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

udl19 · April 10, 2019, 2:16pm

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!

andresrcs · April 10, 2019, 2:20pm

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:

FAQ: How to do a minimal reproducible example ( reprex ) for beginners Guides & FAQs

A minimal reproducible example consists of the following items: A minimal dataset, necessary to reproduce the issue The minimal runnable code necessary to reproduce the issue, which can be run on the given dataset, and including the necessary information on the used packages. Let's quickly go over each one of these with examples: Minimal Dataset (Sample Data) You need to provide a data frame that is small enough to be (reasonably) pasted on a post, but big enough to reproduce your issue. Let's say, as an example, that you are working with the iris data frame head(iris) #> Sepal.Length Sepal.Width Petal.Length Petal.Width Species #> 1 5.1 3.5 1.4 0.…

udl19 · April 10, 2019, 3:51pm

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,

andresrcs · April 10, 2019, 6:20pm

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))

udl19 · April 11, 2019, 9:08am

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

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?

system · May 2, 2019, 9:13am

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