[R] Potential bug/unexpected behaviour in model matrix
Andrew Simmons
@kw@|mmo @end|ng |rom gm@||@com
Thu Aug 26 21:26:42 CEST 2021
Hello,
I'm not so sure this is a bug, it appears to be behaving as intended from
the documentation. I would suggest using argument 'physical' from 'setkey'
to avoid reordering the rows. Something like:
x <- data.table::data.table(V1 = 9:0)
y <- data.table::copy(x)
data.table::setkey(x, V1, physical = TRUE)
data.table::setkey(y, V1, physical = FALSE)
print(x)
print(y)
attr(x, "index")
attr(y, "index")
'x' does not have an attribute index because the rows were reordered. 'y'
does have an index because its rows weren't reordered. I hope this helps!
On Thu, Aug 26, 2021 at 1:02 PM Leonidas Lundell <leo.lundell using sund.ku.dk>
wrote:
> Dear R-project,
>
> Apologies if I am sending this to the wrong list, and thank you for your
> enormous contribution.
>
> I discovered a subtle interaction between the data.table package and
> model.matrix function that influences the output to the point that you will
> get completely erroneous results:
>
> df <- data.frame(basespaceID = 8:1, group = paste0(rep(c("a", "b"), 4),
> "_", sort(rep(c("1", "2"), 4))))
> designDF <- model.matrix(~0 + group, data = df)
>
> dt <- data.table::as.data.table(df)
> designDT <- model.matrix(~0 + group, data = dt)
>
> all(designDF == designDT)
> #TRUE
>
> data.table::setkey(dt, "basespaceID")
> designDTkeyed <- model.matrix(~0 + group, data = dt)
>
> all(designDF == designDTkeyed)
> #FALSE
>
> # It seems that a keyed data.table reorders the rows of the design matrix
> by alphabetical order:
>
> designDFreordered <- model.matrix(~0 + group, data = df[8:1,])
> all(designDFreordered == designDTkeyed)
> #TRUE
>
> And my sessionInfo if that’s of any help:
>
> sessionInfo()
>
> R version 4.1.0 (2021-05-18)
> Platform: x86_64-apple-darwin17.0 (64-bit)
> Running under: macOS Big Sur 11.5.2
>
> Matrix products: default
> LAPACK:
> /Library/Frameworks/R.framework/Versions/4.1/Resources/lib/libRlapack.dylib
>
> locale:
> [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
>
> attached base packages:
> [1] stats graphics grDevices utils datasets methods base
>
> other attached packages:
> [1] data.table_1.14.0
>
> loaded via a namespace (and not attached):
> [1] umap_0.2.7.0 Rcpp_1.0.7 knitr_1.33 magrittr_2.0.1
> [5] maps_3.3.0 lattice_0.20-44 rlang_0.4.11
> stringr_1.4.0
> [9] tools_4.1.0 grid_4.1.0 xfun_0.25
> png_0.1-7
> [13] audio_0.1-7 RSpectra_0.16-0 htmltools_0.5.1.1
> shapefiles_0.7
> [17] askpass_1.1 openssl_1.4.4 yaml_2.2.1
> digest_0.6.27
> [21] zip_2.2.0 Matrix_1.3-4 beepr_1.3
> evaluate_0.14
> [25] rmarkdown_2.10 openxlsx_4.2.4 sp_1.4-5
> stringi_1.7.3
> [29] compiler_4.1.0 fossil_0.4.0 jsonlite_1.7.2
> reticulate_1.20
> [33] foreign_0.8-81
>
> Best regards
>
> Leonidas Lundell
> Postdoc
> Barres & Zierath group
>
> University of Copenhagen
> Novo Nordisk Foundation
> Center for Basic Metabolic Research
>
> mailto:leo.lundell using sund.ku.dk
>
>
>
>
>
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