You can install the add-ins from here (which also includes both installation instructions and use instructions/examples).
Our article "Let’s Have Some Sympathy For The Part-time R User" includes two points:
- Sometimes you have to write parameterized or re-usable code.
- The methods for doing this should be easy and legible.
The first point feels abstract, until you find yourself wanting to re-use code on new projects. As for the second point: I feel the
wrapr package is the easiest, safest, most consistent, and most legible way to achieve maintainable code re-use in
In this article we will show how
wrapr makes code-rewriting even easier with its new
let x=x automation.
dplyrusers who had such a need, and wanted such extensions.
dplyrusers who did not have such a need ("we always know the column names").
dplyrusers who found the then-current fairly complex "underscore" and
lazyevalsystem sufficient for the task.
Needing name substitution is a problem an advanced full-time
R user can solve on their own. However a part-time
R would greatly benefit from a simple, reliable, readable, documented, and comprehensible packaged solution. Continue reading Let’s Have Some Sympathy For The Part-time R User
Please check them out (hint:
vtreat is our favorite).
dplyr issue 2916.
The following appears to work.
suppressPackageStartupMessages(library("dplyr")) COL <- "homeworld" starwars %>% group_by(.data[[COL]]) %>% head(n=1)
## # A tibble: 1 x 14 ## # Groups: COL  ## name height mass hair_color skin_color eye_color birth_year ## <chr> <int> <dbl> <chr> <chr> <chr> <dbl> ## 1 Luke Skywalker 172 77 blond fair blue 19 ## # ... with 7 more variables: gender <chr>, homeworld <chr>, species <chr>, ## # films <list>, vehicles <list>, starships <list>, COL <chr>
Though notice it reports the grouping is by "
COL", not by "
homeworld". Also the data set now has
14 columns, not the original
13 from the
starwars data set.
development version CRAN version of our
R helper function
wrapr::let() has switched from string-based substitution to abstract syntax tree based substitution (AST based substitution, or language based substitution).
I am looking for some feedback from
wrapr::let() users already doing substantial work with
wrapr::let(). If you are already using
wrapr::let() please test if the current development version of
wrapr works with your code. If you run into problems: I apologize, and please file a
In this article we will discuss composing standard-evaluation interfaces (SE: parametric, referentially transparent, or “looks only at values”) and composing non-standard-evaluation interfaces (NSE) in
To use it you must know some of its structure and notation. Here are some details paraphrased from the major
rlang client, the package dplyr:
vignette('programming', package = 'dplyr')).
:=" is needed to make left-hand-side re-mapping possible (adding yet another "more than one assignment type operator running around" notation issue).
!!" substitution requires parenthesis to safely bind (so the notation is actually "
(!! )", not "
- Left-hand-sides of expressions are names or strings, while right-hand-sides are
Saw this the other day:
let()was deliberately designed for a single real-world use case: working with data when you don’t know the column names when you are writing the code (i.e., the column names will come later in a variable). We can re-phrase that as: there is deliberately less to learn as
let()is adapted to a need (instead of one having to adapt to
Rcommunity already has months of experience confirming
let()working reliably in production while interacting with a number of different packages.
let()will continue to be a very specific, consistent, reliable, and relevant tool even after
dpyr 0.6.*is released, and the community gains experience with
tidyeval is your thing, by all means please use and teach it. But please continue to consider also using
wrapr::let(). If you are trying to get something done quickly, or trying to share work with others: a “deeper theory” may not be the best choice.
An example follows. Continue reading In defense of wrapr::let()