nocodb

nocodb allows to work with NocoDB’s RESTful APIs from R. NocoDB is a web application that provides an intuitive spreadsheet-like front-end for relational databases.

Documentation

The documentation of this package is found here.

Installation

To install the latest development version of nocodb, run the following in R:

if (!("remotes" %in% rownames(installed.packages()))) {
  install.packages(pkgs = "remotes",
                   repos = "https://cloud.r-project.org/")
}

remotes::install_gitlab(repo = "rpkg.dev/nocodb")

Package configuration

Some of nocodb’s functionality is controlled via package-specific global configuration which can either be set via R options or environment variables (the former take precedence). This configuration includes:

::: table-wide

Description	R option	Environment variable	Default value
Origin of the NocoDB server to work with.	nocodb.origin	R_NOCODB_ORIGIN
Title (name) of the NocoDB base to work with.	nocodb.base_title	R_NOCODB_BASE_TITLE
E-mail address of the NocoDB user to authenticate with.	nocodb.email	R_NOCODB_EMAIL
Password of the NocoDB user to authenticate with.	nocodb.password	R_NOCODB_PASSWORD
API token belonging to the NocoDB user to work with. An alternative to email and password. Note that not all of NocoDB’s API endpoints support authentication via API tokens.	nocodb.api_token	R_NOCODB_API_TOKEN
:::

Development

R Markdown format

This package’s source code is written in the R Markdown file format to facilitate practices commonly referred to as literate programming. It allows the actual code to be freely mixed with explanatory and supplementary information in expressive Markdown format instead of having to rely on # comments only.

All the .gen.R suffixed R source code found under R/ is generated from the respective R Markdown counterparts under Rmd/ using pkgpurl::purl_rmd()¹. Always make changes only to the .Rmd files – never the .R files – and then run pkgpurl::purl_rmd() to regenerate the R source files.

Coding style

This package borrows a lot of the Tidyverse design philosophies. The R code adheres to the principles specified in the Tidyverse Design Guide wherever possible and is formatted according to the Tidyverse Style Guide (TSG) with the following exceptions:

• Line width is limited to 160 characters, double the limit proposed by the TSG (80 characters is ridiculously little given today’s high-resolution wide screen monitors).

  Furthermore, the preferred style for breaking long lines differs. Instead of wrapping directly after an expression’s opening bracket as suggested by the TSG, we prefer two fewer line breaks and indent subsequent lines within the expression by its opening bracket:

  # TSG proposes this
  do_something_very_complicated(
    something = "that",
    requires = many,
    arguments = "some of which may be long"
  )
  
  # we prefer this
  do_something_very_complicated(something = "that",
                                requires = many,
                                arguments = "some of which may be long")

  This results in less vertical and more horizontal spread of the code and better readability in pipes.

• Usage of magrittr’s compound assignment pipe-operator %<>% is desirable².

• Usage of R’s right-hand assignment operator -> is not allowed³.

• R source code is not split over several files as suggested by the TSG but instead is (as far as possible) kept in the single file Rmd/nocodb.Rmd which is well-structured thanks to its Markdown support.

As far as possible, these deviations from the TSG plus some additional restrictions are formally specified in pkgpurl::default_linters, which is (by default) used in pkgpurl::lint_rmd(), which in turn is the recommended way to lint this package.

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Footnotes

1. The very idea to leverage the R Markdown format to author R packages was originally proposed by Yihui Xie. See his excellent blog post for his point of view on the advantages of literate programming techniques and some practical examples. Note that using pkgpurl::purl_rmd() is a less cumbersome alternative to the Makefile approach outlined by him. ↩

2. The TSG explicitly instructs to avoid this operator – presumably because it’s relatively unknown and therefore might be confused with the forward pipe operator %>% when skimming code only briefly. I don’t consider this to be an actual issue since there aren’t many sensible usage patterns of %>% at the beginning of a pipe sequence inside a function – I can only think of creating side effects and relying on R’s implicit return of the last evaluated expression. Therefore – and because I really like the %<>% operator – it’s usage is welcome. ↩

3. The TSG explicitly accepts -> for assignments at the end of a pipe sequence while Google’s R Style Guide considers this bad practice because it “makes it harder to see in code where an object is defined”. I second the latter. ↩