Break your chain at the cursor line. Run the first bit. See the output. Be free.
# install.packages("remotes")
remotes::install_github("MilesMcBain/breakerofchains")
Say you had:
library(tidyverse)
star_plot <-
starwars %>%
group_by(species, sex) %>%
select(height, mass) %>%
summarise(
height = mean(height, na.rm = TRUE),
mass = mean(mass, na.rm = TRUE)
) %>%
ggplot(aes(x = height, y = mass)) +
geom_point()
-
Pop your cursor on line you want to run up to. e.g.
select(height, mass)
. -
Invoke the RStudio Addin
Break chain and run to cursor
-
Code is run from start of chain up to your cursor line, and result is printed in the console:
starwars %>%
group_by(species, sex) %>%
select(height, mass)
#> Adding missing grouping variables: `species`, `sex`
#> # A tibble: 87 × 4
#> # Groups: species, sex [41]
#> species sex height mass
#> <chr> <chr> <int> <dbl>
#> 1 Human male 172 77
#> 2 Droid none 167 75
#> 3 Droid none 96 32
#> 4 Human male 202 136
#> 5 Human female 150 49
#> 6 Human male 178 120
#> 7 Human female 165 75
#> 8 Droid none 97 32
#> 9 Human male 183 84
#> 10 Human male 182 77
#> # … with 77 more rows
with a stored result available in .chain
:
glimpse(.chain)
#> Rows: 87
#> Columns: 4
#> Groups: species, sex [41]
#> $ species <chr> "Human", "Droid", "Droid", "Human", "Human", "Human", "Human",…
#> $ sex <chr> "male", "none", "none", "male", "female", "male", "female", "n…
#> $ height <int> 172, 167, 96, 202, 150, 178, 165, 97, 183, 182, 188, 180, 228,…
#> $ mass <dbl> 77.0, 75.0, 32.0, 136.0, 49.0, 120.0, 75.0, 32.0, 84.0, 77.0, …
For pipe chains Base pipe |>
is supported, but chains can also be
broken at lines ending in any %%
infix, and any math/logic infix. So
you can break ggplot2
layers chained with +
this way too.
By default the result of the last broken chain is saved in your
environment as the variable .chain
so you can immediately start
passing it to further diagnostics. I’ve found this is nicer than
.Last.value
which is easy to accidentally overwrite, and has a hard to
remember the capitalisation scheme.
Disable this behaviour with
options(breakerofchains_store_result = FALSE)
- RStudio: addins can be bound to keys using the keybinding menu.
- VSCode: create a binding for your
keybindings.json
like:
[
{
"description": "run breakerofchains",
"key": "ctrl+shift+b",
"command": "r.runCommand",
"when": "editorTextFocus",
"args": "breakerofchains::break_chain()"
},
]
Since R’s parser is used to help figure out where the chain starts, the process will fail if any of the code above the cursor is invalid - even code not in the chain.
For Rmd documents only code in the current chunk is parsed.
break_chain()
returns the result of the chain evaluation invisibly, so
you can build your own shortcuts that do something with the result other
than print it to the console. E.g. View(break_chain())
See
break_chain
and NEWS.md
for more info.