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How strongly can system software interfere with R package functionality?

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Background:

I am trying to establish a setup where I can create a persistent build for a docker image, which will in turn power the core of an R Statistics process. At this point I've figured out how to install exactly the R Packages that I am requesting, however, I do wonder how relevant the software supplied by the underlying system (in my case Ubuntu 20.04) is in regard to reproducibility in R. I am installing via apt-get install but without version specification there.

Questions:

  1. What can happen, in regard to R Package functionality, when I rebuild the image later with all the same R packages specified but potentially different system libraries?
  2. How big can the influence be and what are the remedies?

Any guidance is appreciated.


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