198    0.000    0.510    0.723
##    .LADP3             0.677    0.101    6.698    0.000    0.677    0.857
##    .LADP4             0.738    0.105    7.065    0.000    0.738    0.997
##    .LADP5             0.623    0.090    6.917    0.000    0.623    0.935
##    .LADP6             0.892    0.127    7.043    0.000    0.892    0.987
##    .LADP7             0.930    0.132    7.023    0.000    0.930    0.979
##    .LADP8             0.634    0.094    6.747    0.000    0.634    0.873
##    .LADP9             0.729    0.107    6.792    0.000    0.729    0.888
##    .LADP10            0.542    0.085    6.386    0.000    0.542    0.768
##    .LASD1             0.710    0.103    6.867    0.000    0.710    0.919
##    .LASD2             0.521    0.074    6.994    0.000    0.521    0.968
##    .LASD3             0.922    0.141    6.552    0.000    0.922    0.817
##    .LASD4             0.648    0.093    6.963    0.000    0.648    0.955
##    .LASD5             0.932    0.133    7.018    0.000    0.932    0.977
##    .LASD6             0.583    0.083    7.042    0.000    0.583    0.988
##    .LASD7             0.995    0.146    6.831    0.000    0.995    0.906
##    .LASD8             0.544    0.091    5.957    0.000    0.544    0.679
##    .LASD9             0.456    0.085    5.335    0.000    0.456    0.579
##    .LASD10            0.583    0.095    6.137    0.000    0.583    0.715
##    .LASR1             0.487    0.100    4.896    0.000    0.487    0.528
##    .LASR2             0.449    0.074    6.047    0.000    0.449    0.704
##    .LASR3             0.776    0.121    6.391    0.000    0.776    0.780
##    .LASR4             0.772    0.112    6.868    0.000    0.772    0.922
##    .LASR5             0.376    0.066    5.699    0.000    0.376    0.641
##    .LASR6             0.723    0.104    6.917    0.000    0.723    0.939
##    .LASR7             0.549    0.082    6.702    0.000    0.549    0.867
##    .LASR8             0.722    0.105    6.845    0.000    0.722    0.914
##    .LASR10            0.975    0.146    6.694    0.000    0.975    0.864
##    .LOPCD1            0.238    0.043    5.507    0.000    0.238    0.451
##    .LOPCD2            0.324    0.049    6.598    0.000    0.324    0.709
##    .LOPCD3            0.279    0.052    5.351    0.000    0.279    0.431
##    .LOSJP1            0.279    0.045    6.162    0.000    0.279    0.556
##    .LOSJP2            0.264    0.042    6.282    0.000    0.264    0.587
##    .LOSJP3            0.402    0.063    6.398    0.000    0.402    0.621
##    .LOSJP4            0.364    0.057    6.411    0.000    0.364    0.626
##    .LOSJP5            0.328    0.048    6.810    0.000    0.328    0.801
##     dp                0.306    0.106    2.880    0.004    1.000    1.000
##     sd                0.063    0.050    1.264    0.206    1.000    1.000
##     sr                0.435    0.132    3.295    0.001    1.000    1.000
##    .pcd               0.076    0.038    2.012    0.044    0.264    0.264
##    .sjp               0.051    0.028    1.852    0.064    0.230    0.230
modificationindices(fit, sort. = T)
##        lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 511  LADP9 ~~  LASR3 16.310 -0.320  -0.320   -0.354   -0.354
## 383  LADP5 ~~  LASD3 16.294  0.318   0.318    0.366    0.366
## 224    sjp =~  LASD9 13.662 -1.328  -0.627   -0.707   -0.707
## 190    pcd =~  LASD9 13.329 -1.221  -0.657   -0.741   -0.741
## 418  LADP6 ~~  LASD7 13.294  0.349   0.349    0.350    0.350
## 132     sd =~  LASR6 13.119  1.459   0.366    0.417    0.417
## 553  LASD1 ~~  LASD2 12.667  0.221   0.221    0.343    0.343
## 885 LOPCD2 ~~ LOSJP2 12.023  0.112   0.112    0.248    0.248
## 94      dp =~  LASD5 11.931  1.287   0.712    0.729    0.729
## 157     sr =~  LASD4 11.380  0.491   0.324    0.393    0.393
## 879 LOPCD1 ~~ LOSJP2 10.918 -0.102  -0.102   -0.210   -0.210
## 380  LADP5 ~~ LADP10 10.319  0.199   0.199    0.291    0.291
## 238  LADP1 ~~  LADP2 10.268  0.212   0.212    0.277    0.277
## 186    pcd =~  LASD5  9.721  1.067   0.574    0.588    0.588
## 220    sjp =~  LASD5  9.526  1.164   0.550    0.563    0.563
## 122     sd =~  LADP6  9.499  2.483   0.623    0.655    0.655
## 156     sr =~  LASD3  9.368  0.556   0.367    0.345    0.345
## 762 LASD10 ~~ LOPCD3  9.305  0.146   0.146    0.201    0.201
## 721  LASD8 ~~  LASR6  9.280  0.205   0.205    0.261    0.261
## 760 LASD10 ~~ LOPCD1  8.961 -0.131  -0.131   -0.200   -0.200
## 878 LOPCD1 ~~ LOSJP1  8.877  0.096   0.096    0.187    0.187
## 831  LASR5 ~~ LOPCD2  8.701 -0.115  -0.115   -0.222   -0.222
## 775  LASR1 ~~ LASR10  8.198 -0.253  -0.253   -0.248   -0.248
## 745  LASD9 ~~ LOPCD3  7.975 -0.128  -0.128   -0.179   -0.179
## 209    sjp =~  LADP4  7.911 -1.201  -0.567   -0.659   -0.659
## 465  LADP7 ~~ LOSJP2  7.902 -0.147  -0.147   -0.224   -0.224
## 315  LADP3 ~~ LADP10  7.747 -0.184  -0.184   -0.247   -0.247
## 729  LASD8 ~~ LOSJP2  7.672 -0.119  -0.119   -0.198   -0.198
## 148     sr =~  LADP5  7.615  0.410   0.270    0.331    0.331
## 313  LADP3 ~~  LADP8  7.596  0.191   0.191    0.252    0.252
## 679  LASD6 ~~  LASR3  7.473 -0.191  -0.191   -0.249   -0.249
## 813  LASR4 ~~  LASR5  7.364 -0.167  -0.167   -0.238   -0.238
## 808  LASR3 ~~ LOSJP1  7.149 -0.137  -0.137   -0.194   -0.194
## 903 LOSJP4 ~~ LOSJP5  7.083  0.099   0.099    0.203    0.203
## 771  LASR1 ~~  LASR5  6.843  0.177   0.177    0.240    0.240
## 175    pcd =~  LADP4  6.826 -1.100  -0.592   -0.688   -0.688
## 143     sd =~ LOSJP5  6.825  1.232   0.309    0.483    0.483
## 898 LOSJP2 ~~ LOSJP3  6.746  0.098   0.098    0.182    0.182
## 410  LADP6 ~~  LADP9  6.679  0.213   0.213    0.247    0.247
## 784  LASR2 ~~  LASR3  6.597  0.178   0.178    0.223    0.223
## 171     sr =~ LOSJP5  6.525  0.323   0.213    0.332    0.332
## 162     sr =~  LASD9  6.442 -0.380  -0.250   -0.282   -0.282
## 241  LADP1 ~~  LADP5  6.364 -0.163  -0.163   -0.219   -0.219
## 344  LADP4 ~~  LADP6  6.355 -0.205  -0.205   -0.251   -0.251
## 530 LADP10 ~~  LASD5  6.279  0.186   0.186    0.226    0.226
## 676  LASD6 ~~ LASD10  6.201  0.156   0.156    0.225    0.225
## 294  LADP2 ~~  LASR3  6.048  0.169   0.169    0.202    0.202
## 362  LADP4 ~~  LASR4  6.001  0.187   0.187    0.238    0.238
## 604  LASD3 ~~  LASD4  5.875  0.196   0.196    0.225    0.225
## 260  LADP1 ~~  LASR4  5.828 -0.168  -0.168   -0.201   -0.201
## 338  LADP3 ~~ LOSJP1  5.797 -0.113  -0.113   -0.180   -0.180
## 817  LASR4 ~~ LASR10  5.781  0.218   0.218    0.224    0.224
## 219    sjp =~  LASD4  5.702  0.757   0.358    0.434    0.434
## 744  LASD9 ~~ LOPCD2  5.637  0.105   0.105    0.175    0.175
## 733  LASD9 ~~ LASD10  5.616 -0.165  -0.165   -0.206   -0.206
## 205    pcd =~ LOSJP5  5.610 -2.321  -1.249   -1.952   -1.952
## 231    sjp =~  LASR6  5.603 -0.556  -0.263   -0.299   -0.299
## 153     sr =~ LADP10  5.495  0.350   0.231    0.275    0.275
## 884 LOPCD2 ~~ LOSJP1  5.355 -0.078  -0.078   -0.163   -0.163
## 385  LADP5 ~~  LASD5  5.302  0.177   0.177    0.223    0.223
## 359  LADP4 ~~  LASR1  5.045 -0.153  -0.153   -0.185   -0.185
## 882 LOPCD1 ~~ LOSJP5  5.042 -0.072  -0.072   -0.155   -0.155
## 457  LADP7 ~~  LASR6  4.988  0.185   0.185    0.216    0.216
## 417  LADP6 ~~  LASD6  4.932  0.161   0.161    0.220    0.220
## 218    sjp =~  LASD3  4.929  0.900   0.425    0.400    0.400
## 498  LADP9 ~~ LADP10  4.857  0.150   0.150    0.197    0.197
## 815  LASR4 ~~  LASR7  4.854  0.150   0.150    0.206    0.206
## 197    pcd =~  LASR6  4.759 -0.424  -0.228   -0.260   -0.260
## 97      dp =~  LASD8  4.734  0.755   0.418    0.467    0.467
## 210    sjp =~  LADP5  4.726  0.881   0.416    0.510    0.510
## 318  LADP3 ~~  LASD3  4.717 -0.181  -0.181   -0.191   -0.191
## 873 LASR10 ~~ LOSJP3  4.693  0.144   0.144    0.169    0.169
## 532 LADP10 ~~  LASD7  4.691 -0.168  -0.168   -0.190   -0.190
## 324  LADP3 ~~  LASD9  4.683  0.137   0.137    0.173    0.173
## 98      dp =~  LASD9  4.674 -0.779  -0.431   -0.486   -0.486
## 460  LADP7 ~~ LASR10  4.606  0.209   0.209    0.202    0.202
## 215    sjp =~ LADP10  4.601  0.923   0.436    0.519    0.519
## 589  LASD2 ~~  LASR3  4.599 -0.142  -0.142   -0.194   -0.194
## 462  LADP7 ~~ LOPCD2  4.567 -0.121  -0.121   -0.184   -0.184
## 806  LASR3 ~~ LOPCD2  4.548  0.114   0.114    0.170    0.170
## 649  LASD4 ~~ LOSJP4  4.536 -0.108  -0.108   -0.173   -0.173
## 247  LADP1 ~~  LASD1  4.481  0.142   0.142    0.176    0.176
## 632  LASD4 ~~  LASD9  4.476 -0.134  -0.134   -0.183   -0.183
## 105     dp =~  LASR6  4.460 -0.396  -0.219   -0.249   -0.249
## 814  LASR4 ~~  LASR6  4.352  0.160   0.160    0.199    0.199
## 698  LASD7 ~~  LASR2  4.351 -0.149  -0.149   -0.179   -0.179
## 437  LADP6 ~~ LOSJP4  4.210 -0.122  -0.122   -0.168   -0.168
## 212    sjp =~  LADP7  4.197 -0.991  -0.468   -0.480   -0.480
## 565  LASD1 ~~  LASR4  4.194 -0.155  -0.155   -0.193   -0.193
## 348  LADP4 ~~ LADP10  4.173  0.136   0.136    0.188    0.188
## 131     sd =~  LASR5  4.131 -0.659  -0.165   -0.216   -0.216
## 136     sd =~ LOPCD1  4.130 -1.083  -0.272   -0.374   -0.374
## 440  LADP7 ~~  LADP9  4.105  0.171   0.171    0.193    0.193
## 152     sr =~  LADP9  4.103 -0.331  -0.218   -0.241   -0.241
## 185    pcd =~  LASD4  4.012  0.577   0.310    0.377    0.377
## 106     dp =~  LASR7  3.998 -0.333  -0.184   -0.231   -0.231
## 446  LADP7 ~~  LASD5  3.990  0.187   0.187    0.196    0.196
## 812  LASR3 ~~ LOSJP5  3.973  0.106   0.106    0.166    0.166
## 805  LASR3 ~~ LOPCD1  3.962 -0.098  -0.098   -0.135   -0.135
## 628  LASD4 ~~  LASD5  3.886  0.155   0.155    0.193    0.193
## 158     sr =~  LASD5  3.860  0.341   0.225    0.230    0.230
## 700  LASD7 ~~  LASR4  3.777  0.174   0.174    0.182    0.182
## 758 LASD10 ~~  LASR8  3.750 -0.134  -0.134   -0.167   -0.167
## 184    pcd =~  LASD3  3.741  0.716   0.385    0.363    0.363
## 833  LASR5 ~~ LOSJP1  3.734  0.072   0.072    0.133    0.133
## 160     sr =~  LASD7  3.714 -0.352  -0.232   -0.222   -0.222
## 92      dp =~  LASD3  3.698  0.773   0.428    0.403    0.403
## 99      dp =~ LASD10  3.683 -0.665  -0.368   -0.407   -0.407
## 781  LASR1 ~~ LOSJP3  3.664 -0.102  -0.102   -0.132   -0.132
## 291  LADP2 ~~ LASD10  3.653 -0.116  -0.116   -0.153   -0.153
## 639  LASD4 ~~  LASR6  3.642  0.132   0.132    0.183    0.183
## 867  LASR8 ~~ LOSJP5  3.629  0.095   0.095    0.168    0.168
## 299  LADP2 ~~  LASR8  3.628  0.123   0.123    0.164    0.164
## 662  LASD5 ~~  LASR7  3.516 -0.137  -0.137   -0.177   -0.177
## 168     sr =~ LOSJP2  3.510 -0.233  -0.154   -0.229   -0.229
## 824  LASR4 ~~ LOSJP4  3.509 -0.104  -0.104   -0.150   -0.150
## 683  LASD6 ~~  LASR7  3.508  0.108   0.108    0.177    0.177
## 513  LADP9 ~~  LASR5  3.475  0.107   0.107    0.154    0.154
## 510  LADP9 ~~  LASR2  3.425 -0.114  -0.114   -0.157   -0.157
## 342  LADP3 ~~ LOSJP5  3.421 -0.091  -0.091   -0.159   -0.159
## 416  LADP6 ~~  LASD5  3.419  0.169   0.169    0.182    0.182
## 365  LADP4 ~~  LASR7  3.411  0.120   0.120    0.175    0.175
## 117     sd =~  LADP1  3.381  1.479   0.371    0.406    0.406
## 651  LASD5 ~~  LASD6  3.366  0.136   0.136    0.181    0.181
## 894 LOSJP1 ~~ LOSJP2  3.338 -0.060  -0.060   -0.125   -0.125
## 710  LASD7 ~~ LOSJP2  3.333 -0.100  -0.100   -0.142   -0.142
## 840  LASR6 ~~ LASR10  3.287  0.158   0.158    0.170    0.170
## 582  LASD2 ~~  LASD6  3.286  0.101   0.101    0.179    0.179
## 169     sr =~ LOSJP3  3.273 -0.272  -0.179   -0.223   -0.223
## 454  LADP7 ~~  LASR3  3.265 -0.160  -0.160   -0.164   -0.164
## 690  LASD6 ~~ LOSJP2  3.262  0.074   0.074    0.144    0.144
## 890 LOPCD3 ~~ LOSJP2  3.235  0.061   0.061    0.113    0.113
## 326  LADP3 ~~  LASR1  3.218 -0.120  -0.120   -0.140   -0.140
## 178    pcd =~  LADP7  3.164 -0.849  -0.457   -0.469   -0.469
## 779  LASR1 ~~ LOSJP1  3.146  0.080   0.080    0.117    0.117
## 214    sjp =~  LADP9  3.118 -0.798  -0.377   -0.416   -0.416
## 849  LASR7 ~~  LASR8  3.113  0.116   0.116    0.164    0.164
## 116     dp =~ LOSJP5  3.104 -0.481  -0.266   -0.416   -0.416
## 688  LASD6 ~~ LOPCD3  3.093  0.078   0.078    0.127    0.127
## 761 LASD10 ~~ LOPCD2  3.035 -0.083  -0.083   -0.135   -0.135
## 503  LADP9 ~~  LASD5  3.008  0.146   0.146    0.165    0.165
## 605  LASD3 ~~  LASD5  3.005  0.168   0.168    0.162    0.162
## 279  LADP2 ~~  LADP8  2.998 -0.109  -0.109   -0.152   -0.152
## 888 LOPCD2 ~~ LOSJP5  2.994  0.060   0.060    0.138    0.138
## 146     sr =~  LADP3  2.975 -0.275  -0.181   -0.204   -0.204
## 133     sd =~  LASR7  2.966  0.616   0.154    0.194    0.194
## 310  LADP3 ~~  LADP5  2.953 -0.116  -0.116   -0.160   -0.160
## 635  LASD4 ~~  LASR2  2.933  0.098   0.098    0.149    0.149
## 788  LASR2 ~~  LASR7  2.908 -0.095  -0.095   -0.150   -0.150
## 91      dp =~  LASD2  2.880  0.475   0.262    0.358    0.358
## 345  LADP4 ~~  LADP7  2.868  0.141   0.141    0.168    0.168
## 323  LADP3 ~~  LASD8  2.860 -0.112  -0.112   -0.141   -0.141
## 577  LASD1 ~~ LOSJP4  2.842  0.090   0.090    0.135    0.135
## 290  LADP2 ~~  LASD9  2.835 -0.096  -0.096   -0.128   -0.128
## 232    sjp =~  LASR7  2.815 -0.350  -0.165   -0.208   -0.208
## 198    pcd =~  LASR7  2.802 -0.290  -0.156   -0.196   -0.196
## 103     dp =~  LASR4  2.788 -0.325  -0.180   -0.196   -0.196
## 369  LADP4 ~~ LOPCD2  2.768 -0.084  -0.084   -0.144   -0.144
## 872 LASR10 ~~ LOSJP2  2.756 -0.090  -0.090   -0.127   -0.127
## 491  LADP8 ~~ LOPCD2  2.756  0.079   0.079    0.137    0.137
## 433  LADP6 ~~ LOPCD3  2.704  0.091   0.091    0.119    0.119
## 229    sjp =~  LASR4  2.700 -0.400  -0.189   -0.207   -0.207
## 613  LASD3 ~~  LASR3  2.695  0.148   0.148    0.140    0.140
## 630  LASD4 ~~  LASD7  2.681 -0.135  -0.135   -0.156   -0.156
## 421  LADP6 ~~ LASD10  2.680  0.125   0.125    0.145    0.145
## 738  LASD9 ~~  LASR5  2.673 -0.081  -0.081   -0.120   -0.120
## 539 LADP10 ~~  LASR4  2.659  0.111   0.111    0.144    0.144
## 347  LADP4 ~~  LADP9  2.658  0.122   0.122    0.157    0.157
## 820  LASR4 ~~ LOPCD3  2.655 -0.084  -0.084   -0.115   -0.115
## 455  LADP7 ~~  LASR4  2.633  0.139   0.139    0.156    0.156
## 123     sd =~  LADP7  2.633  1.340   0.336    0.345    0.345
## 244  LADP1 ~~  LADP8  2.626 -0.109  -0.109   -0.140   -0.140
## 750  LASD9 ~~ LOSJP5  2.611 -0.071  -0.071   -0.124   -0.124
## 746  LASD9 ~~ LOSJP1  2.611 -0.069  -0.069   -0.109   -0.109
## 195    pcd =~  LASR4  2.596 -0.325  -0.175   -0.191   -0.191
## 363  LADP4 ~~  LASR5  2.581 -0.091  -0.091   -0.139   -0.139
## 765 LASD10 ~~ LOSJP3  2.578  0.086   0.086    0.119    0.119
## 844  LASR6 ~~ LOSJP1  2.574  0.077   0.077    0.123    0.123
## 176    pcd =~  LADP5  2.557  0.641   0.345    0.423    0.423
## 189    pcd =~  LASD8  2.557  0.513   0.276    0.309    0.309
## 187    pcd =~  LASD6  2.534  0.429   0.231    0.301    0.301
## 104     dp =~  LASR5  2.534  0.241   0.133    0.174    0.174
## 516  LADP9 ~~  LASR8  2.518  0.118   0.118    0.147    0.147
## 183    pcd =~  LASD2  2.515  0.407   0.219    0.299    0.299
## 140     sd =~ LOSJP2  2.487 -0.735  -0.184   -0.275   -0.275
## 239  LADP1 ~~  LADP3  2.469  0.110   0.110    0.135    0.135
## 364  LADP4 ~~  LASR6  2.463  0.116   0.116    0.153    0.153
## 615  LASD3 ~~  LASR5  2.461  0.103   0.103    0.126    0.126
## 442  LADP7 ~~  LASD1  2.433  0.129   0.129    0.150    0.150
## 468  LADP7 ~~ LOSJP5  2.426 -0.088  -0.088   -0.141   -0.141
## 202    pcd =~ LOSJP2  2.417  1.514   0.815    1.215    1.215
## 147     sr =~  LADP4  2.391 -0.245  -0.162   -0.188   -0.188
## 473  LADP8 ~~  LASD3  2.383  0.124   0.124    0.137    0.137
## 367  LADP4 ~~ LASR10  2.378  0.134   0.134    0.146    0.146
## 223    sjp =~  LASD8  2.345  0.533   0.252    0.281    0.281
## 866  LASR8 ~~ LOSJP4  2.331  0.082   0.082    0.122    0.122
## 398  LADP5 ~~  LASR8  2.330  0.104   0.104    0.144    0.144
## 880 LOPCD1 ~~ LOSJP3  2.292 -0.057  -0.057   -0.097   -0.097
## 685  LASD6 ~~ LASR10  2.253 -0.116  -0.116   -0.142   -0.142
## 533 LADP10 ~~  LASD8  2.239  0.091   0.091    0.120    0.120
## 181    pcd =~ LADP10  2.222  0.640   0.345    0.410    0.410
## 792  LASR2 ~~ LOPCD2  2.215  0.062   0.062    0.115    0.115
## 627  LASD3 ~~ LOSJP5  2.212  0.086   0.086    0.126    0.126
## 374  LADP4 ~~ LOSJP4  2.201 -0.080  -0.080   -0.122   -0.122
## 477  LADP8 ~~  LASD7  2.197  0.121   0.121    0.136    0.136
## 514  LADP9 ~~  LASR6  2.185 -0.110  -0.110   -0.138   -0.138
## 271  LADP1 ~~ LOSJP3  2.181 -0.078  -0.078   -0.106   -0.106
## 558  LASD1 ~~  LASD7  2.178 -0.128  -0.128   -0.139   -0.139
## 375  LADP4 ~~ LOSJP5  2.175 -0.074  -0.074   -0.134   -0.134
## 706  LASD7 ~~ LOPCD1  2.164  0.080   0.080    0.105    0.105
## 697  LASD7 ~~  LASR1  2.159 -0.118  -0.118   -0.117   -0.117
## 357  LADP4 ~~  LASD9  2.131  0.094   0.094    0.123    0.123
## 414  LADP6 ~~  LASD3  2.120  0.136   0.136    0.135    0.135
## 130     sd =~  LASR4  2.117  0.608   0.152    0.167    0.167
## 452  LADP7 ~~  LASR1  2.110 -0.111  -0.111   -0.119   -0.119
## 756 LASD10 ~~  LASR6  2.105  0.100   0.100    0.126    0.126
## 668  LASD5 ~~ LOSJP1  2.083  0.078   0.078    0.113    0.113
## 809  LASR3 ~~ LOSJP2  2.071  0.071   0.071    0.106    0.106
## 107     dp =~  LASR8  2.047  0.270   0.149    0.168    0.168
## 850  LASR7 ~~ LASR10  2.036  0.111   0.111    0.131    0.131
## 340  LADP3 ~~ LOSJP3  2.009  0.079   0.079    0.110    0.110
## 847  LASR6 ~~ LOSJP4  1.999 -0.076  -0.076   -0.114   -0.114
## 281  LADP2 ~~ LADP10  1.997 -0.086  -0.086   -0.122   -0.122
## 835  LASR5 ~~ LOSJP3  1.945 -0.062  -0.062   -0.100   -0.100
## 593  LASD2 ~~  LASR7  1.933  0.076   0.076    0.130    0.130
## 358  LADP4 ~~ LASD10  1.926 -0.096  -0.096   -0.124   -0.124
## 208    sjp =~  LADP3  1.925 -0.618  -0.292   -0.328   -0.328
## 634  LASD4 ~~  LASR1  1.908  0.089   0.089    0.112    0.112
## 407  LADP5 ~~ LOSJP5  1.903  0.064   0.064    0.122    0.122
## 625  LASD3 ~~ LOSJP3  1.901 -0.090  -0.090   -0.106   -0.106
## 800  LASR3 ~~  LASR5  1.890 -0.091  -0.091   -0.119   -0.119
## 120     sd =~  LADP4  1.888  1.003   0.251    0.292    0.292
## 109     dp =~ LOPCD1  1.865  0.461   0.255    0.351    0.351
## 430  LADP6 ~~ LASR10  1.865  0.130   0.130    0.129    0.129
## 724  LASD8 ~~ LASR10  1.860  0.108   0.108    0.114    0.114
## 483  LADP8 ~~  LASR3  1.860 -0.101  -0.101   -0.119   -0.119
## 561  LASD1 ~~ LASD10  1.848  0.096   0.096    0.121    0.121
## 845  LASR6 ~~ LOSJP2  1.834 -0.063  -0.063   -0.106   -0.106
## 732  LASD8 ~~ LOSJP5  1.830  0.062   0.062    0.108    0.108
## 469  LADP8 ~~  LADP9  1.820  0.096   0.096    0.125    0.125
## 563  LASD1 ~~  LASR2  1.819  0.082   0.082    0.116    0.116
## 114     dp =~ LOSJP3  1.805  0.440   0.243    0.303    0.303
## 550 LADP10 ~~ LOSJP3  1.800  0.068   0.068    0.101    0.101
## 653  LASD5 ~~  LASD8  1.788  0.104   0.104    0.119    0.119
## 819  LASR4 ~~ LOPCD2  1.780  0.069   0.069    0.112    0.112
## 283  LADP2 ~~  LASD2  1.780  0.073   0.073    0.118    0.118
## 517  LADP9 ~~ LASR10  1.763  0.116   0.116    0.121    0.121
## 307  LADP2 ~~ LOSJP4  1.758 -0.063  -0.063   -0.099   -0.099
## 381  LADP5 ~~  LASD1  1.758 -0.090  -0.090   -0.125   -0.125
## 230    sjp =~  LASR5  1.757  0.254   0.120    0.156    0.156
## 506  LADP9 ~~  LASD8  1.735  0.090   0.090    0.111    0.111
## 658  LASD5 ~~  LASR3  1.734 -0.117  -0.117   -0.120   -0.120
## 118     sd =~  LADP2  1.730 -0.944  -0.237   -0.282   -0.282
## 555  LASD1 ~~  LASD4  1.726  0.091   0.091    0.126    0.126
## 633  LASD4 ~~ LASD10  1.722  0.087   0.087    0.118    0.118
## 629  LASD4 ~~  LASD6  1.688  0.081   0.081    0.127    0.127
## 547 LADP10 ~~ LOPCD3  1.679 -0.059  -0.059   -0.088   -0.088
## 151     sr =~  LADP8  1.656 -0.197  -0.130   -0.153   -0.153
## 479  LADP8 ~~  LASD9  1.652  0.078   0.078    0.103    0.103
## 275  LADP2 ~~  LADP4  1.647  0.084   0.084    0.116    0.116
## 411  LADP6 ~~ LADP10  1.644 -0.094  -0.094   -0.118   -0.118
## 319  LADP3 ~~  LASD4  1.643 -0.087  -0.087   -0.119   -0.119
## 661  LASD5 ~~  LASR6  1.635  0.106   0.106    0.124    0.124
## 581  LASD2 ~~  LASD5  1.633 -0.090  -0.090   -0.125   -0.125
## 480  LADP8 ~~ LASD10  1.626 -0.083  -0.083   -0.108   -0.108
## 741  LASD9 ~~  LASR8  1.623  0.082   0.082    0.104    0.104
## 280  LADP2 ~~  LADP9  1.620 -0.085  -0.085   -0.112   -0.112
## 538 LADP10 ~~  LASR3  1.606 -0.089  -0.089   -0.106   -0.106
## 728  LASD8 ~~ LOSJP1  1.601  0.056   0.056    0.089    0.089
## 135     sd =~ LASR10  1.596  0.602   0.151    0.142    0.142
## 666  LASD5 ~~ LOPCD2  1.594 -0.072  -0.072   -0.109   -0.109
## 293  LADP2 ~~  LASR2  1.591  0.067   0.067    0.100    0.100
## 180    pcd =~  LADP9  1.589 -0.564  -0.304   -0.335   -0.335
## 333  LADP3 ~~  LASR8  1.584 -0.091  -0.091   -0.115   -0.115
## 346  LADP4 ~~  LADP8  1.575 -0.088  -0.088   -0.120   -0.120
## 598  LASD2 ~~ LOPCD3  1.567  0.053   0.053    0.090    0.090
## 645  LASD4 ~~ LOPCD3  1.565  0.059   0.059    0.089    0.089
## 482  LADP8 ~~  LASR2  1.550 -0.072  -0.072   -0.105   -0.105
## 138     sd =~ LOPCD3  1.536  0.738   0.185    0.230    0.230
## 263  LADP1 ~~  LASR7  1.528 -0.073  -0.073   -0.101   -0.101
## 543 LADP10 ~~  LASR8  1.517  0.081   0.081    0.108    0.108
## 328  LADP3 ~~  LASR3  1.512  0.094   0.094    0.107    0.107
## 461  LADP7 ~~ LOPCD1  1.508  0.064   0.064    0.090    0.090
## 196    pcd =~  LASR5  1.503  0.194   0.105    0.136    0.136
## 899 LOSJP2 ~~ LOSJP4  1.497 -0.044  -0.044   -0.086   -0.086
## 336  LADP3 ~~ LOPCD2  1.485  0.060   0.060    0.100    0.100
## 740  LASD9 ~~  LASR7  1.473 -0.068  -0.068   -0.097   -0.097
## 778  LASR1 ~~ LOPCD3  1.471  0.057   0.057    0.074    0.074
## 424  LADP6 ~~  LASR3  1.470 -0.105  -0.105   -0.111   -0.111
## 670  LASD5 ~~ LOSJP3  1.460  0.077   0.077    0.098    0.098
## 221    sjp =~  LASD6  1.440  0.356   0.168    0.219    0.219
## 282  LADP2 ~~  LASD1  1.431  0.077   0.077    0.104    0.104
## 250  LADP1 ~~  LASD4  1.421  0.076   0.076    0.101    0.101
## 161     sr =~  LASD8  1.420  0.179   0.118    0.132    0.132
## 366  LADP4 ~~  LASR8  1.411  0.088   0.088    0.115    0.115
## 373  LADP4 ~~ LOSJP3  1.400  0.067   0.067    0.097    0.097
## 150     sr =~  LADP7  1.383 -0.210  -0.139   -0.142   -0.142
## 443  LADP7 ~~  LASD2  1.382  0.082   0.082    0.115    0.115
## 764 LASD10 ~~ LOSJP2  1.381  0.051   0.051    0.085    0.085
## 371  LADP4 ~~ LOSJP1  1.380 -0.056  -0.056   -0.092   -0.092
## 496  LADP8 ~~ LOSJP4  1.374  0.060   0.060    0.092    0.092
## 665  LASD5 ~~ LOPCD1  1.372  0.061   0.061    0.085    0.085
## 657  LASD5 ~~  LASR2  1.365  0.080   0.080    0.103    0.103
## 292  LADP2 ~~  LASR1  1.361 -0.070  -0.070   -0.087   -0.087
## 859  LASR8 ~~ LASR10  1.344  0.102   0.102    0.108    0.108
## 316  LADP3 ~~  LASD1  1.332 -0.083  -0.083   -0.106   -0.106
## 217    sjp =~  LASD2  1.320  0.325   0.154    0.209    0.209
## 684  LASD6 ~~  LASR8  1.311  0.075   0.075    0.110    0.110
## 591  LASD2 ~~  LASR5  1.304 -0.055  -0.055   -0.097   -0.097
## 154     sr =~  LASD1  1.302 -0.176  -0.116   -0.132   -0.132
## 571  LASD1 ~~ LOPCD1  1.290 -0.052  -0.052   -0.081   -0.081
## 167     sr =~ LOSJP1  1.281  0.148   0.098    0.138    0.138
## 803  LASR3 ~~  LASR8  1.259 -0.090  -0.090   -0.102   -0.102
## 505  LADP9 ~~  LASD7  1.242  0.098   0.098    0.103    0.103
## 723  LASD8 ~~  LASR8  1.242  0.075   0.075    0.095    0.095
## 602  LASD2 ~~ LOSJP4  1.241  0.051   0.051    0.091    0.091
## 349  LADP4 ~~  LASD1  1.233 -0.081  -0.081   -0.108   -0.108
## 692  LASD6 ~~ LOSJP4  1.223 -0.053  -0.053   -0.091   -0.091
## 502  LADP9 ~~  LASD4  1.215 -0.077  -0.077   -0.104   -0.104
## 785  LASR2 ~~  LASR4  1.204  0.071   0.071    0.098    0.098
## 253  LADP1 ~~  LASD7  1.201  0.087   0.087    0.091    0.091
## 159     sr =~  LASD6  1.184 -0.149  -0.098   -0.128   -0.128
## 137     sd =~ LOPCD2  1.182  0.546   0.137    0.202    0.202
## 141     sd =~ LOSJP3  1.170 -0.609  -0.153   -0.190   -0.190
## 793  LASR2 ~~ LOPCD3  1.168 -0.045  -0.045   -0.070   -0.070
## 126     sd =~ LADP10  1.167 -0.769  -0.193   -0.230   -0.230
## 818  LASR4 ~~ LOPCD1  1.166  0.051   0.051    0.077    0.077
## 540 LADP10 ~~  LASR5  1.162  0.055   0.055    0.085    0.085
## 860  LASR8 ~~ LOPCD1  1.160 -0.049  -0.049   -0.077   -0.077
## 603  LASD2 ~~ LOSJP5  1.154  0.045   0.045    0.097    0.097
## 368  LADP4 ~~ LOPCD1  1.152  0.049   0.049    0.079    0.079
## 429  LADP6 ~~  LASR8  1.151  0.087   0.087    0.103    0.103
## 192    pcd =~  LASR1  1.150  0.213   0.115    0.119    0.119
## 611  LASD3 ~~  LASR1  1.148  0.084   0.084    0.083    0.083
## 246  LADP1 ~~ LADP10  1.146 -0.071  -0.071   -0.092   -0.092
## 471  LADP8 ~~  LASD1  1.145 -0.074  -0.074   -0.099   -0.099
## 331  LADP3 ~~  LASR6  1.140 -0.077  -0.077   -0.099   -0.099
## 776  LASR1 ~~ LOPCD1  1.130  0.046   0.046    0.066    0.066
## 226    sjp =~  LASR1  1.122  0.254   0.120    0.125    0.125
## 404  LADP5 ~~ LOSJP2  1.117  0.045   0.045    0.083    0.083
## 405  LADP5 ~~ LOSJP3  1.117  0.056   0.056    0.085    0.085
## 519  LADP9 ~~ LOPCD2  1.111 -0.054  -0.054   -0.088   -0.088
## 895 LOSJP1 ~~ LOSJP3  1.105 -0.042  -0.042   -0.073   -0.073
## 155     sr =~  LASD2  1.104 -0.137  -0.090   -0.123   -0.123
## 875 LASR10 ~~ LOSJP5  1.102  0.062   0.062    0.091    0.091
## 786  LASR2 ~~  LASR5  1.095 -0.056  -0.056   -0.091   -0.091
## 839  LASR6 ~~  LASR8  1.093 -0.078  -0.078   -0.100   -0.100
## 504  LADP9 ~~  LASD6  1.090  0.069   0.069    0.099    0.099
## 174    pcd =~  LADP3  1.081 -0.459  -0.247   -0.278   -0.278
## 258  LADP1 ~~  LASR2  1.073  0.058   0.058    0.079    0.079
## 674  LASD6 ~~  LASD8  1.070  0.064   0.064    0.092    0.092
## 616  LASD3 ~~  LASR6  1.068  0.087   0.087    0.094    0.094
## 287  LADP2 ~~  LASD6  1.059 -0.059  -0.059   -0.091   -0.091
## 233    sjp =~  LASR8  1.054  0.242   0.115    0.129    0.129
## 772  LASR1 ~~  LASR6  1.052 -0.075  -0.075   -0.089   -0.089
## 656  LASD5 ~~  LASR1  1.048  0.079   0.079    0.084    0.084
## 578  LASD1 ~~ LOSJP5  1.044  0.051   0.051    0.090    0.090
## 556  LASD1 ~~  LASD5  1.040  0.085   0.085    0.098    0.098
## 842  LASR6 ~~ LOPCD2  1.035 -0.051  -0.051   -0.086   -0.086
## 203    pcd =~ LOSJP3  1.035  1.196   0.644    0.800    0.800
## 774  LASR1 ~~  LASR8  1.031 -0.075  -0.075   -0.088   -0.088
## 642  LASD4 ~~ LASR10  1.015  0.082   0.082    0.094    0.094
## 463  LADP7 ~~ LOPCD3  1.010  0.057   0.057    0.073    0.073
## 520  LADP9 ~~ LOPCD3  1.002  0.051   0.051    0.070    0.070
## 384  LADP5 ~~  LASD4  0.996  0.064   0.064    0.096    0.096
## 594  LASD2 ~~  LASR8  0.982  0.062   0.062    0.095    0.095
## 720  LASD8 ~~  LASR5  0.979 -0.052  -0.052   -0.075   -0.075
## 527 LADP10 ~~  LASD2  0.972 -0.055  -0.055   -0.089   -0.089
## 757 LASD10 ~~  LASR7  0.965  0.060   0.060    0.083    0.083
## 423  LADP6 ~~  LASR2  0.961 -0.066  -0.066   -0.087   -0.087
## 179    pcd =~  LADP8  0.955  0.413   0.222    0.261    0.261
## 199    pcd =~  LASR8  0.951  0.191   0.103    0.116    0.116
## 588  LASD2 ~~  LASR2  0.946 -0.050  -0.050   -0.085   -0.085
## 712  LASD7 ~~ LOSJP4  0.941  0.062   0.062    0.077    0.077
## 415  LADP6 ~~  LASD4  0.940  0.074   0.074    0.095    0.095
## 678  LASD6 ~~  LASR2  0.939 -0.053  -0.053   -0.086   -0.086
## 691  LASD6 ~~ LOSJP3  0.911  0.048   0.048    0.078    0.078
## 584  LASD2 ~~  LASD8  0.905  0.056   0.056    0.085    0.085
## 286  LADP2 ~~  LASD5  0.897 -0.069  -0.069   -0.084   -0.084
## 871 LASR10 ~~ LOSJP1  0.890 -0.053  -0.053   -0.071   -0.071
## 254  LADP1 ~~  LASD8  0.887  0.059   0.059    0.072    0.072
## 173    pcd =~  LADP2  0.877 -0.411  -0.221   -0.263   -0.263
## 631  LASD4 ~~  LASD8  0.877  0.061   0.061    0.083    0.083
## 858  LASR7 ~~ LOSJP5  0.876  0.041   0.041    0.081    0.081
## 541 LADP10 ~~  LASR6  0.872  0.061   0.061    0.083    0.083
## 372  LADP4 ~~ LOSJP2  0.871 -0.043  -0.043   -0.075   -0.075
## 560  LASD1 ~~  LASD9  0.871 -0.063  -0.063   -0.080   -0.080
## 387  LADP5 ~~  LASD7  0.860 -0.075  -0.075   -0.087   -0.087
## 660  LASD5 ~~  LASR5  0.859  0.059   0.059    0.079    0.079
## 128     sd =~  LASR2  0.858 -0.317  -0.080   -0.100   -0.100
## 848  LASR6 ~~ LOSJP5  0.840 -0.046  -0.046   -0.081   -0.081
## 474  LADP8 ~~  LASD4  0.832 -0.060  -0.060   -0.085   -0.085
## 522  LADP9 ~~ LOSJP2  0.826 -0.043  -0.043   -0.070   -0.070
## 413  LADP6 ~~  LASD2  0.824  0.062   0.062    0.089    0.089
## 557  LASD1 ~~  LASD6  0.820  0.059   0.059    0.088    0.088
## 607  LASD3 ~~  LASD7  0.820  0.092   0.092    0.083    0.083
## 101     dp =~  LASR2  0.802  0.143   0.079    0.099    0.099
## 400  LADP5 ~~ LOPCD1  0.795 -0.038  -0.038   -0.064   -0.064
## 242  LADP1 ~~  LADP6  0.789  0.068   0.068    0.078    0.078
## 125     sd =~  LADP9  0.788  0.678   0.170    0.188    0.188
## 797  LASR2 ~~ LOSJP4  0.787  0.040   0.040    0.065    0.065
## 614  LASD3 ~~  LASR4  0.786 -0.078  -0.078   -0.080   -0.080
## 93      dp =~  LASD4  0.785  0.278   0.154    0.186    0.186
## 681  LASD6 ~~  LASR5  0.781 -0.045  -0.045   -0.076   -0.076
## 562  LASD1 ~~  LASR1  0.772 -0.059  -0.059   -0.070   -0.070
## 830  LASR5 ~~ LOPCD1  0.770  0.031   0.031    0.056    0.056
## 544 LADP10 ~~ LASR10  0.768  0.068   0.068    0.076    0.076
## 127     sd =~  LASR1  0.764 -0.352  -0.088   -0.092   -0.092
## 95      dp =~  LASD6  0.763  0.256   0.142    0.185    0.185
## 525  LADP9 ~~ LOSJP5  0.758 -0.044  -0.044   -0.076   -0.076
## 606  LASD3 ~~  LASD6  0.758 -0.066  -0.066   -0.081   -0.081
## 623  LASD3 ~~ LOSJP1  0.749 -0.048  -0.048   -0.064   -0.064
## 841  LASR6 ~~ LOPCD1  0.748  0.040   0.040    0.062    0.062
## 566  LASD1 ~~  LASR5  0.744 -0.049  -0.049   -0.072   -0.072
## 327  LADP3 ~~  LASR2  0.741  0.051   0.051    0.072    0.072
## 111     dp =~ LOPCD3  0.740 -0.324  -0.179   -0.223   -0.223
## 163     sr =~ LASD10  0.735  0.130   0.086    0.095    0.095
## 391  LADP5 ~~  LASR1  0.734  0.054   0.054    0.069    0.069
## 142     sd =~ LOSJP4  0.728  0.456   0.114    0.150    0.150
## 268  LADP1 ~~ LOPCD3  0.714  0.041   0.041    0.055    0.055
## 353  LADP4 ~~  LASD5  0.710 -0.070  -0.070   -0.083   -0.083
## 675  LASD6 ~~  LASD9  0.708 -0.050  -0.050   -0.073   -0.073
## 222    sjp =~  LASD7  0.708 -0.338  -0.160   -0.152   -0.152
## 767 LASD10 ~~ LOSJP5  0.704  0.039   0.039    0.068    0.068
## 708  LASD7 ~~ LOPCD3  0.701 -0.050  -0.050   -0.059   -0.059
## 500  LADP9 ~~  LASD2  0.693  0.052   0.052    0.079    0.079
## 825  LASR4 ~~ LOSJP5  0.689 -0.043  -0.043   -0.073   -0.073
## 102     dp =~  LASR3  0.687 -0.169  -0.093   -0.093   -0.093
## 487  LADP8 ~~  LASR7  0.684 -0.051  -0.051   -0.075   -0.075
## 458  LADP7 ~~  LASR7  0.674 -0.060  -0.060   -0.077   -0.077
## 312  LADP3 ~~  LADP7  0.672  0.067   0.067    0.077    0.077
## 843  LASR6 ~~ LOPCD3  0.671  0.041   0.041    0.058    0.058
## 499  LADP9 ~~  LASD1  0.668 -0.060  -0.060   -0.076   -0.076
## 470  LADP8 ~~ LADP10  0.665 -0.052  -0.052   -0.073   -0.073
## 567  LASD1 ~~  LASR6  0.660 -0.059  -0.059   -0.077   -0.077
## 194    pcd =~  LASR3  0.658 -0.172  -0.093   -0.093   -0.093
## 296  LADP2 ~~  LASR5  0.658 -0.040  -0.040   -0.063   -0.063
## 90      dp =~  LASD1  0.650  0.269   0.149    0.169    0.169
## 266  LADP1 ~~ LOPCD1  0.648  0.035   0.035    0.053    0.053
## 686  LASD6 ~~ LOPCD1  0.645 -0.033  -0.033   -0.059   -0.059
## 749  LASD9 ~~ LOSJP4  0.644  0.038   0.038    0.056    0.056
## 736  LASD9 ~~  LASR3  0.643  0.055   0.055    0.062    0.062
## 495  LADP8 ~~ LOSJP3  0.635  0.043   0.043    0.062    0.062
## 270  LADP1 ~~ LOSJP2  0.634 -0.034  -0.034   -0.056   -0.056
## 228    sjp =~  LASR3  0.633 -0.203  -0.096   -0.096   -0.096
## 170     sr =~ LOSJP4  0.622  0.112   0.074    0.097    0.097
## 877 LOPCD1 ~~ LOPCD3  0.620  0.040   0.040    0.068    0.068
## 573  LASD1 ~~ LOPCD3  0.613  0.039   0.039    0.055    0.055
## 518  LADP9 ~~ LOPCD1  0.610  0.037   0.037    0.056    0.056
## 439  LADP7 ~~  LADP8  0.596  0.061   0.061    0.073    0.073
## 596  LASD2 ~~ LOPCD1  0.593 -0.030  -0.030   -0.056   -0.056
## 823  LASR4 ~~ LOSJP3  0.588  0.045   0.045    0.061    0.061
## 705  LASD7 ~~ LASR10  0.560  0.076   0.076    0.068    0.068
## 707  LASD7 ~~ LOPCD2  0.558  0.044   0.044    0.063    0.063
## 727  LASD8 ~~ LOPCD3  0.555  0.035   0.035    0.048    0.048
## 419  LADP6 ~~  LASD8  0.552  0.055   0.055    0.065    0.065
## 399  LADP5 ~~ LASR10  0.546  0.059   0.059    0.068    0.068
## 865  LASR8 ~~ LOSJP3  0.546  0.042   0.042    0.059    0.059
## 352  LADP4 ~~  LASD4  0.539 -0.051  -0.051   -0.072   -0.072
## 734  LASD9 ~~  LASR1  0.529 -0.044  -0.044   -0.051   -0.051
## 272  LADP1 ~~ LOSJP4  0.525  0.036   0.036    0.052    0.052
## 546 LADP10 ~~ LOPCD2  0.521 -0.033  -0.033   -0.057   -0.057
## 718  LASD8 ~~  LASR3  0.517 -0.052  -0.052   -0.058   -0.058
## 464  LADP7 ~~ LOSJP1  0.515  0.039   0.039    0.056    0.056
## 689  LASD6 ~~ LOSJP1  0.508  0.030   0.030    0.056    0.056
## 892 LOPCD3 ~~ LOSJP4  0.507 -0.028  -0.028   -0.045   -0.045
## 379  LADP5 ~~  LADP9  0.506  0.049   0.049    0.067    0.067
## 753 LASD10 ~~  LASR3  0.501 -0.052  -0.052   -0.058   -0.058
## 388  LADP5 ~~  LASD8  0.500  0.044   0.044    0.061    0.061
## 554  LASD1 ~~  LASD3  0.494  0.060   0.060    0.064    0.064
## 587  LASD2 ~~  LASR1  0.494 -0.040  -0.040   -0.057   -0.057
## 432  LADP6 ~~ LOPCD2  0.493  0.039   0.039    0.061    0.061
## 403  LADP5 ~~ LOSJP1  0.488 -0.031  -0.031   -0.054   -0.054
## 436  LADP6 ~~ LOSJP3  0.486  0.044   0.044    0.057    0.057
## 609  LASD3 ~~  LASD9  0.485  0.056   0.056    0.060    0.060
## 694  LASD7 ~~  LASD8  0.483  0.057   0.057    0.061    0.061
## 597  LASD2 ~~ LOPCD2  0.480  0.029   0.029    0.059    0.059
## 754 LASD10 ~~  LASR4  0.479  0.049   0.049    0.060    0.060
## 855  LASR7 ~~ LOSJP2  0.477 -0.028  -0.028   -0.053   -0.053
## 816  LASR4 ~~  LASR8  0.477 -0.053  -0.053   -0.065   -0.065
## 716  LASD8 ~~  LASR1  0.476  0.043   0.043    0.050    0.050
## 476  LADP8 ~~  LASD6  0.476  0.043   0.043    0.065    0.065
## 110     dp =~ LOPCD2  0.474 -0.218  -0.120   -0.178   -0.178
## 798  LASR2 ~~ LOSJP5  0.467 -0.028  -0.028   -0.055   -0.055
## 204    pcd =~ LOSJP4  0.467 -0.762  -0.410   -0.538   -0.538
## 610  LASD3 ~~ LASD10  0.458 -0.056  -0.056   -0.059   -0.059
## 580  LASD2 ~~  LASD4  0.454 -0.040  -0.040   -0.066   -0.066
## 321  LADP3 ~~  LASD6  0.451  0.043   0.043    0.063    0.063
## 301  LADP2 ~~ LOPCD1  0.449 -0.028  -0.028   -0.045   -0.045
## 393  LADP5 ~~  LASR3  0.447  0.049   0.049    0.060    0.060
## 119     sd =~  LADP3  0.441 -0.497  -0.125   -0.140   -0.140
## 715  LASD8 ~~ LASD10  0.437  0.046   0.046    0.057    0.057
## 883 LOPCD2 ~~ LOPCD3  0.432 -0.025  -0.025   -0.046   -0.046
## 777  LASR1 ~~ LOPCD2  0.423 -0.030  -0.030   -0.047   -0.047
## 295  LADP2 ~~  LASR4  0.418 -0.043  -0.043   -0.056   -0.056
## 802  LASR3 ~~  LASR7  0.415 -0.046  -0.046   -0.058   -0.058
## 886 LOPCD2 ~~ LOSJP3  0.412  0.025   0.025    0.047    0.047
## 599  LASD2 ~~ LOSJP1  0.412  0.026   0.026    0.050    0.050
## 402  LADP5 ~~ LOPCD3  0.410 -0.030  -0.030   -0.046   -0.046
## 252  LADP1 ~~  LASD6  0.401 -0.038  -0.038   -0.054   -0.054
## 717  LASD8 ~~  LASR2  0.401 -0.035  -0.035   -0.049   -0.049
## 646  LASD4 ~~ LOSJP1  0.400  0.029   0.029    0.049    0.049
## 450  LADP7 ~~  LASD9  0.394  0.045   0.045    0.052    0.052
## 113     dp =~ LOSJP2  0.394  0.170   0.094    0.140    0.140
## 390  LADP5 ~~ LASD10  0.393 -0.040  -0.040   -0.055   -0.055
## 655  LASD5 ~~ LASD10  0.392  0.050   0.050    0.056    0.056
## 269  LADP1 ~~ LOSJP1  0.392  0.028   0.028    0.043    0.043
## 526 LADP10 ~~  LASD1  0.391 -0.041  -0.041   -0.055   -0.055
## 664  LASD5 ~~ LASR10  0.390 -0.061  -0.061   -0.059   -0.059
## 626  LASD3 ~~ LOSJP4  0.390 -0.039  -0.039   -0.048   -0.048
## 264  LADP1 ~~  LASR8  0.383 -0.042  -0.042   -0.051   -0.051
## 586  LASD2 ~~ LASD10  0.381  0.037   0.037    0.056    0.056
## 834  LASR5 ~~ LOSJP2  0.376 -0.022  -0.022   -0.043   -0.043
## 389  LADP5 ~~  LASD9  0.368 -0.036  -0.036   -0.050   -0.050
## 652  LASD5 ~~  LASD7  0.365 -0.059  -0.059   -0.058   -0.058
## 583  LASD2 ~~  LASD7  0.355  0.044   0.044    0.057    0.057
## 759 LASD10 ~~ LASR10  0.348  0.048   0.048    0.050    0.050
## 669  LASD5 ~~ LOSJP2  0.341 -0.030  -0.030   -0.047   -0.047
## 901 LOSJP3 ~~ LOSJP4  0.340  0.025   0.025    0.041    0.041
## 339  LADP3 ~~ LOSJP2  0.338  0.026   0.026    0.044    0.044
## 641  LASD4 ~~  LASR8  0.329 -0.040  -0.040   -0.055   -0.055
## 240  LADP1 ~~  LADP4  0.328 -0.039  -0.039   -0.050   -0.050
## 485  LADP8 ~~  LASR5  0.327  0.031   0.031    0.047    0.047
## 112     dp =~ LOSJP1  0.327 -0.163  -0.090   -0.127   -0.127
## 508  LADP9 ~~ LASD10  0.324 -0.040  -0.040   -0.049   -0.049
## 248  LADP1 ~~  LASD2  0.320  0.032   0.032    0.048    0.048
## 713  LASD7 ~~ LOSJP5  0.320  0.033   0.033    0.050    0.050
## 447  LADP7 ~~  LASD6  0.317 -0.042  -0.042   -0.056   -0.056
## 472  LADP8 ~~  LASD2  0.315 -0.033  -0.033   -0.053   -0.053
## 225    sjp =~ LASD10  0.311  0.194   0.092    0.102    0.102
## 207    sjp =~  LADP2  0.306 -0.243  -0.115   -0.136   -0.136
## 699  LASD7 ~~  LASR3  0.306 -0.051  -0.051   -0.049   -0.049
## 376  LADP5 ~~  LADP6  0.305  0.042   0.042    0.054    0.054
## 395  LADP5 ~~  LASR5  0.302  0.029   0.029    0.046    0.046
## 434  LADP6 ~~ LOSJP1  0.295  0.029   0.029    0.043    0.043
## 273  LADP1 ~~ LOSJP5  0.290  0.025   0.025    0.042    0.042
## 564  LASD1 ~~  LASR3  0.288 -0.042  -0.042   -0.048   -0.048
## 537 LADP10 ~~  LASR2  0.285  0.029   0.029    0.043    0.043
## 308  LADP2 ~~ LOSJP5  0.284  0.023   0.023    0.043    0.043
## 585  LASD2 ~~  LASD9  0.278 -0.030  -0.030   -0.046   -0.046
## 548 LADP10 ~~ LOSJP1  0.266  0.022   0.022    0.037    0.037
## 356  LADP4 ~~  LASD8  0.266  0.035   0.035    0.045    0.045
## 693  LASD6 ~~ LOSJP5  0.262  0.023   0.023    0.046    0.046
## 129     sd =~  LASR3  0.262  0.223   0.056    0.056    0.056
## 445  LADP7 ~~  LASD4  0.260 -0.040  -0.040   -0.050   -0.050
## 134     sd =~  LASR8  0.260 -0.207  -0.052   -0.058   -0.058
## 302  LADP2 ~~ LOPCD2  0.259 -0.023  -0.023   -0.040   -0.040
## 619  LASD3 ~~ LASR10  0.257  0.051   0.051    0.045    0.045
## 535 LADP10 ~~ LASD10  0.257 -0.031  -0.031   -0.041   -0.041
## 213    sjp =~  LADP8  0.255  0.215   0.102    0.119    0.119
## 227    sjp =~  LASR2  0.251  0.101   0.048    0.060    0.060
## 671  LASD5 ~~ LOSJP4  0.250 -0.030  -0.030   -0.041   -0.041
## 796  LASR2 ~~ LOSJP3  0.247 -0.023  -0.023   -0.036   -0.036
## 401  LADP5 ~~ LOPCD2  0.247  0.023   0.023    0.042    0.042
## 422  LADP6 ~~  LASR1  0.244 -0.037  -0.037   -0.041   -0.041
## 475  LADP8 ~~  LASD5  0.242  0.039   0.039    0.046    0.046
## 703  LASD7 ~~  LASR7  0.241  0.038   0.038    0.045    0.045
## 861  LASR8 ~~ LOPCD2  0.240 -0.025  -0.025   -0.041   -0.041
## 862  LASR8 ~~ LOPCD3  0.236 -0.024  -0.024   -0.034   -0.034
## 837  LASR5 ~~ LOSJP5  0.236  0.019   0.019    0.038    0.038
## 492  LADP8 ~~ LOPCD3  0.234 -0.023  -0.023   -0.034   -0.034
## 193    pcd =~  LASR2  0.232  0.080   0.043    0.054    0.054
## 497  LADP8 ~~ LOSJP5  0.231 -0.023  -0.023   -0.042   -0.042
## 612  LASD3 ~~  LASR2  0.229 -0.034  -0.034   -0.040   -0.040
## 453  LADP7 ~~  LASR2  0.229 -0.033  -0.033   -0.042   -0.042
## 644  LASD4 ~~ LOPCD2  0.229 -0.023  -0.023   -0.041   -0.041
## 770  LASR1 ~~  LASR4  0.229 -0.036  -0.036   -0.041   -0.041
## 406  LADP5 ~~ LOSJP4  0.228  0.024   0.024    0.038    0.038
## 245  LADP1 ~~  LADP9  0.227 -0.034  -0.034   -0.041   -0.041
## 827  LASR5 ~~  LASR7  0.226  0.025   0.025    0.041    0.041
## 297  LADP2 ~~  LASR6  0.225  0.030   0.030    0.041    0.041
## 787  LASR2 ~~  LASR6  0.224  0.030   0.030    0.042    0.042
## 643  LASD4 ~~ LOPCD1  0.223  0.020   0.020    0.034    0.034
## 382  LADP5 ~~  LASD2  0.221 -0.027  -0.027   -0.045   -0.045
## 576  LASD1 ~~ LOSJP3  0.219 -0.026  -0.026   -0.037   -0.037
## 330  LADP3 ~~  LASR5  0.219 -0.026  -0.026   -0.038   -0.038
## 397  LADP5 ~~  LASR7  0.218 -0.028  -0.028   -0.043   -0.043
## 350  LADP4 ~~  LASD2  0.214  0.029   0.029    0.046    0.046
## 595  LASD2 ~~ LASR10  0.209  0.033   0.033    0.043    0.043
## 343  LADP4 ~~  LADP5  0.204  0.031   0.031    0.044    0.044
## 621  LASD3 ~~ LOPCD2  0.204  0.026   0.026    0.037    0.037
## 650  LASD4 ~~ LOSJP5  0.200  0.021   0.021    0.040    0.040
## 438  LADP6 ~~ LOSJP5  0.200 -0.025  -0.025   -0.041   -0.041
## 257  LADP1 ~~  LASR1  0.200  0.028   0.028    0.032    0.032
## 234    sjp =~ LASR10  0.198 -0.124  -0.059   -0.055   -0.055
## 680  LASD6 ~~  LASR4  0.195  0.030   0.030    0.043    0.043
## 672  LASD5 ~~ LOSJP5  0.194 -0.025  -0.025   -0.040   -0.040
## 300  LADP2 ~~ LASR10  0.193 -0.033  -0.033   -0.037   -0.037
## 425  LADP6 ~~  LASR4  0.190  0.037   0.037    0.042    0.042
## 305  LADP2 ~~ LOSJP2  0.189  0.018   0.018    0.032    0.032
## 235    sjp =~ LOPCD1  0.187 -0.567  -0.268   -0.369   -0.369
## 360  LADP4 ~~  LASR2  0.184 -0.026  -0.026   -0.038   -0.038
## 509  LADP9 ~~  LASR1  0.182 -0.029  -0.029   -0.034   -0.034
## 211    sjp =~  LADP6  0.180 -0.200  -0.095   -0.099   -0.099
## 821  LASR4 ~~ LOSJP1  0.180  0.021   0.021    0.032    0.032
## 409  LADP6 ~~  LADP8  0.178  0.033   0.033    0.040    0.040
## 489  LADP8 ~~ LASR10  0.175 -0.034  -0.034   -0.038   -0.038
## 172    pcd =~  LADP1  0.173  0.211   0.113    0.124    0.124
## 188    pcd =~  LASD7  0.173 -0.152  -0.082   -0.078   -0.078
## 755 LASD10 ~~  LASR5  0.173  0.022   0.022    0.032    0.032
## 121     sd =~  LADP5  0.172  0.286   0.072    0.088    0.088
## 456  LADP7 ~~  LASR5  0.171  0.027   0.027    0.035    0.035
## 572  LASD1 ~~ LOPCD2  0.170 -0.021  -0.021   -0.035   -0.035
## 601  LASD2 ~~ LOSJP3  0.168 -0.020  -0.020   -0.033   -0.033
## 449  LADP7 ~~  LASD8  0.167  0.031   0.031    0.036    0.036
## 435  LADP6 ~~ LOSJP2  0.165  0.021   0.021    0.032    0.032
## 249  LADP1 ~~  LASD3  0.161  0.031   0.031    0.032    0.032
## 427  LADP6 ~~  LASR6  0.158  0.032   0.032    0.039    0.039
## 182    pcd =~  LASD1  0.157  0.122   0.065    0.074    0.074
## 846  LASR6 ~~ LOSJP3  0.155  0.022   0.022    0.032    0.032
## 392  LADP5 ~~  LASR2  0.151 -0.022  -0.022   -0.034   -0.034
## 278  LADP2 ~~  LADP7  0.151  0.029   0.029    0.035    0.035
## 501  LADP9 ~~  LASD3  0.151  0.033   0.033    0.035    0.035
## 329  LADP3 ~~  LASR4  0.149  0.029   0.029    0.035    0.035
## 648  LASD4 ~~ LOSJP3  0.144 -0.020  -0.020   -0.031   -0.031
## 807  LASR3 ~~ LOPCD3  0.141  0.020   0.020    0.025    0.025
## 493  LADP8 ~~ LOSJP1  0.139  0.017   0.017    0.028    0.028
## 794  LASR2 ~~ LOSJP1  0.137 -0.015  -0.015   -0.026   -0.026
## 529 LADP10 ~~  LASD4  0.136 -0.023  -0.023   -0.033   -0.033
## 255  LADP1 ~~  LASD9  0.135 -0.022  -0.022   -0.027   -0.027
## 320  LADP3 ~~  LASD5  0.133 -0.030  -0.030   -0.034   -0.034
## 396  LADP5 ~~  LASR6  0.132  0.025   0.025    0.035    0.035
## 791  LASR2 ~~ LOPCD1  0.131 -0.014  -0.014   -0.024   -0.024
## 592  LASD2 ~~  LASR6  0.130  0.022   0.022    0.035    0.035
## 200    pcd =~ LASR10  0.130 -0.083  -0.045   -0.042   -0.042
## 889 LOPCD3 ~~ LOSJP1  0.128  0.013   0.013    0.022    0.022
## 166     sr =~ LOPCD3  0.127  0.051   0.033    0.041    0.041
## 620  LASD3 ~~ LOPCD1  0.126  0.019   0.019    0.025    0.025
## 896 LOSJP1 ~~ LOSJP4  0.124 -0.013  -0.013   -0.024   -0.024
## 420  LADP6 ~~  LASD9  0.115 -0.024  -0.024   -0.028   -0.028
## 747  LASD9 ~~ LOSJP2  0.115  0.014   0.014    0.023    0.023
## 285  LADP2 ~~  LASD4  0.112  0.020   0.020    0.029    0.029
## 687  LASD6 ~~ LOPCD2  0.108  0.015   0.015    0.028    0.028
## 303  LADP2 ~~ LOPCD3  0.107 -0.015  -0.015   -0.022   -0.022
## 891 LOPCD3 ~~ LOSJP3  0.106 -0.013  -0.013   -0.021   -0.021
## 355  LADP4 ~~  LASD7  0.104  0.028   0.028    0.031    0.031
## 276  LADP2 ~~  LADP5  0.104 -0.020  -0.020   -0.029   -0.029
## 768  LASR1 ~~  LASR2  0.104 -0.022  -0.022   -0.029   -0.029
## 763 LASD10 ~~ LOSJP1  0.103  0.015   0.015    0.023    0.023
## 822  LASR4 ~~ LOSJP2  0.102 -0.015  -0.015   -0.025   -0.025
## 481  LADP8 ~~  LASR1  0.102 -0.021  -0.021   -0.025   -0.025
## 412  LADP6 ~~  LASD1  0.100 -0.025  -0.025   -0.030   -0.030
## 618  LASD3 ~~  LASR8  0.100  0.027   0.027    0.028    0.028
## 637  LASD4 ~~  LASR4  0.097 -0.022  -0.022   -0.030   -0.030
## 448  LADP7 ~~  LASD7  0.097  0.030   0.030    0.030    0.030
## 773  LASR1 ~~  LASR7  0.094 -0.020  -0.020   -0.027   -0.027
## 201    pcd =~ LOSJP1  0.092 -0.312  -0.168   -0.237   -0.237
## 735  LASD9 ~~  LASR2  0.091  0.016   0.016    0.023    0.023
## 579  LASD2 ~~  LASD3  0.091 -0.022  -0.022   -0.028   -0.028
## 304  LADP2 ~~ LOSJP1  0.088 -0.013  -0.013   -0.021   -0.021
## 466  LADP7 ~~ LOSJP3  0.086  0.019   0.019    0.024    0.024
## 507  LADP9 ~~  LASD9  0.086  0.019   0.019    0.024    0.024
## 617  LASD3 ~~  LASR7  0.086 -0.022  -0.022   -0.026   -0.026
## 852  LASR7 ~~ LOPCD2  0.086 -0.013  -0.013   -0.024   -0.024
## 851  LASR7 ~~ LOPCD1  0.085  0.012   0.012    0.020    0.020
## 636  LASD4 ~~  LASR3  0.085  0.022   0.022    0.026    0.026
## 149     sr =~  LADP6  0.085 -0.051  -0.034   -0.035   -0.035
## 832  LASR5 ~~ LOPCD3  0.084 -0.011  -0.011   -0.018   -0.018
## 370  LADP4 ~~ LOPCD3  0.083  0.015   0.015    0.021    0.021
## 494  LADP8 ~~ LOSJP2  0.083  0.013   0.013    0.022    0.022
## 663  LASD5 ~~  LASR8  0.081 -0.024  -0.024   -0.027   -0.027
## 902 LOSJP3 ~~ LOSJP5  0.080 -0.011  -0.011   -0.022   -0.022
## 704  LASD7 ~~  LASR8  0.075  0.024   0.024    0.026    0.026
## 164     sr =~ LOPCD1  0.072 -0.034  -0.023   -0.031   -0.031
## 262  LADP1 ~~  LASR6  0.072  0.018   0.018    0.022    0.022
## 237    sjp =~ LOPCD3  0.071  0.390   0.184    0.229    0.229
## 575  LASD1 ~~ LOSJP2  0.070  0.012   0.012    0.021    0.021
## 100     dp =~  LASR1  0.070  0.050   0.028    0.029    0.029
## 751 LASD10 ~~  LASR1  0.070 -0.017  -0.017   -0.020   -0.020
## 408  LADP6 ~~  LADP7  0.066  0.024   0.024    0.025    0.025
## 317  LADP3 ~~  LASD2  0.066 -0.016  -0.016   -0.024   -0.024
## 531 LADP10 ~~  LASD6  0.066 -0.015  -0.015   -0.023   -0.023
## 874 LASR10 ~~ LOSJP4  0.065  0.016   0.016    0.020    0.020
## 552 LADP10 ~~ LOSJP5  0.064  0.011   0.011    0.021    0.021
## 590  LASD2 ~~  LASR4  0.062  0.016   0.016    0.024    0.024
## 341  LADP3 ~~ LOSJP4  0.062 -0.013  -0.013   -0.019   -0.019
## 145     sr =~  LADP2  0.061  0.037   0.024    0.029    0.029
## 536 LADP10 ~~  LASR1  0.061 -0.015  -0.015   -0.019   -0.019
## 622  LASD3 ~~ LOPCD3  0.061  0.014   0.014    0.017    0.017
## 780  LASR1 ~~ LOSJP2  0.059 -0.011  -0.011   -0.016   -0.016
## 682  LASD6 ~~  LASR6  0.059  0.016   0.016    0.024    0.024
## 309  LADP3 ~~  LADP4  0.059  0.018   0.018    0.023    0.023
## 695  LASD7 ~~  LASD9  0.059 -0.019  -0.019   -0.021   -0.021
## 782  LASR1 ~~ LOSJP4  0.055  0.012   0.012    0.016    0.016
## 868 LASR10 ~~ LOPCD1  0.054 -0.013  -0.013   -0.016   -0.016
## 259  LADP1 ~~  LASR3  0.053  0.017   0.017    0.018    0.018
## 726  LASD8 ~~ LOPCD2  0.052 -0.011  -0.011   -0.018   -0.018
## 428  LADP6 ~~  LASR7  0.052 -0.016  -0.016   -0.022   -0.022
## 677  LASD6 ~~  LASR1  0.051 -0.014  -0.014   -0.019   -0.019
## 769  LASR1 ~~  LASR3  0.051  0.019   0.019    0.020    0.020
## 478  LADP8 ~~  LASD8  0.051  0.014   0.014    0.019    0.019
## 265  LADP1 ~~ LASR10  0.051  0.018   0.018    0.018    0.018
## 864  LASR8 ~~ LOSJP2  0.050 -0.010  -0.010   -0.017   -0.017
## 512  LADP9 ~~  LASR4  0.049  0.017   0.017    0.020    0.020
## 236    sjp =~ LOPCD2  0.048  0.258   0.122    0.180    0.180
## 647  LASD4 ~~ LOSJP2  0.047  0.009   0.009    0.017    0.017
## 394  LADP5 ~~  LASR4  0.047  0.015   0.015    0.020    0.020
## 542 LADP10 ~~  LASR7  0.047  0.013   0.013    0.019    0.019
## 702  LASD7 ~~  LASR6  0.047  0.019   0.019    0.020    0.020
## 549 LADP10 ~~ LOSJP2  0.046  0.009   0.009    0.016    0.016
## 876 LOPCD1 ~~ LOPCD2  0.046 -0.007  -0.007   -0.015   -0.015
## 322  LADP3 ~~  LASD7  0.045  0.018   0.018    0.019    0.019
## 737  LASD9 ~~  LASR4  0.045  0.014   0.014    0.017    0.017
## 887 LOPCD2 ~~ LOSJP4  0.044  0.008   0.008    0.015    0.015
## 701  LASD7 ~~  LASR5  0.044 -0.014  -0.014   -0.018   -0.018
## 714  LASD8 ~~  LASD9  0.044  0.015   0.015    0.018    0.018
## 298  LADP2 ~~  LASR7  0.044 -0.012  -0.012   -0.018   -0.018
## 378  LADP5 ~~  LADP8  0.044  0.014   0.014    0.020    0.020
## 277  LADP2 ~~  LADP6  0.041 -0.015  -0.015   -0.018   -0.018
## 484  LADP8 ~~  LASR4  0.041 -0.015  -0.015   -0.019   -0.019
## 801  LASR3 ~~  LASR6  0.040  0.016   0.016    0.018    0.018
## 783  LASR1 ~~ LOSJP5  0.039 -0.009  -0.009   -0.015   -0.015
## 810  LASR3 ~~ LOSJP3  0.038 -0.012  -0.012   -0.015   -0.015
## 261  LADP1 ~~  LASR5  0.038 -0.010  -0.010   -0.014   -0.014
## 870 LASR10 ~~ LOPCD3  0.037  0.011   0.011    0.013    0.013
## 696  LASD7 ~~ LASD10  0.037  0.016   0.016    0.017    0.017
## 730  LASD8 ~~ LOSJP3  0.036 -0.010  -0.010   -0.014   -0.014
## 799  LASR3 ~~  LASR4  0.035  0.016   0.016    0.017    0.017
## 826  LASR5 ~~  LASR6  0.035 -0.011  -0.011   -0.017   -0.017
## 722  LASD8 ~~  LASR7  0.035  0.011   0.011    0.016    0.016
## 354  LADP4 ~~  LASD6  0.034 -0.012  -0.012   -0.018   -0.018
## 490  LADP8 ~~ LOPCD1  0.033  0.008   0.008    0.013    0.013
## 863  LASR8 ~~ LOSJP1  0.033 -0.009  -0.009   -0.014   -0.014
## 559  LASD1 ~~  LASD8  0.032  0.012   0.012    0.016    0.016
## 335  LADP3 ~~ LOPCD1  0.031  0.008   0.008    0.012    0.012
## 838  LASR6 ~~  LASR7  0.029 -0.011  -0.011   -0.016   -0.016
## 441  LADP7 ~~ LADP10  0.028  0.013   0.013    0.015    0.015
## 836  LASR5 ~~ LOSJP4  0.028  0.007   0.007    0.012    0.012
## 521  LADP9 ~~ LOSJP1  0.027  0.008   0.008    0.012    0.012
## 332  LADP3 ~~  LASR7  0.027  0.010   0.010    0.015    0.015
## 284  LADP2 ~~  LASD3  0.026  0.012   0.012    0.013    0.013
## 325  LADP3 ~~ LASD10  0.026  0.011   0.011    0.014    0.014
## 334  LADP3 ~~ LASR10  0.026  0.014   0.014    0.014    0.014
## 216    sjp =~  LASD1  0.025  0.054   0.025    0.029    0.029
## 115     dp =~ LOSJP4  0.025 -0.049  -0.027   -0.036   -0.036
## 766 LASD10 ~~ LOSJP4  0.024 -0.008  -0.008   -0.012   -0.012
## 191    pcd =~ LASD10  0.024  0.050   0.027    0.030    0.030
## 256  LADP1 ~~ LASD10  0.023 -0.010  -0.010   -0.012   -0.012
## 459  LADP7 ~~  LASR8  0.021  0.012   0.012    0.014    0.014
## 314  LADP3 ~~  LADP9  0.021  0.011   0.011    0.013    0.013
## 804  LASR3 ~~ LASR10  0.020  0.013   0.013    0.013    0.013
## 274  LADP2 ~~  LADP3  0.020 -0.009  -0.009   -0.012   -0.012
## 524  LADP9 ~~ LOSJP4  0.019 -0.008  -0.008   -0.011   -0.011
## 311  LADP3 ~~  LADP6  0.019  0.011   0.011    0.013    0.013
## 739  LASD9 ~~  LASR6  0.019  0.009   0.009    0.011    0.011
## 854  LASR7 ~~ LOSJP1  0.017 -0.006  -0.006   -0.010   -0.010
## 165     sr =~ LOPCD2  0.017 -0.016  -0.010   -0.015   -0.015
## 243  LADP1 ~~  LADP7  0.017  0.010   0.010    0.011    0.011
## 523  LADP9 ~~ LOSJP3  0.017 -0.007  -0.007   -0.010   -0.010
## 869 LASR10 ~~ LOPCD2  0.016  0.008   0.008    0.011    0.011
## 709  LASD7 ~~ LOSJP1  0.016 -0.007  -0.007   -0.010   -0.010
## 351  LADP4 ~~  LASD3  0.016  0.011   0.011    0.012    0.012
## 386  LADP5 ~~  LASD6  0.015  0.008   0.008    0.012    0.012
## 608  LASD3 ~~  LASD8  0.015  0.010   0.010    0.011    0.011
## 624  LASD3 ~~ LOSJP2  0.015  0.007   0.007    0.009    0.009
## 640  LASD4 ~~  LASR7  0.015 -0.007  -0.007   -0.011   -0.011
## 742  LASD9 ~~ LASR10  0.015  0.009   0.009    0.010    0.010
## 361  LADP4 ~~  LASR3  0.014 -0.009  -0.009   -0.011   -0.011
## 731  LASD8 ~~ LOSJP4  0.014 -0.006  -0.006   -0.009   -0.009
## 377  LADP5 ~~  LADP7  0.013 -0.009  -0.009   -0.011   -0.011
## 600  LASD2 ~~ LOSJP2  0.013 -0.004  -0.004   -0.009   -0.009
## 828  LASR5 ~~  LASR8  0.012  0.006   0.006    0.009    0.009
## 857  LASR7 ~~ LOSJP4  0.012  0.005   0.005    0.008    0.008
## 654  LASD5 ~~  LASD9  0.011  0.008   0.008    0.009    0.009
## 306  LADP2 ~~ LOSJP3  0.011 -0.005  -0.005   -0.008   -0.008
## 337  LADP3 ~~ LOPCD3  0.011 -0.005  -0.005   -0.007   -0.007
## 811  LASR3 ~~ LOSJP4  0.009 -0.006  -0.006   -0.007   -0.007
## 853  LASR7 ~~ LOPCD3  0.008 -0.004  -0.004   -0.006   -0.006
## 551 LADP10 ~~ LOSJP4  0.008  0.004   0.004    0.007    0.007
## 568  LASD1 ~~  LASR7  0.008  0.006   0.006    0.008    0.008
## 789  LASR2 ~~  LASR8  0.008 -0.006  -0.006   -0.008   -0.008
## 267  LADP1 ~~ LOPCD2  0.008 -0.004  -0.004   -0.007   -0.007
## 752 LASD10 ~~  LASR2  0.008 -0.005  -0.005   -0.007   -0.007
## 673  LASD6 ~~  LASD7  0.007  0.007   0.007    0.008    0.008
## 108     dp =~ LASR10  0.007 -0.019  -0.010   -0.010   -0.010
## 467  LADP7 ~~ LOSJP4  0.007  0.005   0.005    0.007    0.007
## 289  LADP2 ~~  LASD8  0.007 -0.005  -0.005   -0.007   -0.007
## 139     sd =~ LOSJP1  0.007  0.041   0.010    0.015    0.015
## 206    sjp =~  LADP1  0.007  0.041   0.019    0.021    0.021
## 667  LASD5 ~~ LOPCD3  0.006  0.005   0.005    0.006    0.006
## 251  LADP1 ~~  LASD5  0.006 -0.006  -0.006   -0.007   -0.007
## 900 LOSJP2 ~~ LOSJP5  0.005  0.002   0.002    0.006    0.006
## 893 LOPCD3 ~~ LOSJP5  0.005 -0.003  -0.003   -0.005   -0.005
## 725  LASD8 ~~ LOPCD1  0.005  0.003   0.003    0.005    0.005
## 426  LADP6 ~~  LASR5  0.005 -0.004  -0.004   -0.006   -0.006
## 795  LASR2 ~~ LOSJP2  0.005 -0.003  -0.003   -0.005   -0.005
## 569  LASD1 ~~  LASR8  0.005 -0.005  -0.005   -0.007   -0.007
## 124     sd =~  LADP8  0.005  0.049   0.012    0.014    0.014
## 431  LADP6 ~~ LOPCD1  0.004  0.003   0.003    0.004    0.004
## 790  LASR2 ~~ LASR10  0.004 -0.004  -0.004   -0.005   -0.005
## 444  LADP7 ~~  LASD3  0.003  0.006   0.006    0.005    0.005
## 288  LADP2 ~~  LASD7  0.003  0.004   0.004    0.005    0.005
## 144     sr =~  LADP1  0.002  0.008   0.005    0.005    0.005
## 659  LASD5 ~~  LASR4  0.002  0.004   0.004    0.004    0.004
## 743  LASD9 ~~ LOPCD1  0.002  0.002   0.002    0.003    0.003
## 515  LADP9 ~~  LASR7  0.002 -0.003  -0.003   -0.004   -0.004
## 829  LASR5 ~~ LASR10  0.002 -0.003  -0.003   -0.004   -0.004
## 638  LASD4 ~~  LASR5  0.002 -0.002  -0.002   -0.003   -0.003
## 534 LADP10 ~~  LASD9  0.001 -0.002  -0.002   -0.002   -0.002
## 488  LADP8 ~~  LASR8  0.001  0.002   0.002    0.003    0.003
## 528 LADP10 ~~  LASD3  0.001  0.002   0.002    0.003    0.003
## 545 LADP10 ~~ LOPCD1  0.001  0.001   0.001    0.002    0.002
## 96      dp =~  LASD7  0.001 -0.011  -0.006   -0.006   -0.006
## 570  LASD1 ~~ LASR10  0.001  0.002   0.002    0.002    0.002
## 856  LASR7 ~~ LOSJP3  0.001 -0.001  -0.001   -0.002   -0.002
## 574  LASD1 ~~ LOSJP1  0.000  0.001   0.001    0.002    0.002
## 486  LADP8 ~~  LASR6  0.000 -0.001  -0.001   -0.002   -0.002
## 451  LADP7 ~~ LASD10  0.000 -0.001  -0.001   -0.002   -0.002
## 177    pcd =~  LADP6  0.000  0.008   0.004    0.005    0.005
## 748  LASD9 ~~ LOSJP3  0.000  0.001   0.001    0.001    0.001
## 881 LOPCD1 ~~ LOSJP4  0.000  0.000   0.000   -0.001   -0.001
## 719  LASD8 ~~  LASR4  0.000 -0.001  -0.001   -0.001   -0.001
## 711  LASD7 ~~ LOSJP3  0.000  0.001   0.001    0.001    0.001
## 897 LOSJP1 ~~ LOSJP5  0.000  0.000   0.000    0.000    0.000
  • Using parcels
data$dp1 <- rowMeans(data[, c("LADP1","LADP2","LADP3","LADP4")])
data$dp2 <- rowMeans(data[, c("LADP5","LADP6","LADP7")])
data$dp3 <- rowMeans(data[, c("LADP8","LADP9","LADP10")])

data$sd1 <- rowMeans(data[, c("LASD1","LASD2","LASD3","LASD4")])
data$sd2 <- rowMeans(data[, c("LASD5","LASD6","LASD7")])
data$sd3 <- rowMeans(data[, c("LASD8","LASD9","LASD10")])

data$sr1 <- rowMeans(data[, c("LASR1","LASR2","LASR3","LASR4")])
data$sr2 <- rowMeans(data[, c("LASR5","LASR6","LASR7")])
data$sr3 <- rowMeans(data[, c("LASR8","LASR10")])
sem_model <- '
# Measurement model
dp =~  dp1 + dp2 + dp3
sd =~ sd1 + sd2 + sd3
sr =~ sr1 + sr2 + sr3

pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5


# Structural model
pcd + sjp ~ dp + sd + sr

# Correlations
pcd~~sjp
dp~~sd+sr
sd~~sr
'

fit <- sem(model = sem_model, data = data)

summary(fit, fit.measures = T, standardized = T)
## lavaan (0.5-23.1097) converged normally after 130 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              184.447
##   Degrees of freedom                               109
##   P-value (Chi-square)                           0.000
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic              565.039
##   Degrees of freedom                               136
##   P-value                                        0.000
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    0.824
##   Tucker-Lewis Index (TLI)                       0.781
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -1490.012
##   Loglikelihood unrestricted model (H1)      -1397.789
## 
##   Number of free parameters                         44
##   Akaike (AIC)                                3068.024
##   Bayesian (BIC)                              3182.652
##   Sample-size adjusted Bayesian (BIC)         3043.689
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.083
##   90 Percent Confidence Interval          0.062  0.104
##   P-value RMSEA <= 0.05                          0.007
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.093
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   dp =~                                                                 
##     dp1               1.000                               0.298    0.541
##     dp2               0.389    0.229    1.702    0.089    0.116    0.215
##     dp3               1.247    0.341    3.654    0.000    0.372    0.617
##   sd =~                                                                 
##     sd1               1.000                               0.170    0.311
##     sd2               0.702    0.317    2.212    0.027    0.119    0.216
##     sd3               4.595    2.303    1.995    0.046    0.780    1.181
##   sr =~                                                                 
##     sr1               1.000                               0.383    0.618
##     sr2               0.971    0.261    3.718    0.000    0.372    0.695
##     sr3               1.027    0.291    3.524    0.000    0.393    0.518
##   pcd =~                                                                
##     LOPCD1            1.000                               0.545    0.750
##     LOPCD2            0.667    0.131    5.093    0.000    0.363    0.537
##     LOPCD3            1.105    0.154    7.173    0.000    0.602    0.748
##   sjp =~                                                                
##     LOSJP1            1.000                               0.471    0.664
##     LOSJP2            0.913    0.165    5.525    0.000    0.430    0.641
##     LOSJP3            1.064    0.197    5.390    0.000    0.501    0.623
##     LOSJP4            0.983    0.186    5.273    0.000    0.463    0.607
##     LOSJP5            0.614    0.152    4.039    0.000    0.289    0.452
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   pcd ~                                                                 
##     dp                1.238    0.452    2.737    0.006    0.678    0.678
##     sd               -0.717    0.451   -1.590    0.112   -0.224   -0.224
##     sr                0.330    0.193    1.705    0.088    0.232    0.232
##   sjp ~                                                                 
##     dp                0.892    0.366    2.435    0.015    0.565    0.565
##     sd               -0.680    0.386   -1.760    0.078   -0.245   -0.245
##     sr                0.424    0.178    2.383    0.017    0.345    0.345
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .pcd ~~                                                                
##    .sjp               0.077    0.037    2.110    0.035    0.941    0.941
##   dp ~~                                                                 
##     sd               -0.022    0.014   -1.622    0.105   -0.442   -0.442
##     sr                0.009    0.020    0.432    0.666    0.074    0.074
##   sd ~~                                                                 
##     sr                0.003    0.007    0.486    0.627    0.052    0.052
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .dp1               0.215    0.039    5.571    0.000    0.215    0.707
##    .dp2               0.277    0.040    6.913    0.000    0.277    0.954
##    .dp3               0.225    0.048    4.657    0.000    0.225    0.619
##    .sd1               0.269    0.039    6.846    0.000    0.269    0.903
##    .sd2               0.291    0.041    7.076    0.000    0.291    0.953
##    .sd3              -0.173    0.237   -0.728    0.467   -0.173   -0.396
##    .sr1               0.237    0.050    4.762    0.000    0.237    0.618
##    .sr2               0.148    0.040    3.730    0.000    0.148    0.517
##    .sr3               0.422    0.073    5.779    0.000    0.422    0.732
##    .LOPCD1            0.231    0.042    5.454    0.000    0.231    0.438
##    .LOPCD2            0.325    0.049    6.623    0.000    0.325    0.712
##    .LOPCD3            0.286    0.052    5.477    0.000    0.286    0.441
##    .LOSJP1            0.281    0.046    6.086    0.000    0.281    0.559
##    .LOSJP2            0.265    0.043    6.211    0.000    0.265    0.589
##    .LOSJP3            0.396    0.063    6.295    0.000    0.396    0.612
##    .LOSJP4            0.367    0.058    6.359    0.000    0.367    0.631
##    .LOSJP5            0.326    0.048    6.769    0.000    0.326    0.796
##     dp                0.089    0.039    2.306    0.021    1.000    1.000
##     sd                0.029    0.021    1.400    0.161    1.000    1.000
##     sr                0.147    0.056    2.604    0.009    1.000    1.000
##    .pcd               0.084    0.051    1.637    0.102    0.284    0.284
##    .sjp               0.080    0.039    2.052    0.040    0.359    0.359
modificationindices(fit, sort. = T)
##        lhs op    rhs     mi    epc sepc.lv sepc.all sepc.nox
## 235 LOPCD2 ~~ LOSJP2 11.813  0.112   0.112    0.248    0.248
## 229 LOPCD1 ~~ LOSJP2 11.344 -0.104  -0.104   -0.213   -0.213
## 136    dp2 ~~    sd2 11.283  0.095   0.095    0.319    0.319
## 228 LOPCD1 ~~ LOSJP1  9.358  0.099   0.099    0.192    0.192
## 105    pcd =~ LOSJP5  8.492 -2.527  -1.376   -2.150   -2.150
## 51      dp =~    sd2  7.863  0.797   0.238    0.430    0.430
## 211    sr2 ~~ LOPCD2  7.689 -0.076  -0.076   -0.209   -0.209
## 253 LOSJP4 ~~ LOSJP5  7.085  0.100   0.100    0.205    0.205
## 134    dp2 ~~    dp3  6.774  0.080   0.080    0.247    0.247
## 248 LOSJP2 ~~ LOSJP3  6.689  0.099   0.099    0.183    0.183
## 164    sd1 ~~    sd3  6.392 -0.302  -0.302   -0.836   -0.836
## 140    dp2 ~~    sr3  6.213  0.092   0.092    0.224    0.224
## 152    dp3 ~~    sr1  6.148 -0.074  -0.074   -0.198   -0.198
## 91      sr =~ LOSJP5  5.806  0.504   0.193    0.302    0.302
## 63      dp =~ LOSJP5  5.723 -1.136  -0.339   -0.530   -0.530
## 234 LOPCD2 ~~ LOSJP1  5.555 -0.080  -0.080   -0.167   -0.167
## 213    sr2 ~~ LOSJP1  5.219  0.061   0.061    0.162    0.162
## 70      sd =~ LOPCD1  5.212 -0.835  -0.142   -0.195   -0.195
## 232 LOPCD1 ~~ LOSJP5  5.005 -0.071  -0.071   -0.153   -0.153
## 202    sr1 ~~ LOPCD2  5.002  0.072   0.072    0.171    0.171
## 88      sr =~ LOSJP2  4.947 -0.458  -0.176   -0.262   -0.262
## 191    sd3 ~~ LOPCD1  4.931 -0.071  -0.071   -0.148   -0.148
## 96     pcd =~    sd2  4.539  0.301   0.164    0.297    0.297
## 135    dp2 ~~    sd1  4.510  0.057   0.057    0.194    0.194
## 225    sr3 ~~ LOSJP5  3.582  0.076   0.076    0.157    0.157
## 240 LOPCD3 ~~ LOSJP2  3.410  0.063   0.063    0.117    0.117
## 113    sjp =~    sr2  3.304 -0.260  -0.122   -0.229   -0.229
## 223    sr3 ~~ LOSJP3  3.299  0.084   0.084    0.137    0.137
## 110    sjp =~    sd2  3.240  0.284   0.134    0.242    0.242
## 173    sd1 ~~ LOSJP3  3.225 -0.060  -0.060   -0.137   -0.137
## 244 LOSJP1 ~~ LOSJP2  3.205 -0.059  -0.059   -0.125   -0.125
## 154    dp3 ~~    sr3  3.134  0.066   0.066    0.144    0.144
## 99     pcd =~    sr2  3.059 -0.204  -0.111   -0.208   -0.208
## 238 LOPCD2 ~~ LOSJP5  3.026  0.060   0.060    0.139    0.139
## 65      sd =~    dp2  3.000  0.516   0.088    0.163    0.163
## 214    sr2 ~~ LOSJP2  2.962 -0.044  -0.044   -0.123   -0.123
## 55      dp =~    sr3  2.890  0.504   0.150    0.198    0.198
## 119    dp1 ~~    dp3  2.888 -0.124  -0.124   -0.373   -0.373
## 72      sd =~ LOPCD3  2.808  0.678   0.115    0.143    0.143
## 176    sd2 ~~    sd3  2.796  0.129   0.129    0.354    0.354
## 230 LOPCD1 ~~ LOSJP3  2.782 -0.062  -0.062   -0.106   -0.106
## 64      sd =~    dp1  2.731 -0.569  -0.097   -0.175   -0.175
## 175    sd1 ~~ LOSJP5  2.691  0.048   0.048    0.138    0.138
## 102    pcd =~ LOSJP2  2.606  1.418   0.772    1.151    1.151
## 210    sr2 ~~ LOPCD1  2.560  0.041   0.041    0.104    0.104
## 150    dp3 ~~    sd2  2.523  0.045   0.045    0.135    0.135
## 67      sd =~    sr1  2.441 -0.453  -0.077   -0.124   -0.124
## 61      dp =~ LOSJP3  2.399  0.885   0.264    0.328    0.328
## 97     pcd =~    sd3  2.355 -1.479  -0.805   -1.219   -1.219
## 52      dp =~    sd3  2.315 -2.660  -0.794   -1.202   -1.202
## 115    sjp =~ LOPCD1  2.253 -1.645  -0.775   -1.066   -1.066
## 54      dp =~    sr2  2.167 -0.329  -0.098   -0.183   -0.183
## 81      sr =~    sd1  2.053  0.233   0.089    0.163    0.163
## 166    sd1 ~~    sr2  1.915  0.033   0.033    0.112    0.112
## 193    sd3 ~~ LOPCD3  1.828  0.048   0.048    0.090    0.090
## 129    dp1 ~~ LOSJP1  1.813 -0.039  -0.039   -0.099   -0.099
## 122    dp1 ~~    sd3  1.680 -0.038  -0.038   -0.104   -0.104
## 222    sr3 ~~ LOSJP2  1.666 -0.049  -0.049   -0.096   -0.096
## 74      sd =~ LOSJP2  1.654 -0.416  -0.071   -0.105   -0.105
## 224    sr3 ~~ LOSJP4  1.650  0.057   0.057    0.098    0.098
## 111    sjp =~    sd3  1.643 -1.182  -0.556   -0.842   -0.842
## 215    sr2 ~~ LOSJP3  1.626 -0.040  -0.040   -0.092   -0.092
## 56      dp =~ LOPCD1  1.544  0.787   0.235    0.323    0.323
## 68      sd =~    sr2  1.520  0.326   0.055    0.103    0.103
## 79      sr =~    dp2  1.499  0.211   0.081    0.150    0.150
## 112    sjp =~    sr1  1.493  0.190   0.090    0.145    0.145
## 180    sd2 ~~ LOPCD1  1.454  0.034   0.034    0.085    0.085
## 177    sd2 ~~    sr1  1.360 -0.034  -0.034   -0.099   -0.099
## 245 LOSJP1 ~~ LOSJP3  1.328 -0.046  -0.046   -0.081   -0.081
## 249 LOSJP2 ~~ LOSJP4  1.328 -0.042  -0.042   -0.082   -0.082
## 145    dp2 ~~ LOSJP2  1.320 -0.033  -0.033   -0.092   -0.092
## 163    sd1 ~~    sd2  1.305  0.033   0.033    0.110    0.110
## 188    sd3 ~~    sr1  1.294 -0.034  -0.034   -0.084   -0.084
## 149    dp3 ~~    sd1  1.277 -0.031  -0.031   -0.093   -0.093
## 221    sr3 ~~ LOSJP1  1.184 -0.043  -0.043   -0.080   -0.080
## 138    dp2 ~~    sr1  1.181 -0.031  -0.031   -0.094   -0.094
## 200    sr1 ~~    sr3  1.181 -0.064  -0.064   -0.136   -0.136
## 218    sr3 ~~ LOPCD1  1.178 -0.040  -0.040   -0.073   -0.073
## 206    sr1 ~~ LOSJP3  1.176 -0.040  -0.040   -0.080   -0.080
## 83      sr =~    sd3  1.172 -0.666  -0.255   -0.386   -0.386
## 98     pcd =~    sr1  1.165  0.137   0.075    0.121    0.121
## 77      sd =~ LOSJP5  1.164  0.352   0.060    0.093    0.093
## 147    dp2 ~~ LOSJP4  1.145 -0.036  -0.036   -0.088   -0.088
## 160    dp3 ~~ LOSJP3  1.114  0.038   0.038    0.079    0.079
## 87      sr =~ LOSJP1  1.092  0.226   0.087    0.122    0.122
## 93     pcd =~    dp2  1.006 -0.270  -0.147   -0.272   -0.272
## 50      dp =~    sd1  0.972 -0.332  -0.099   -0.181   -0.181
## 143    dp2 ~~ LOPCD3  0.918  0.030   0.030    0.070    0.070
## 192    sd3 ~~ LOPCD2  0.893  0.029   0.029    0.064    0.064
## 216    sr2 ~~ LOSJP4  0.873 -0.028  -0.028   -0.068   -0.068
## 57      dp =~ LOPCD2  0.859 -0.563  -0.168   -0.248   -0.248
## 146    dp2 ~~ LOSJP3  0.840  0.032   0.032    0.074    0.074
## 131    dp1 ~~ LOSJP3  0.840  0.031   0.031    0.069    0.069
## 116    sjp =~ LOPCD2  0.831  0.940   0.443    0.655    0.655
## 100    pcd =~    sr3  0.815  0.138   0.075    0.099    0.099
## 157    dp3 ~~ LOPCD3  0.815 -0.031  -0.031   -0.065   -0.065
## 133    dp1 ~~ LOSJP5  0.789 -0.026  -0.026   -0.073   -0.073
## 161    dp3 ~~ LOSJP4  0.764  0.030   0.030    0.066    0.066
## 196    sd3 ~~ LOSJP3  0.757  0.030   0.030    0.057    0.057
## 205    sr1 ~~ LOSJP2  0.748  0.026   0.026    0.063    0.063
## 71      sd =~ LOPCD2  0.742  0.297   0.050    0.075    0.075
## 66      sd =~    dp3  0.740  0.364   0.062    0.103    0.103
## 117    sjp =~ LOPCD3  0.734  1.039   0.489    0.608    0.608
## 118    dp1 ~~    dp2  0.726 -0.024  -0.024   -0.080   -0.080
## 183    sd2 ~~ LOSJP1  0.711  0.025   0.025    0.065    0.065
## 151    dp3 ~~    sd3  0.709  0.030   0.030    0.075    0.075
## 103    pcd =~ LOSJP3  0.685  0.874   0.476    0.591    0.591
## 126    dp1 ~~ LOPCD1  0.672  0.023   0.023    0.058    0.058
## 114    sjp =~    sr3  0.663  0.151   0.071    0.094    0.094
## 89      sr =~ LOSJP3  0.646 -0.200  -0.077   -0.095   -0.095
## 125    dp1 ~~    sr3  0.641  0.028   0.028    0.067    0.067
## 142    dp2 ~~ LOPCD2  0.611 -0.024  -0.024   -0.067   -0.067
## 170    sd1 ~~ LOPCD3  0.587  0.023   0.023    0.053    0.053
## 107    sjp =~    dp2  0.580 -0.189  -0.089   -0.165   -0.165
## 208    sr1 ~~ LOSJP5  0.571  0.024   0.024    0.061    0.061
## 184    sd2 ~~ LOSJP2  0.560 -0.022  -0.022   -0.059   -0.059
## 185    sd2 ~~ LOSJP3  0.515  0.025   0.025    0.057    0.057
## 227 LOPCD1 ~~ LOPCD3  0.510  0.036   0.036    0.061    0.061
## 132    dp1 ~~ LOSJP4  0.509 -0.023  -0.023   -0.054   -0.054
## 195    sd3 ~~ LOSJP2  0.488 -0.020  -0.020   -0.046   -0.046
## 190    sd3 ~~    sr3  0.481  0.025   0.025    0.050    0.050
## 60      dp =~ LOSJP2  0.460  0.322   0.096    0.143    0.143
## 199    sr1 ~~    sr2  0.452  0.042   0.042    0.126    0.126
## 158    dp3 ~~ LOSJP1  0.410  0.020   0.020    0.047    0.047
## 124    dp1 ~~    sr2  0.394 -0.015  -0.015   -0.051   -0.051
## 58      dp =~ LOPCD3  0.359 -0.420  -0.125   -0.156   -0.156
## 92     pcd =~    dp1  0.330  0.285   0.155    0.281    0.281
## 242 LOPCD3 ~~ LOSJP4  0.318 -0.022  -0.022   -0.036   -0.036
## 95     pcd =~    sd1  0.317 -0.097  -0.053   -0.097   -0.097
## 236 LOPCD2 ~~ LOSJP3  0.315  0.022   0.022    0.041    0.041
## 251 LOSJP3 ~~ LOSJP4  0.315  0.025   0.025    0.040    0.040
## 197    sd3 ~~ LOSJP4  0.308  0.018   0.018    0.037    0.037
## 186    sd2 ~~ LOSJP4  0.303 -0.019  -0.019   -0.044   -0.044
## 167    sd1 ~~    sr3  0.299  0.019   0.019    0.046    0.046
## 104    pcd =~ LOSJP4  0.297 -0.546  -0.297   -0.390   -0.390
## 148    dp2 ~~ LOSJP5  0.285 -0.016  -0.016   -0.048   -0.048
## 121    dp1 ~~    sd2  0.284 -0.014  -0.014   -0.047   -0.047
## 233 LOPCD2 ~~ LOPCD3  0.270 -0.020  -0.020   -0.036   -0.036
## 139    dp2 ~~    sr2  0.261  0.012   0.012    0.043    0.043
## 178    sd2 ~~    sr2  0.258  0.013   0.013    0.042    0.042
## 86      sr =~ LOPCD3  0.251  0.119   0.046    0.057    0.057
## 209    sr2 ~~    sr3  0.246  0.029   0.029    0.071    0.071
## 194    sd3 ~~ LOSJP1  0.245 -0.015  -0.015   -0.032   -0.032
## 76      sd =~ LOSJP4  0.235  0.180   0.031    0.040    0.040
## 179    sd2 ~~    sr3  0.179 -0.016  -0.016   -0.037   -0.037
## 162    dp3 ~~ LOSJP5  0.176 -0.013  -0.013   -0.034   -0.034
## 239 LOPCD3 ~~ LOSJP1  0.176  0.015   0.015    0.026    0.026
## 181    sd2 ~~ LOPCD2  0.171 -0.013  -0.013   -0.035   -0.035
## 127    dp1 ~~ LOPCD2  0.169 -0.012  -0.012   -0.033   -0.033
## 168    sd1 ~~ LOPCD1  0.164 -0.011  -0.011   -0.028   -0.028
## 75      sd =~ LOSJP3  0.164  0.158   0.027    0.033    0.033
## 220    sr3 ~~ LOPCD3  0.157 -0.016  -0.016   -0.027   -0.027
## 252 LOSJP3 ~~ LOSJP5  0.155 -0.016  -0.016   -0.030   -0.030
## 128    dp1 ~~ LOPCD3  0.152  0.012   0.012    0.028    0.028
## 62      dp =~ LOSJP4  0.138 -0.202  -0.060   -0.079   -0.079
## 78      sr =~    dp1  0.137 -0.070  -0.027   -0.049   -0.049
## 241 LOPCD3 ~~ LOSJP3  0.134 -0.015  -0.015   -0.023   -0.023
## 174    sd1 ~~ LOSJP4  0.126 -0.011  -0.011   -0.027   -0.027
## 137    dp2 ~~    sd3  0.125  0.009   0.009    0.026    0.026
## 84      sr =~ LOPCD1  0.120 -0.074  -0.028   -0.039   -0.039
## 90      sr =~ LOSJP4  0.112  0.079   0.030    0.040    0.040
## 203    sr1 ~~ LOPCD3  0.103 -0.010  -0.010   -0.021   -0.021
## 212    sr2 ~~ LOPCD3  0.098  0.009   0.009    0.020    0.020
## 153    dp3 ~~    sr2  0.097  0.008   0.008    0.025    0.025
## 108    sjp =~    dp3  0.095  0.151   0.071    0.118    0.118
## 109    sjp =~    sd1  0.089 -0.055  -0.026   -0.047   -0.047
## 69      sd =~    sr3  0.086  0.103   0.018    0.023    0.023
## 159    dp3 ~~ LOSJP2  0.082 -0.009  -0.009   -0.021   -0.021
## 226 LOPCD1 ~~ LOPCD2  0.079 -0.010  -0.010   -0.019   -0.019
## 123    dp1 ~~    sr1  0.074  0.008   0.008    0.022    0.022
## 73      sd =~ LOSJP1  0.073 -0.092  -0.016   -0.022   -0.022
## 246 LOSJP1 ~~ LOSJP4  0.071 -0.010  -0.010   -0.019   -0.019
## 156    dp3 ~~ LOPCD2  0.063 -0.008  -0.008   -0.020   -0.020
## 219    sr3 ~~ LOPCD2  0.063 -0.010  -0.010   -0.020   -0.020
## 144    dp2 ~~ LOSJP1  0.052  0.007   0.007    0.018    0.018
## 85      sr =~ LOPCD2  0.050 -0.046  -0.018   -0.026   -0.026
## 171    sd1 ~~ LOSJP1  0.048 -0.006  -0.006   -0.016   -0.016
## 237 LOPCD2 ~~ LOSJP4  0.045  0.008   0.008    0.016    0.016
## 59      dp =~ LOSJP1  0.044 -0.105  -0.031   -0.044   -0.044
## 182    sd2 ~~ LOPCD3  0.035 -0.006  -0.006   -0.013   -0.013
## 165    sd1 ~~    sr1  0.034  0.005   0.005    0.015    0.015
## 82      sr =~    sd2  0.031 -0.030  -0.012   -0.021   -0.021
## 106    sjp =~    dp1  0.027  0.064   0.030    0.055    0.055
## 198    sd3 ~~ LOSJP5  0.026  0.005   0.005    0.011    0.011
## 189    sd3 ~~    sr2  0.024  0.004   0.004    0.012    0.012
## 80      sr =~    dp3  0.023 -0.035  -0.014   -0.022   -0.022
## 94     pcd =~    dp3  0.022  0.094   0.051    0.085    0.085
## 217    sr2 ~~ LOSJP5  0.020 -0.004  -0.004   -0.011   -0.011
## 53      dp =~    sr1  0.016  0.031   0.009    0.015    0.015
## 172    sd1 ~~ LOSJP2  0.014 -0.003  -0.003   -0.009   -0.009
## 207    sr1 ~~ LOSJP4  0.013  0.004   0.004    0.008    0.008
## 187    sd2 ~~ LOSJP5  0.010  0.003   0.003    0.009    0.009
## 169    sd1 ~~ LOPCD2  0.010 -0.003  -0.003   -0.008   -0.008
## 101    pcd =~ LOSJP1  0.006  0.075   0.041    0.057    0.057
## 204    sr1 ~~ LOSJP1  0.006 -0.002  -0.002   -0.005   -0.005
## 201    sr1 ~~ LOPCD1  0.005  0.002   0.002    0.005    0.005
## 231 LOPCD1 ~~ LOSJP4  0.005  0.002   0.002    0.004    0.004
## 120    dp1 ~~    sd1  0.005 -0.002  -0.002   -0.006   -0.006
## 155    dp3 ~~ LOPCD1  0.005  0.002   0.002    0.005    0.005
## 247 LOSJP1 ~~ LOSJP5  0.001 -0.001  -0.001   -0.003   -0.003
## 250 LOSJP2 ~~ LOSJP5  0.001  0.001   0.001    0.002    0.002
## 130    dp1 ~~ LOSJP2  0.000  0.001   0.001    0.002    0.002
## 243 LOPCD3 ~~ LOSJP5  0.000  0.001   0.001    0.001    0.001
## 141    dp2 ~~ LOPCD1  0.000  0.000   0.000   -0.001   -0.001
data$dp1 <- rowMeans(data[, c("LADP1","LADP2","LADP3","LADP4")])
data$dp2 <- rowMeans(data[, c("LADP5","LADP6","LADP7")])
data$dp3 <- rowMeans(data[, c("LADP8","LADP9","LADP10")])

data$sd1 <- rowMeans(data[, c("LASD1","LASD2","LASD3","LASD4")])
data$sd2 <- rowMeans(data[, c("LASD5","LASD6","LASD7")])
data$sd3 <- rowMeans(data[, c("LASD8","LASD9","LASD10")])

data$sr1 <- rowMeans(data[, c("LASR1","LASR2","LASR3","LASR4")])
data$sr2 <- rowMeans(data[, c("LASR5","LASR6","LASR7")])
data$sr3 <- rowMeans(data[, c("LASR8","LASR10")])
  • adding correlations based on mod indices
sem_model <- '
# Measurement model
dp =~  dp1 + dp2 + dp3
sd =~ sd1 + sd2 + sd3
sr =~ sr1 + sr2 + sr3

pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5


# Structural model
pcd + sjp ~ dp + sd + sr

# Correlations
pcd~~sjp
dp~~sd+sr
sd~~sr

# Corr Mod indices
LOPCD2 ~~ LOSJP2
LOPCD1 ~~ LOSJP2
dp2 ~~    sd2
LOSJP4 ~~ LOSJP5
dp2 ~~    sr3
'

fit <- sem(model = sem_model, data = data)

summary(fit, fit.measures = T, standardized = T)
## lavaan (0.5-23.1097) converged normally after 126 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              128.787
##   Degrees of freedom                               104
##   P-value (Chi-square)                           0.050
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic              565.039
##   Degrees of freedom                               136
##   P-value                                        0.000
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    0.942
##   Tucker-Lewis Index (TLI)                       0.924
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -1462.183
##   Loglikelihood unrestricted model (H1)      -1397.789
## 
##   Number of free parameters                         49
##   Akaike (AIC)                                3022.365
##   Bayesian (BIC)                              3150.018
##   Sample-size adjusted Bayesian (BIC)         2995.264
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.049
##   90 Percent Confidence Interval          0.000  0.075
##   P-value RMSEA <= 0.05                          0.510
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.082
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   dp =~                                                                 
##     dp1               1.000                               0.300    0.545
##     dp2               0.131    0.198    0.661    0.509    0.039    0.073
##     dp3               1.142    0.310    3.685    0.000    0.343    0.569
##   sd =~                                                                 
##     sd1               1.000                               0.187    0.343
##     sd2               0.532    0.275    1.938    0.053    0.100    0.182
##     sd3               3.922    1.703    2.303    0.021    0.734    1.111
##   sr =~                                                                 
##     sr1               1.000                               0.374    0.603
##     sr2               1.047    0.292    3.589    0.000    0.391    0.731
##     sr3               0.949    0.277    3.419    0.001    0.355    0.471
##   pcd =~                                                                
##     LOPCD1            1.000                               0.580    0.798
##     LOPCD2            0.566    0.120    4.703    0.000    0.329    0.486
##     LOPCD3            1.032    0.134    7.686    0.000    0.599    0.745
##   sjp =~                                                                
##     LOSJP1            1.000                               0.470    0.663
##     LOSJP2            0.954    0.165    5.770    0.000    0.449    0.668
##     LOSJP3            1.000    0.188    5.326    0.000    0.470    0.584
##     LOSJP4            0.883    0.177    4.995    0.000    0.415    0.545
##     LOSJP5            0.482    0.145    3.323    0.001    0.227    0.354
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   pcd ~                                                                 
##     dp                1.384    0.567    2.442    0.015    0.716    0.716
##     sd               -0.619    0.539   -1.149    0.250   -0.200   -0.200
##     sr                0.333    0.211    1.576    0.115    0.214    0.214
##   sjp ~                                                                 
##     dp                0.992    0.443    2.242    0.025    0.634    0.634
##     sd               -0.645    0.437   -1.474    0.141   -0.257   -0.257
##     sr                0.396    0.180    2.199    0.028    0.315    0.315
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .pcd ~~                                                                
##    .sjp               0.078    0.043    1.794    0.073    1.100    1.100
##   dp ~~                                                                 
##     sd               -0.029    0.016   -1.838    0.066   -0.513   -0.513
##     sr                0.003    0.020    0.153    0.878    0.027    0.027
##   sd ~~                                                                 
##     sr                0.004    0.008    0.549    0.583    0.063    0.063
##  .LOPCD2 ~~                                                             
##    .LOSJP2            0.097    0.036    2.674    0.007    0.097    0.328
##  .LOPCD1 ~~                                                             
##    .LOSJP2           -0.106    0.029   -3.615    0.000   -0.106   -0.484
##  .dp2 ~~                                                                
##    .sd2               0.107    0.030    3.607    0.000    0.107    0.371
##  .LOSJP4 ~~                                                             
##    .LOSJP5            0.124    0.042    2.978    0.003    0.124    0.325
##  .dp2 ~~                                                                
##    .sr3               0.103    0.036    2.854    0.004    0.103    0.290
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .dp1               0.214    0.039    5.438    0.000    0.214    0.704
##    .dp2               0.288    0.040    7.131    0.000    0.288    0.995
##    .dp3               0.246    0.048    5.146    0.000    0.246    0.676
##    .sd1               0.263    0.039    6.792    0.000    0.263    0.882
##    .sd2               0.289    0.041    7.090    0.000    0.289    0.967
##    .sd3              -0.102    0.177   -0.579    0.562   -0.102   -0.235
##    .sr1               0.244    0.050    4.864    0.000    0.244    0.636
##    .sr2               0.134    0.043    3.105    0.002    0.134    0.466
##    .sr3               0.441    0.072    6.086    0.000    0.441    0.778
##    .LOPCD1            0.192    0.040    4.849    0.000    0.192    0.364
##    .LOPCD2            0.348    0.052    6.728    0.000    0.348    0.763
##    .LOPCD3            0.288    0.050    5.812    0.000    0.288    0.445
##    .LOSJP1            0.281    0.044    6.325    0.000    0.281    0.560
##    .LOSJP2            0.249    0.042    5.940    0.000    0.249    0.554
##    .LOSJP3            0.426    0.064    6.634    0.000    0.426    0.658
##    .LOSJP4            0.409    0.061    6.730    0.000    0.409    0.703
##    .LOSJP5            0.358    0.051    6.968    0.000    0.358    0.875
##     dp                0.090    0.040    2.278    0.023    1.000    1.000
##     sd                0.035    0.023    1.553    0.120    1.000    1.000
##     sr                0.140    0.056    2.518    0.012    1.000    1.000
##    .pcd               0.085    0.063    1.351    0.177    0.252    0.252
##    .sjp               0.059    0.040    1.479    0.139    0.266    0.266
modificationindices(fit, sort. = T, maximum.number = 10)
##        lhs op    rhs    mi    epc sepc.lv sepc.all sepc.nox
## 167    sd1 ~~    sd3 6.234 -0.324  -0.324   -0.899   -0.899
## 96      sr =~ LOSJP5 5.779  0.470   0.176    0.274    0.274
## 93      sr =~ LOSJP2 5.421 -0.432  -0.162   -0.241   -0.241
## 214    sr2 ~~ LOPCD2 5.126 -0.058  -0.058   -0.160   -0.160
## 205    sr1 ~~ LOPCD2 5.039  0.068   0.068    0.162    0.162
## 155    dp3 ~~    sr1 4.987 -0.067  -0.067   -0.180   -0.180
## 234 LOPCD1 ~~ LOSJP5 4.694 -0.063  -0.063   -0.135   -0.135
## 75      sd =~ LOPCD1 4.675 -0.763  -0.143   -0.196   -0.196
## 239 LOPCD2 ~~ LOSJP5 4.509  0.066   0.066    0.153    0.153
## 56      dp =~    sd2 4.241  0.572   0.172    0.314    0.314

Other stuff

sem_model <- '
# Measurement model
dp =~  dp1 + dp2 + dp3
sd =~ sd1 + sd2 + sd3
sr =~ sr1 + sr2 + sr3

pcd =~ LOPCD1 + LOPCD2 + LOPCD3
sjp =~ LOSJP1 + LOSJP2 + LOSJP3 + LOSJP4 + LOSJP5


# Structural model
pcd + sjp ~ dp + sd + sr

# Correlations
pcd~~sjp
dp~~sd+sr
sd~~sr

# Corr Mod indices
LOPCD2 ~~ LOSJP2
LOPCD1 ~~ LOSJP2
dp2 ~~    sd2
LOSJP4 ~~ LOSJP5
dp2 ~~    sr3
'

fit <- sem(model = sem_model, data = data, estimator = "MLF") #default ML, GLS, WLS, DWLS, ULS, MLM....

summary(fit, fit.measures = T, standardized = T)
## lavaan (0.5-23.1097) converged normally after 126 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              128.787
##   Degrees of freedom                               104
##   P-value (Chi-square)                           0.050
## 
## Model test baseline model:
## 
##   Minimum Function Test Statistic              565.039
##   Degrees of freedom                               136
##   P-value                                        0.000
## 
## User model versus baseline model:
## 
##   Comparative Fit Index (CFI)                    0.942
##   Tucker-Lewis Index (TLI)                       0.924
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -1462.183
##   Loglikelihood unrestricted model (H1)      -1397.789
## 
##   Number of free parameters                         66
##   Akaike (AIC)                                3056.365
##   Bayesian (BIC)                              3228.306
##   Sample-size adjusted Bayesian (BIC)         3019.862
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.049
##   90 Percent Confidence Interval          0.000  0.075
##   P-value RMSEA <= 0.05                          0.510
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.078
## 
## Parameter Estimates:
## 
##   Information                                 Observed
##   Standard Errors                          First.order
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   dp =~                                                                 
##     dp1               1.000                               0.300    0.545
##     dp2               0.131    0.513    0.255    0.799    0.039    0.073
##     dp3               1.142    0.932    1.225    0.221    0.343    0.569
##   sd =~                                                                 
##     sd1               1.000                               0.187    0.343
##     sd2               0.532    0.715    0.744    0.457    0.100    0.182
##     sd3               3.922    3.809    1.030    0.303    0.734    1.111
##   sr =~                                                                 
##     sr1               1.000                               0.374    0.603
##     sr2               1.047    0.561    1.864    0.062    0.391    0.731
##     sr3               0.949    0.767    1.237    0.216    0.355    0.471
##   pcd =~                                                                
##     LOPCD1            1.000                               0.580    0.798
##     LOPCD2            0.566    0.270    2.098    0.036    0.329    0.486
##     LOPCD3            1.032    0.394    2.618    0.009    0.599    0.745
##   sjp =~                                                                
##     LOSJP1            1.000                               0.470    0.663
##     LOSJP2            0.954    0.517    1.844    0.065    0.449    0.668
##     LOSJP3            1.000    0.502    1.991    0.046    0.470    0.584
##     LOSJP4            0.883    0.515    1.715    0.086    0.415    0.545
##     LOSJP5            0.482    0.351    1.371    0.170    0.227    0.354
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   pcd ~                                                                 
##     dp                1.384    0.968    1.431    0.153    0.716    0.716
##     sd               -0.619    0.963   -0.643    0.520   -0.200   -0.200
##     sr                0.333    0.472    0.705    0.481    0.214    0.214
##   sjp ~                                                                 
##     dp                0.992    0.974    1.019    0.308    0.634    0.634
##     sd               -0.645    0.973   -0.663    0.508   -0.257   -0.257
##     sr                0.396    0.421    0.940    0.347    0.315    0.315
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .pcd ~~                                                                
##    .sjp               0.078    0.119    0.652    0.514    1.100    1.100
##   dp ~~                                                                 
##     sd               -0.029    0.034   -0.854    0.393   -0.513   -0.513
##     sr                0.003    0.042    0.073    0.942    0.027    0.027
##   sd ~~                                                                 
##     sr                0.004    0.019    0.236    0.813    0.063    0.063
##  .LOPCD2 ~~                                                             
##    .LOSJP2            0.097    0.047    2.059    0.039    0.097    0.328
##  .LOPCD1 ~~                                                             
##    .LOSJP2           -0.106    0.066   -1.619    0.105   -0.106   -0.484
##  .dp2 ~~                                                                
##    .sd2               0.107    0.054    1.984    0.047    0.107    0.371
##  .LOSJP4 ~~                                                             
##    .LOSJP5            0.124    0.095    1.316    0.188    0.124    0.325
##  .dp2 ~~                                                                
##    .sr3               0.103    0.107    0.968    0.333    0.103    0.290
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .dp1               3.470    0.139   25.029    0.000    3.470    6.292
##    .dp2               3.103    0.119   26.000    0.000    3.103    5.765
##    .dp3               3.547    0.150   23.619    0.000    3.547    5.884
##    .sd1               2.388    0.099   24.209    0.000    2.388    4.374
##    .sd2               2.690    0.126   21.319    0.000    2.690    4.919
##    .sd3               2.147    0.139   15.474    0.000    2.147    3.250
##    .sr1               3.560    0.131   27.238    0.000    3.560    5.746
##    .sr2               3.200    0.086   37.139    0.000    3.200    5.977
##    .sr3               3.525    0.148   23.866    0.000    3.525    4.682
##    .LOPCD1            4.180    0.187   22.402    0.000    4.180    5.745
##    .LOPCD2            4.270    0.147   29.079    0.000    4.270    6.322
##    .LOPCD3            4.350    0.213   20.454    0.000    4.350    5.406
##    .LOSJP1            4.240    0.152   27.937    0.000    4.240    5.982
##    .LOSJP2            4.490    0.146   30.766    0.000    4.490    6.688
##    .LOSJP3            4.150    0.162   25.644    0.000    4.150    5.157
##    .LOSJP4            4.330    0.177   24.465    0.000    4.330    5.680
##    .LOSJP5            4.520    0.200   22.579    0.000    4.520    7.062
##     dp                0.000                               0.000    0.000
##     sd                0.000                               0.000    0.000
##     sr                0.000                               0.000    0.000
##    .pcd               0.000                               0.000    0.000
##    .sjp               0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .dp1               0.214    0.062    3.445    0.001    0.214    0.704
##    .dp2               0.288    0.103    2.803    0.005    0.288    0.995
##    .dp3               0.246    0.114    2.154    0.031    0.246    0.676
##    .sd1               0.263    0.079    3.335    0.001    0.263    0.882
##    .sd2               0.289    0.074    3.895    0.000    0.289    0.967
##    .sd3              -0.102    0.436   -0.235    0.814   -0.102   -0.235
##    .sr1               0.244    0.092    2.664    0.008    0.244    0.636
##    .sr2               0.134    0.068    1.960    0.050    0.134    0.466
##    .sr3               0.441    0.135    3.266    0.001    0.441    0.778
##    .LOPCD1            0.192    0.082    2.347    0.019    0.192    0.364
##    .LOPCD2            0.348    0.108    3.233    0.001    0.348    0.763
##    .LOPCD3            0.288    0.098    2.930    0.003    0.288    0.445
##    .LOSJP1            0.281    0.077    3.642    0.000    0.281    0.560
##    .LOSJP2            0.249    0.083    2.999    0.003    0.249    0.554
##    .LOSJP3            0.426    0.142    2.993    0.003    0.426    0.658
##    .LOSJP4            0.409    0.138    2.968    0.003    0.409    0.703
##    .LOSJP5            0.358    0.218    1.646    0.100    0.358    0.875
##     dp                0.090    0.090    1.007    0.314    1.000    1.000
##     sd                0.035    0.051    0.691    0.490    1.000    1.000
##     sr                0.140    0.128    1.092    0.275    1.000    1.000
##    .pcd               0.085    0.161    0.528    0.598    0.252    0.252
##    .sjp               0.059    0.117    0.504    0.615    0.266    0.266
modificationindices(fit, sort. = T, maximum.number = 10)
##        lhs op    rhs    mi    epc sepc.lv sepc.all sepc.nox
## 189    sd1 ~~    sd3 6.234 -0.324  -0.324   -0.899   -0.899
## 118     sr =~ LOSJP5 5.779  0.470   0.176    0.274    0.274
## 115     sr =~ LOSJP2 5.421 -0.432  -0.162   -0.241   -0.241
## 236    sr2 ~~ LOPCD2 5.126 -0.058  -0.058   -0.160   -0.160
## 227    sr1 ~~ LOPCD2 5.039  0.068   0.068    0.162    0.162
## 177    dp3 ~~    sr1 4.987 -0.067  -0.067   -0.180   -0.180
## 256 LOPCD1 ~~ LOSJP5 4.694 -0.063  -0.063   -0.135   -0.135
## 97      sd =~ LOPCD1 4.675 -0.763  -0.143   -0.196   -0.196
## 261 LOPCD2 ~~ LOSJP5 4.509  0.066   0.066    0.153    0.153
## 78      dp =~    sd2 4.241  0.572   0.172    0.314    0.314
library(semPlot)
semPaths(fit, "std", intercepts = FALSE)

Free parameters

We build a empty model with 5 variables (just estimating the variances).

With 5 variables we have 5*(5+1)/2 = 15 observations. Each variance counts -1 Yields 10 df

test <- '
LADP1~~LADP1
LADP2~~LADP2
LADP3~~LADP3
LOOJP1~~LOOJP1
LOOJP2~~LOOJP2'

fit <- sem(model = test, data = data)
summary(fit)
## lavaan (0.5-23.1097) converged normally after  12 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              137.973
##   Degrees of freedom                                10
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##     LADP1             0.833    0.118    7.071    0.000
##     LADP2             0.706    0.100    7.071    0.000
##     LADP3             0.790    0.112    7.071    0.000
##     LOOJP1            2.105    0.298    7.071    0.000
##     LOOJP2            2.094    0.296    7.071    0.000

Adding 5 regressions Expectation: 15 -3 variance predictors -3 covariance predictors

-5 Regressions (covars) -2 residual variance (1 for each dependent, by default) -1 residual covariance = 1 df

test <- '
LOOJP1 ~ LADP1 + LADP2
LOOJP2 ~ LADP1 + LADP2 + LADP3
'

fit <- sem(model = test, data = data)
summary(fit)
## lavaan (0.5-23.1097) converged normally after  21 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                1.255
##   Degrees of freedom                                 1
##   P-value (Chi-square)                           0.263
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   LOOJP1 ~                                            
##     LADP1            -0.207    0.178   -1.162    0.245
##     LADP2             0.410    0.194    2.116    0.034
##   LOOJP2 ~                                            
##     LADP1            -0.352    0.176   -2.000    0.046
##     LADP2             0.616    0.188    3.279    0.001
##     LADP3            -0.142    0.108   -1.316    0.188
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##  .LOOJP1 ~~                                           
##    .LOOJP2            1.471    0.245    6.013    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LOOJP1            2.014    0.285    7.071    0.000
##    .LOOJP2            1.895    0.268    7.071    0.000
parameterEstimates(fit)
##       lhs op    rhs    est    se      z pvalue ci.lower ci.upper
## 1  LOOJP1  ~  LADP1 -0.207 0.178 -1.162  0.245   -0.556    0.142
## 2  LOOJP1  ~  LADP2  0.410 0.194  2.116  0.034    0.030    0.789
## 3  LOOJP2  ~  LADP1 -0.352 0.176 -2.000  0.046   -0.696   -0.007
## 4  LOOJP2  ~  LADP2  0.616 0.188  3.279  0.001    0.248    0.984
## 5  LOOJP2  ~  LADP3 -0.142 0.108 -1.316  0.188   -0.354    0.070
## 6  LOOJP1 ~~ LOOJP1  2.014 0.285  7.071  0.000    1.456    2.573
## 7  LOOJP2 ~~ LOOJP2  1.895 0.268  7.071  0.000    1.370    2.420
## 8  LOOJP1 ~~ LOOJP2  1.471 0.245  6.013  0.000    0.991    1.950
## 9   LADP1 ~~  LADP1  0.833 0.000     NA     NA    0.833    0.833
## 10  LADP1 ~~  LADP2  0.374 0.000     NA     NA    0.374    0.374
## 11  LADP1 ~~  LADP3  0.266 0.000     NA     NA    0.266    0.266
## 12  LADP2 ~~  LADP2  0.706 0.000     NA     NA    0.706    0.706
## 13  LADP2 ~~  LADP3  0.141 0.000     NA     NA    0.141    0.141
## 14  LADP3 ~~  LADP3  0.790 0.000     NA     NA    0.790    0.790

6*7/2 = 21 - 5 reg. - 3 pred var - 3 pred cov

test <- '

LOOJP1 ~ LADP1 + LADP2
LOOJP2 ~ LADP1 + LADP2 + LADP3
LOOJP3 ~~ LOOJP3
'

fit <- sem(model = test, data = data)
summary(fit)
## lavaan (0.5-23.1097) converged normally after  22 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic              110.114
##   Degrees of freedom                                 6
##   P-value (Chi-square)                           0.000
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   LOOJP1 ~                                            
##     LADP1            -0.207    0.178   -1.162    0.245
##     LADP2             0.410    0.194    2.116    0.034
##   LOOJP2 ~                                            
##     LADP1            -0.352    0.176   -2.000    0.046
##     LADP2             0.616    0.188    3.279    0.001
##     LADP3            -0.142    0.108   -1.316    0.188
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##  .LOOJP1 ~~                                           
##    .LOOJP2            1.471    0.245    6.013    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##     LOOJP3            1.905    0.269    7.071    0.000
##    .LOOJP1            2.014    0.285    7.071    0.000
##    .LOOJP2            1.895    0.268    7.071    0.000
parameterestimates(fit)
##       lhs op    rhs    est    se      z pvalue ci.lower ci.upper
## 1  LOOJP1  ~  LADP1 -0.207 0.178 -1.162  0.245   -0.556    0.142
## 2  LOOJP1  ~  LADP2  0.410 0.194  2.116  0.034    0.030    0.789
## 3  LOOJP2  ~  LADP1 -0.352 0.176 -2.000  0.046   -0.696   -0.007
## 4  LOOJP2  ~  LADP2  0.616 0.188  3.279  0.001    0.248    0.984
## 5  LOOJP2  ~  LADP3 -0.142 0.108 -1.316  0.188   -0.354    0.070
## 6  LOOJP3 ~~ LOOJP3  1.905 0.269  7.071  0.000    1.377    2.433
## 7  LOOJP1 ~~ LOOJP1  2.014 0.285  7.071  0.000    1.456    2.573
## 8  LOOJP2 ~~ LOOJP2  1.895 0.268  7.071  0.000    1.370    2.420
## 9  LOOJP1 ~~ LOOJP2  1.471 0.245  6.013  0.000    0.991    1.950
## 10  LADP1 ~~  LADP1  0.833 0.000     NA     NA    0.833    0.833
## 11  LADP1 ~~  LADP2  0.374 0.000     NA     NA    0.374    0.374
## 12  LADP1 ~~  LADP3  0.266 0.000     NA     NA    0.266    0.266
## 13  LADP2 ~~  LADP2  0.706 0.000     NA     NA    0.706    0.706
## 14  LADP2 ~~  LADP3  0.141 0.000     NA     NA    0.141    0.141
## 15  LADP3 ~~  LADP3  0.790 0.000     NA     NA    0.790    0.790

21 does not change as available obs. - 2 measurement parameters (first one is fixed!) - 3 regression - 3 variances measurement items - 1 variance dv latent - 3 pred var - 3 pred covar = 6df

test <- '
ojp =~ LOOJP1 + LOOJP2 + LOOJP3
ojp ~ LADP1 + LADP2 + LADP3

'

fit <- sem(model = test, data = data)
summary(fit)
## lavaan (0.5-23.1097) converged normally after  23 iterations
## 
##   Number of observations                           100
## 
##   Estimator                                         ML
##   Minimum Function Test Statistic                5.755
##   Degrees of freedom                                 6
##   P-value (Chi-square)                           0.451
## 
## Parameter Estimates:
## 
##   Information                                 Expected
##   Standard Errors                             Standard
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   ojp =~                                              
##     LOOJP1            1.000                           
##     LOOJP2            1.101    0.102   10.777    0.000
##     LOOJP3            0.994    0.096   10.302    0.000
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)
##   ojp ~                                               
##     LADP1            -0.320    0.158   -2.020    0.043
##     LADP2             0.499    0.167    2.979    0.003
##     LADP3             0.031    0.143    0.220    0.826
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)
##    .LOOJP1            0.660    0.122    5.392    0.000
##    .LOOJP2            0.343    0.106    3.220    0.001
##    .LOOJP3            0.477    0.103    4.639    0.000
##    .ojp               1.304    0.266    4.898    0.000
parameterestimates(fit)
##       lhs op    rhs    est    se      z pvalue ci.lower ci.upper
## 1     ojp =~ LOOJP1  1.000 0.000     NA     NA    1.000    1.000
## 2     ojp =~ LOOJP2  1.101 0.102 10.777  0.000    0.900    1.301
## 3     ojp =~ LOOJP3  0.994 0.096 10.302  0.000    0.805    1.183
## 4     ojp  ~  LADP1 -0.320 0.158 -2.020  0.043   -0.630   -0.009
## 5     ojp  ~  LADP2  0.499 0.167  2.979  0.003    0.171    0.827
## 6     ojp  ~  LADP3  0.031 0.143  0.220  0.826   -0.249    0.312
## 7  LOOJP1 ~~ LOOJP1  0.660 0.122  5.392  0.000    0.420    0.899
## 8  LOOJP2 ~~ LOOJP2  0.343 0.106  3.220  0.001    0.134    0.552
## 9  LOOJP3 ~~ LOOJP3  0.477 0.103  4.639  0.000    0.276    0.679
## 10    ojp ~~    ojp  1.304 0.266  4.898  0.000    0.782    1.826
## 11  LADP1 ~~  LADP1  0.833 0.000     NA     NA    0.833    0.833
## 12  LADP1 ~~  LADP2  0.374 0.000     NA     NA    0.374    0.374
## 13  LADP1 ~~  LADP3  0.266 0.000     NA     NA    0.266    0.266
## 14  LADP2 ~~  LADP2  0.706 0.000     NA     NA    0.706    0.706
## 15  LADP2 ~~  LADP3  0.141 0.000     NA     NA    0.141    0.141
## 16  LADP3 ~~  LADP3  0.790 0.000     NA     NA    0.790    0.790