Unable to run CFA with EGA: "Error in paste..."

ega
#1

Hello,

I managed to run EFA with EGA (ega.a<-EGA(data=a, model="glasso", plot.EGA=T) and I obtained 7 factors; however, when I tried to run the CFA I get the following message:
"Error in paste(deparse(substitute(object)), collapse=""):
result would exceed 2^31-1bytes
In lav_samplestats_from_data(lavdata=lavdata, missing=lavoptions$missing, :
lavaan WARNING: number of observations (473) too small to compute Gamma "

The database was composed of 153 items,
could anyone help me with this? I tried it in different ways, but I was unable to successfully run the CFA...

Thank you!

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#2

We don't really have enough info to help you out. Could you ask this with a minimal REPRoducible EXample (reprex)? A reprex makes it much easier for others to understand your issue and figure out how to help.

If you've never heard of a reprex before, you might want to start by reading this FAQ:

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#3

Here it goes the runnable code:

library (foreign)

a<-read.spss("db_500_items.sav", use.value.labels = TRUE, to.data.frame = TRUE,
max.value.labels = Inf, trim.factor.names = FALSE, trim_values = TRUE, reencode =
NA, use.missings = to.data.frame)

library(EGA)

ega.a<-EGA(data=a, model="glasso", plot.EGA=T)

cfa.a<-CFA(ega.obj=ega.a, estimator=‘WLSMV’, plot=T, data=a)

In this last step is when I get the ERROR or the R just breaks down and I have to manually switch it off.

About the data sample...I dont know how can I upload a .sav file and, after trying to convert it into copy/paste form, I couldn't obtain a "datapaste" sample (I used the "datapasta" package). How can I provide it?

Thanks a lot,

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#4

Well, this is not actually runnable, because we don't have access to "db_500_items.sav" file, what is your problem while using datapasta? what is the output of running this?

library (foreign)
a <- read.spss("db_500_items.sav", use.value.labels = TRUE, to.data.frame = TRUE,
max.value.labels = Inf, trim.factor.names = FALSE, trim_values = TRUE, reencode =
NA, use.missings = to.data.frame)

datapasta::df_paste(head(a, 20))
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#5

I was using a different command, and I guess that's why I couldn't obtain the data sample. Your command solved the problem :slight_smile:

Datasample:
data.frame(
ls1 = c(4, 4, 6, 6, 4, 2, 6, 6, 5, 6, 5, 5, 6, 6, 4, 5, 5, 6, 7, 6),
ls2 = c(6, 3, 6, 6, 6, 3, 4, 7, 5, 5, 5, 5, 6, 5, 4, 7, 6, 6, 6, 7),
ls3 = c(5, 3, 5, 7, 5, 3, 6, 6, 5, 6, 5, 6, 5, 6, 4, 7, 5, 7, 5, 6),
ls4 = c(7, 4, 6, 6, 6, 2, 4, 6, 5, 6, 5, 4, 6, 6, 5, 6, 3, 6, 6, 7),
ls5 = c(4, 3, 5, 6, 5, 2, 6, 6, 6, 6, 5, 6, 5, 6, 1, 5, 5, 6, 6, 6),
h1 = c(7, 2, 6, 7, 6, 3, 4, 6, 7, 6, 6, 4, 6, 6, 4, 6, 6, 6, 6, 7),
h2 = c(5, 4, 5, 5, 5, 2, 6, 7, 5, 6, 5, 6, 6, 6, 4, 7, 4, 6, 6, 6),
h3 = c(2, 4, 6, 7, 6, 1, 6, 6, 7, 6, 5, 4, 6, 7, 4, 5, 5, 7, 6, 7),
f1 = c(1, 3, 6, 7, 4, 3, 6, 6, 5, 6, 6, 4, 5, 6, 4, 3, 6, 6, 5, 7),
f2 = c(5, 3, 5, 6, 6, 4, 4, 7, 7, 6, 5, 6, 6, 6, 5, 5, 5, 6, 6, 6),
f3 = c(1, 4, 6, 7, 6, 4, 6, 6, 7, 6, 5, 4, 5, 7, 2, 6, 4, 7, 5, 6),
f4 = c(2, 5, 5, 6, 5, 5, 5, 7, 5, 6, 5, 6, 6, 6, 4, 4, 6, 6, 6, 7),
f5 = c(2, 4, 6, 6, 5, 6, 3, 6, 7, 6, 6, 4, 5, 6, 4, 6, 4, 5, 5, 6),
f6 = c(2, 4, 5, 7, 6, 4, 6, 7, 6, 5, 6, 6, 6, 6, 4, 4, 6, 6, 6, 6),
f7 = c(2, 3, 6, 6, 7, 4, 4, 6, 7, 6, 6, 4, 6, 7, 7, 6, 5, 6, 6, 7),
f8 = c(1, 4, 5, 7, 6, 3, 6, 7, 6, 5, 6, 6, 7, 6, 6, 4, 6, 5, 5, 6),
ps1 = c(2, 3, 5, 4, 5, 2, 4, 5, 6, 5, 6, 3, 5, 5, 4, 2, 3, 5, 5, 5),
ps2 = c(2, 3, 5, 5, 5, 3, 6, 6, 6, 5, 5, 5, 4, 5, 4, 5, 4, 5, 5, 6),
ps4 = c(1, 3, 6, 6, 5, 3, 4, 6, 6, 5, 4, 5, 5, 5, 3, 6, 4, 5, 5, 6),
ps6 = c(2, 2, 5, 6, 5, 2, 4, 6, 5, 5, 4, 5, 5, 6, 4, 5, 5, 6, 5, 6),
ps7 = c(1, 4, 6, 5, 6, 2, 5, 5, 5, 4, 5, 5, 5, 5, 3, 3, 3, 4, 6, 5),
ps8 = c(1, 4, 5, 6, 5, 5, 5, 6, 1, 5, 5, 5, 5, 5, 4, 5, 5, 5, 5, 6),
ps9 = c(2, 3, 5, 5, 5, 6, 6, 5, 6, 5, 4, 5, 4, 6, 3, 3, 4, 5, 6, 5),
ps11 = c(6, 3, 5, 5, 4, 2, 5, 5, 6, 5, 5, 5, 5, 5, 4, 4, 5, 4, 6, 6),
ps12 = c(2, 3, 5, 6, 5, 2, 6, 5, 6, 4, 5, 3, 4, 5, 4, 3, 5, 5, 5, 5),
ps20 = c(6, 3, 5, 5, 4, 2, 4, 5, 6, 4, 5, 3, 5, 5, 5, 4, 5, 6, 6, 6),
ps21 = c(2, 2, 5, 6, 4, 4, 5, 6, 6, 5, 5, 5, 5, 4, 4, 5, 4, 5, 5, 5),
ps22 = c(1, 4, 5, 6, 5, 5, 6, 5, 6, 4, 5, 3, 4, 5, 6, 3, 5, 5, 5, 5),
ps24 = c(6, 2, 5, 6, 5, 2, 6, 5, 6, 4, 5, 3, 4, 5, 4, 3, 5, 4, 5, 5),
ps25 = c(2, 4, 6, 5, 4, 2, 4, 6, 6, 5, 6, 5, 5, 5, 4, 6, 4, 5, 6, 5),
ps28 = c(2, 3, 6, 6, 5, 5, 6, 6, 6, 5, 4, 5, 4, 5, 3, 4, 5, 5, 5, 5),
ps29 = c(2, 3, 5, 5, 4, 3, 6, 5, 6, 4, 3, 4, 4, 5, 5, 3, 6, 4, 6, 6),
ps33 = c(2, 4, 6, 6, 5, 4, 6, 6, 6, 4, 5, 4, 4, 5, 5, 3, 4, 6, 6, 5),
ps35 = c(2, 3, 5, 5, 5, 2, 4, 6, 6, 4, 3, 3, 5, 5, 4, 5, 4, 4, 6, 6),
ps37 = c(1, 3, 5, 5, 5, 4, 5, 5, 6, 4, 4, 3, 5, 5, 4, 2, 3, 5, 5, 5),
ps38 = c(3, 3, 6, 6, 4, 3, 6, 6, 4, 4, 3, 4, 5, 4, 4, 5, 4, 4, 6, 6),
ps40 = c(5, 2, 5, 6, 5, 6, 6, 5, 6, 4, 4, 4, 5, 5, 6, 2, 4, 5, 6, 6),
ps42 = c(1, 4, 5, 6, 5, 2, 5, 5, 5, 5, 4, 4, 5, 4, 4, 5, 3, 5, 5, 6),
so1 = c(2, 3, 4, 4, 4, 2, 3, 5, 5, 4, 4, 2, 4, 4, 2, 2, 4, 5, 5, 4),
so2 = c(5, 2, 5, 5, 4, 3, 4, 4, 5, 4, 3, 4, 3, 5, 4, 4, 5, 4, 4, 4),
so3 = c(1, 3, 4, 5, 3, 3, 5, 5, 5, 3, 2, 3, 4, 4, 3, 3, 4, 4, 5, 5),
so4 = c(1, 2, 5, 5, 4, 2, 4, 4, 4, 4, 4, 3, 4, 4, 4, 4, 3, 4, 4, 4),
so7 = c(2, 3, 4, 5, 4, 2, 4, 5, 5, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5),
so13 = c(2, 2, 4, 4, 4, 4, 4, 5, 4, 4, 2, 4, 3, 4, 3, 2, 4, 4, 4, 5),
so14 = c(2, 3, 5, 4, 4, 4, 3, 4, 4, 3, 4, 2, 4, 5, 4, 3, 5, 4, 5, 4),
so15 = c(2, 3, 5, 5, 3, 3, 4, 5, 5, 4, 2, 4, 4, 4, 3, 4, 3, 4, 4, 5),
so16 = c(2, 2, 4, 4, 4, 4, 5, 4, 5, 3, 5, 2, 4, 4, 1, 2, 4, 4, 4, 4),
so20 = c(2, 3, 5, 4, 4, 2, 3, 4, 4, 3, 3, 3, 4, 4, 3, 4, 4, 4, 4, 4),
so21 = c(2, 3, 4, 4, 4, 2, 5, 5, 3, 4, 3, 4, 4, 4, 3, 2, 5, 5, 4, 5),
so24 = c(1, 3, 5, 4, 4, 4, 5, 4, 5, 4, 5, 3, 4, 4, 4, 4, 5, 4, 3, 4),
so27 = c(2, 3, 5, 4, 3, 3, 5, 5, 4, 4, 3, 4, 4, 4, 2, 4, 3, 5, 4, 4),
so30 = c(1, 3, 4, 5, 3, 5, 5, 5, 5, 4, 4, 3, 3, 4, 4, 2, 4, 4, 4, 5),
ox2 = c(1, 2, 5, 6, 4, 2, 6, 5, 6, 4, 5, 3, 5, 5, 4, 3, 5, 5, 6, 5),
ox3 = c(2, 2, 6, 5, 5, 2, 4, 6, 5, 4, 5, 5, 5, 5, 3, 5, 6, 5, 5, 6),
ox5 = c(3, 4, 6, 6, 5, 5, 4, 6, 6, 5, 3, 5, 5, 5, 4, 4, 5, 6, 5, 6),
ox6 = c(6, 4, 5, 5, 5, 2, 6, 5, 5, 4, 6, 4, 5, 5, 4, 5, 5, 5, 5, 5),
ox7 = c(2, 3, 6, 5, 5, 4, 6, 6, 6, 4, 6, 5, 4, 4, 4, 3, 6, 5, 5, 6),
mhc1 = c(1, 2, 4, 4, 4, 3, 5, 4, 5, 4, 4, 5, 4, 4, 0, 4, 4, 4, 4, 4),
mhc2 = c(2, 3, 5, 3, 4, 2, 5, 5, 5, 3, 4, 3, 4, 3, 2, 2, 5, 5, 5, 5),
mhc3 = c(1, 3, 4, 4, 3, 1, 4, 4, 4, 4, 4, 4, 4, 4, 2, 4, 4, 4, 4, 4),
mhc4 = c(1, 3, 4, 5, 4, 3, 4, 4, 5, 3, 4, 3, 5, 5, 2, 2, 3, 4, 4, 5),
mhc5 = c(1, 2, 5, 5, 4, 1, 3, 5, 5, 4, 4, 4, 4, 4, 2, 4, 4, 4, 5, 4),
mhc6 = c(1, 2, 4, 4, 4, 0, 4, 4, 4, 4, 4, 5, 3, 4, 2, 3, 2, 5, 3, 4),
mhc7 = c(1, 2, 5, 5, 3, 3, 4, 5, 4, 3, 4, 2, 4, 5, 2, 4, 4, 4, 3, 5),
mhc8 = c(1, 3, 4, 4, 4, 1, 3, 4, 4, 4, 3, 3, 4, 4, 2, 2, 3, 4, 4, 4),
mhc9 = c(1, 3, 5, 5, 4, 2, 5, 5, 5, 3, 4, 4, 3, 4, 2, 3, 5, 3, 5, 5),
mhc10 = c(0, 2, 4, 5, 5, 1, 3, 4, 5, 3, 4, 2, 4, 4, 3, 4, 4, 4, 4, 4),
mhc11 = c(0, 2, 4, 4, 4, 4, 4, 5, 5, 3, 4, 4, 4, 5, 2, 2, 3, 4, 4, 5),
mhc12 = c(1, 2, 4, 4, 5, 4, 5, 4, 3, 4, 3, 2, 4, 4, 2, 1, 4, 4, 4, 4),
mhc13 = c(1, 2, 5, 5, 4, 2, 3, 5, 5, 3, 3, 4, 3, 4, 3, 2, 3, 5, 5, 5),
mhc14 = c(1, 2, 4, 4, 3, 2, 4, 4, 5, 3, 4, 2, 4, 5, 2, 4, 4, 4, 4, 4),
pwi1 = c(1, 5, 8, 9, 7, 8, 8, 9, 9, 9, 9, 9, 8, 8, 4, 8, 7, 7, 10, 9),
pwi2 = c(2, 5, 9, 10, 9, 5, 5, 10, 7, 8, 7, 5, 8, 9, 3, 3, 5, 8, 8, 8),
pwi3 = c(1, 3, 8, 8, 9, 4, 9, 9, 8, 8, 7, 9, 7, 8, 3, 7, 8, 9, 9, 10),
pwi4 = c(1, 4, 9, 10, 10, 8, 8, 10, 10, 8, 8, 5, 8, 8, 3, 9, 6, 9, 9, 9),
pwi5 = c(1, 5, 8, 9, 9, 2, 6, 9, 9, 6, 6, 9, 8, 9, 3, 5, 9, 9, 9, 10),
pwi6 = c(1, 6, 10, 10, 10, 5, 8, 10, 7, 8, 7, 5, 8, 8, 3, 8, 7, 8, 8, 9),
pwi7 = c(0, 3, 8, 9, 8, 4, 6, 9, 9, 7, 8, 9, 8, 9, 2, 5, 9, 9, 8, 10),
sp1 = c(2, 3, 4, 4, 4, 3, 5, 5, 5, 4, 4, 4, 4, 4, 2, 4, 4, 5, 5, 5),
sp2 = c(2, 3, 1, 5, 3, 2, 2, 4, 1, 3, 2, 4, 2, 3, 5, 2, 2, 4, 3, 4),
sp3 = c(2, 3, 4, 4, 5, 3, 4, 5, 5, 4, 4, 3, 4, 4, 2, 4, 4, 5, 4, 5),
sp4 = c(2, 3, 2, 5, 4, 2, 3, 4, 1, 3, 2, 2, 2, 3, 3, 2, 2, 3, 3, 4),
sp5 = c(2, 3, 4, 4, 3, 3, 5, 5, 5, 4, 4, 3, 4, 4, 3, 4, 4, 4, 5, 4),
sp6 = c(2, 2, 5, 5, 4, 2, 4, 5, 1, 2, 2, 3, 2, 3, 3, 1, 2, 4, 3, 5),
sp7 = c(1, 4, 4, 4, 4, 3, 3, 4, 5, 4, 4, 5, 4, 4, 4, 4, 5, 5, 5, 4),
sp8 = c(2, 3, 4, 5, 3, 2, 4, 5, 1, 3, 2, 1, 1, 3, 3, 2, 2, 3, 2, 4),
sp9 = c(1, 3, 4, 4, 4, 2, 3, 4, 1, 4, 2, 2, 2, 4, 3, 4, 3, 5, 4, 5),
sp10 = c(2, 3, 4, 4, 5, 2, 5, 5, 5, 4, 1, 4, 5, 3, 2, 5, 4, 4, 4, 4),
sp11 = c(2, 3, 5, 4, 3, 1, 3, 5, 1, 3, 1, 3, 2, 4, 3, 4, 2, 5, 3, 4),
sp12 = c(2, 3, 4, 4, 5, 3, 4, 5, 5, 4, 1, 4, 4, 4, 3, 3, 3, 4, 4, 5),
pa1 = c(2, 3, 5, 4, 5, 3, 5, 4, 4, 4, 4, 4, 4, 4, 1, 4, 4, 5, 5, 4),
pa2 = c(2, 3, 3, 5, 3, 3, 3, 5, 1, 3, 1, 3, 2, 3, 2, 1, 2, 4, 2, 4),
pa3 = c(5, 2, 3, 4, 5, 1, 4, 4, 3, 4, 4, 4, 4, 4, 3, 4, 4, 4, 5, 5),
pa4 = c(2, 3, 4, 5, 2, 3, 3, 5, 1, 2, 1, 4, 2, 4, 3, 3, 2, 5, 2, 4),
pa5 = c(2, 3, 4, 4, 5, 2, 4, 5, 5, 4, 1, 2, 5, 4, 3, 4, 4, 4, 4, 4),
pa6 = c(2, 2, 5, 5, 3, 3, 3, 5, 1, 4, 1, 3, 2, 4, 4, 3, 2, 3, 3, 4),
pa7 = c(2, 2, 4, 5, 3, 3, 4, 4, 1, 4, 1, 3, 3, 3, 2, 2, 3, 4, 4, 5),
pa8 = c(3, 3, 5, 4, 3, 1, 4, 4, 1, 4, 1, 4, 2, 4, 1, 3, 2, 4, 4, 4),
pa9 = c(2, 4, 4, 4, 4, 2, 5, 5, 4, 3, 4, 3, 3, 3, 1, 4, 4, 4, 3, 4),
pa10 = c(2, 2, 5, 5, 5, 1, 3, 5, 4, 4, 3, 4, 4, 4, 1, 3, 5, 4, 5, 5),
pa11 = c(2, 3, 4, 5, 4, 2, 4, 5, 1, 3, 2, 2, 2, 3, 5, 2, 2, 4, 2, 4),
pa12 = c(2, 3, 5, 4, 5, 4, 3, 5, 5, 4, 5, 4, 4, 4, 1, 2, 4, 5, 5, 4),
pa13 = c(2, 3, 4, 5, 4, 3, 5, 5, 1, 3, 2, 2, 4, 3, 2, 3, 3, 4, 2, 5),
pa14 = c(2, 3, 4, 4, 3, 1, 3, 5, 3, 4, 2, 4, 4, 4, 1, 2, 5, 4, 5, 4),
pa15 = c(2, 3, 5, 5, 3, 5, 5, 5, 2, 3, 1, 1, 3, 3, 1, 3, 2, 5, 3, 3),
pa16 = c(2, 3, 4, 5, 4, 4, 3, 5, 5, 4, 3, 4, 2, 4, 1, 4, 3, 4, 4, 4),
pa17 = c(2, 2, 4, 3, 3, 4, 5, 5, 5, 3, 5, 2, 5, 3, 5, 5, 4, 4, 3, 4),
pa18 = c(2, 2, 4, 4, 3, 4, 3, 5, 1, 4, 1, 3, 3, 4, 1, 2, 2, 4, 3, 5),
pa19 = c(5, 3, 5, 5, 4, 3, 5, 4, 5, 3, 5, 4, 5, 4, 5, 4, 5, 4, 4, 4),
pa20 = c(2, 3, 4, 4, 4, 3, 4, 5, 1, 3, 1, 2, 3, 3, 1, 3, 4, 5, 3, 5),
h4_rev = c(1, 4, 3, 3, 3, 2, 4, 2, 7, 3, 5, 2, 2, 2, 4, 2, 5, 2, 2, 2),
so5_rev = c(4, 4, 2, 3, 3, 2, 3, 1, 5, 2, 3, 2, 2, 2, 3, 3, 4, 3, 1, 1),
so6_rev = c(1, 2, 4, 4, 4, 4, 5, 4, 1, 3, 2, 3, 3, 5, 3, 2, 3, 4, 4, 4),
so8_rev = c(4, 3, 1, 3, 2, 3, 3, 2, 5, 2, 3, 3, 2, 2, 2, 3, 4, 2, 2, 2),
so9_rev = c(4, 3, 2, 1, 2, 4, 2, 1, 4, 3, 3, 2, 2, 2, 3, 2, 3, 1, 1, 1),
so10_rev = c(4, 4, 2, 1, 3, 4, 3, 2, 5, 3, 4, 2, 4, 2, 3, 4, 4, 2, 3, 2),
so11_rev = c(4, 3, 1, 2, 2, 3, 1, 1, 3, 3, 2, 2, 2, 3, 2, 2, 2, 2, 2, 1),
so12_rev = c(4, 3, 2, 1, 2, 4, 2, 2, 4, 2, 2, 4, 2, 2, 3, 3, 4, 2, 1, 2),
so17_rev = c(4, 2, 2, 1, 1, 4, 1, 1, 5, 2, 5, 2, 2, 1, 2, 2, 4, 1, 1, 1),
so18_rev = c(4, 3, 1, 2, 2, 1, 2, 2, 5, 2, 5, 4, 3, 2, 3, 3, 3, 2, 2, 2),
so19_rev = c(4, 4, 2, 1, 3, 2, 1, 1, 5, 2, 5, 2, 3, 1, 3, 3, 4, 2, 1, 1),
so22_rev = c(4, 3, 1, 1, 3, 5, 2, 2, 5, 2, 4, 3, 2, 1, 3, 2, 4, 2, 1, 2),
so23_rev = c(4, 4, 2, 1, 2, 3, 3, 1, 5, 3, 4, 2, 2, 2, 2, 4, 3, 1, 2, 1),
so25_rev = c(5, 2, 2, 2, 2, 3, 2, 1, 5, 3, 2, 2, 3, 1, 4, 3, 4, 2, 2, 1),
so26_rev = c(4, 5, 2, 1, 2, 3, 1, 2, 5, 2, 2, 3, 2, 2, 4, 1, 2, 2, 1, 2),
so28_rev = c(4, 4, 2, 1, 2, 4, 2, 2, 5, 3, 5, 2, 2, 1, 3, 3, 2, 2, 1, 1),
so29_rev = c(4, 3, 2, 2, 2, 4, 3, 1, 5, 2, 4, 2, 2, 2, 4, 2, 3, 2, 2, 2),
so31_rev = c(4, 4, 1, 1, 2, 5, 1, 1, 5, 3, 4, 2, 2, 1, 2, 3, 4, 1, 1, 2),
so32_rev = c(4, 2, 2, 2, 2, 4, 2, 1, 5, 2, 5, 4, 2, 2, 3, 2, 2, 2, 2, 1),
so33_rev = c(5, 3, 2, 1, 3, 2, 1, 2, 4, 3, 4, 2, 3, 2, 3, 4, 3, 2, 1, 2),
ox1_rev = c(6, 5, 1, 2, 2, 3, 3, 1, 5, 2, 6, 2, 2, 2, 3, 3, 5, 1, 2, 1),
ox4_rev = c(5, 4, 2, 1, 4, 3, 1, 2, 4, 2, 6, 4, 2, 1, 4, 4, 4, 2, 1, 2),
ox8_rev = c(5, 4, 2, 1, 3, 4, 3, 2, 6, 2, 6, 3, 5, 2, 4, 5, 5, 2, 1, 1),
pse3_rev = c(6, 5, 2, 2, 3, 6, 2, 2, 6, 3, 4, 4, 4, 1, 3, 4, 4, 2, 1, 2),
ps5_rev = c(5, 4, 2, 2, 3, 4, 2, 2, 6, 3, 2, 4, 3, 2, 3, 3, 4, 2, 1, 2),
ps10_rev = c(5, 4, 1, 1, 2, 4, 3, 1, 6, 3, 5, 4, 2, 2, 3, 1, 4, 2, 2, 2),
ps13_rev = c(4, 5, 1, 3, 3, 1, 1, 1, 6, 2, 4, 2, 2, 1, 2, 1, 4, 2, 3, 1),
ps14_rev = c(4, 4, 2, 2, 2, 2, 1, 2, 6, 2, 6, 4, 3, 2, 3, 2, 4, 2, 2, 2),
ps15_rev = c(5, 4, 1, 1, 3, 5, 3, 1, 6, 3, 3, 2, 2, 2, 3, 4, 2, 1, 2, 1),
ps16_rev = c(5, 3, 2, 2, 3, 1, 1, 2, 6, 2, 3, 4, 2, 1, 3, 2, 3, 2, 1, 2),
ps17_rev = c(5, 4, 2, 1, 2, 2, 3, 1, 6, 2, 5, 2, 2, 2, 3, 3, 4, 2, 2, 1),
ps18_rev = c(5, 5, 1, 2, 3, 2, 1, 2, 4, 3, 4, 3, 3, 2, 2, 4, 2, 1, 1, 2),
ps19_rev = c(5, 3, 1, 1, 2, 2, 1, 1, 6, 2, 5, 2, 2, 1, 3, 2, 3, 2, 2, 2),
ps23_rev = c(5, 4, 1, 2, 3, 3, 3, 1, 6, 2, 5, 2, 2, 2, 2, 2, 4, 2, 2, 1),
ps26_rev = c(5, 3, 2, 2, 2, 2, 1, 2, 6, 2, 2, 4, 3, 1, 3, 4, 2, 2, 2, 1),
ps27_rev = c(5, 5, 2, 2, 3, 5, 3, 1, 6, 3, 4, 2, 2, 2, 3, 3, 4, 2, 1, 2),
ps30_rev = c(1, 3, 1, 2, 2, 1, 3, 1, 5, 2, 6, 2, 2, 1, 2, 3, 5, 2, 2, 2),
ps31_rev = c(5, 4, 2, 1, 3, 1, 1, 2, 6, 3, 4, 3, 3, 2, 2, 2, 3, 2, 1, 2),
ps32_rev = c(5, 4, 2, 2, 3, 1, 2, 2, 6, 2, 6, 2, 2, 2, 3, 4, 2, 2, 2, 1),
ps34_rev = c(5, 5, 2, 1, 3, 4, 2, 2, 6, 2, 4, 2, 2, 3, 3, 3, 4, 2, 2, 2),
ps36_rev = c(5, 3, 1, 1, 3, 2, 4, 2, 6, 3, 5, 2, 3, 2, 2, 4, 5, 2, 2, 2),
ps39_rev = c(5, 4, 2, 2, 2, 5, 3, 1, 6, 3, 4, 4, 3, 2, 3, 2, 2, 2, 2, 2),
ps41_rev = c(4, 5, 1, 2, 3, 6, 3, 1, 6, 2, 4, 1, 3, 2, 5, 3, 2, 2, 2, 2)
)

Is this enough to run the analysis?

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