What is your preferred style for naming variables in R? [closed]

medriscoll 12/07/2018. 8 answers, 0 views
r coding-style naming-conventions

Which conventions for naming variables and functions do you favor in R code?

As far as I can tell, there are several different conventions, all of which coexist in cacophonous harmony:

1. Use of period separator, e.g.

  stock.prices <- c(12.01, 10.12)
  col.names    <- c('symbol','price')

Pros: Has historical precedence in the R community, prevalent throughout the R core, and recommended by Google's R Style Guide.

Cons: Rife with object-oriented connotations, and confusing to R newbies

2. Use of underscores

  stock_prices <- c(12.01, 10.12)
  col_names    <- c('symbol','price')

Pros: A common convention in many programming langs; favored by Hadley Wickham's Style Guide, and used in ggplot2 and plyr packages.

Cons: Not historically used by R programmers; is annoyingly mapped to '<-' operator in Emacs-Speaks-Statistics (alterable with 'ess-toggle-underscore').

3. Use of mixed capitalization (camelCase)

  stockPrices <- c(12.01, 10.12)
  colNames    <- c('symbol','price')

Pros: Appears to have wide adoption in several language communities.

Cons: Has recent precedent, but not historically used (in either R base or its documentation).

Finally, as if it weren't confusing enough, I ought to point out that the Google Style Guide argues for dot notation for variables, but mixed capitalization for functions.

The lack of consistent style across R packages is problematic on several levels. From a developer standpoint, it makes maintaining and extending other's code difficult (esp. where its style is inconsistent with your own). From a R user standpoint, the inconsistent syntax steepens R's learning curve, by multiplying the ways a concept might be expressed (e.g. is that date casting function asDate(), as.date(), or as_date()? No, it's as.Date()).

8 Answers

Dirk Eddelbuettel 12/22/2009.

Good previous answers so just a little to add here:

  • underscores are really annoying for ESS users; given that ESS is pretty widely used you won't see many underscores in code authored by ESS users (and that set includes a bunch of R Core as well as CRAN authors, excptions like Hadley notwithstanding);

  • dots are evil too because they can get mixed up in simple method dispatch; I believe I once read comments to this effect on one of the R list: dots are a historical artifact and no longer encouraged;

  • so we have a clear winner still standing in the last round: camelCase. I am also not sure if I really agree with the assertion of 'lacking precendent in the R community'.

And yes: pragmatism and consistency trump dogma. So whatever works and is used by colleagues and co-authors. After all, we still have white-space and braces to argue about :)

Rasmus Bååth 02/27/2017.

I did a survey of what naming conventions that are actually used on CRAN that got accepted to the R Journal :) Here is a graph summarizing the results:

enter image description here

Turns out (no surprises perhaps) that lowerCamelCase was most often used for function names and period.separated names most often used for parameters. To use UpperCamelCase, as advocated by Google's R style guide is really rare however, and it is a bit strange that they advocate using that naming convention.

The full paper is here:


hadley 09/09/2015.

Underscores all the way! Contrary to popular opinion, there are a number of functions in base R that use underscores. Run grep("^[^\\.]*$", apropos("_"), value = T) to see them all.

I use the official Hadley style of coding ;)

Robert 01/08/2010.

I like camelCase when the camel actually provides something meaningful -- like the datatype.

dfProfitLoss, where df = dataframe


vdfMergedFiles(), where the function takes in a vector and spits out a dataframe

While I think _ really adds to the readability, there just seems to be too many issues with using .-_ or other characters in names. Especially if you work across several languages.

Shane 12/22/2009.

This comes down to personal preference, but I follow the google style guide because it's consistent with the style of the core team. I have yet to see an underscore in a variable in base R.

As I point out here:

How does the verbosity of identifiers affect the performance of a programmer?

it's worth bearing in mind how understandable your variable names are to your co-workers/users if they are non-native speakers...

For that reason I'd say underscores and periods are better than capitalisation, but as you point out consistency is essential within your script.

geoffjentry 12/23/2009.

As others have mentioned, underscores will screw up a lot of folks. No, it's not verboten but it isn't particularly common either.

Using dots as a separator gets a little hairy with S3 classes and the like.

In my experience, it seems like a lot of the high muckity mucks of R prefer the use of camelCase, with some dot usage and a smattering of underscores.

Jesse 12/22/2009.

I have a preference for mixedCapitals.

But I often use periods to indicate what the variable type is:

mixedCapitals.mat is a matrix. mixedCapitals.lm is a linear model. mixedCapitals.lst is a list object.

and so on.

HighResolutionMusic.com - Download Hi-Res Songs

1 Alan Walker

On My Way flac

Alan Walker. 2019. Writer: Alan Walker;Sabrina Carpenter;Farruko.

Here With Me flac

CHVRCHES. 2019. Writer: Steve Mac;Martin Doherty;Marshmello;Lauren Mayberry;Iain Cook.
3 5 Seconds Of Summer

Who Do You Love flac

5 Seconds Of Summer. 2019. Writer: Andrew Taggart;Talay Riley;Oak;Sean Douglas;Luke Hemmings;Calum Hood;Ashton Irwin;Michael Clifford;Trevorious;Zaire Koalo.
4 Bonn

No Sleep flac

Bonn. 2019. Writer: Albin Nedler;Bonn;Martin Garrix.
5 Avril Lavigne

Crush flac

Avril Lavigne. 2019. Writer: Johan Carlsson;Avril Lavigne;Zane Carney.
6 Katy Perry

365 flac

Katy Perry. 2019. Writer: Zedd;Katy Perry;Caroline Ailin;Corey Sanders;Daniel Davidsen;Cutfather;Peter Wallevik.
7 Alan Walker

Are You Lonely flac

Alan Walker. 2019.
8 Jonas Brothers

Sucker flac

Jonas Brothers. 2019. Writer: Kevin Jonas;Joe Jonas;Nick Jonas;Ryan Tedder;Louis Bell;Frank Dukes.
9 Brooks

Better When You're Gone flac

Brooks. 2019. Writer: David Guetta;Emma Lov Block;Ido Zmishlany;Jackson Foote;Jeremy Dussolliet;Brooks.
10 Dido

Hurricanes flac

Dido. 2019. Writer: Dido;Rick Nowels;Rollo Armstrong.

Happy flac

DEAMN. 2019.
12 Ariana Grande

Bloodline flac

Ariana Grande. 2019. Writer: ILYA;Max Martin;Savan Kotecha;Ariana Grande.

Rise flac

IZ*ONE. 2019.
14 Avril Lavigne

Dumb Blonde flac

Avril Lavigne. 2019. Writer: Mitch Allan;Bonnie McKee;Nicki Minaj;Avril Lavigne.
15 Little Big Town

Don't Threaten Me With A Good Time flac

Little Big Town. 2019. Writer: Thomas Rhett;Karen Fairchild;The Stereotypes;Jesse Frasure;Ashley Gorley.
16 Ariana Grande

Make Up flac

Ariana Grande. 2019. Writer: Brian Malik Baptiste;Tayla Parx;TBHits;Victoria Monét;Ariana Grande.
17 Dzeko

Halfway There flac

Dzeko. 2019.
18 Ariana Grande

Imagine flac

Ariana Grande. 2019. Writer: JProof;Priscilla Renea;Happy Perez;Andrew "Pop" Wansel;Ariana Grande.
19 Ariana Grande

NASA flac

Ariana Grande. 2019. Writer: Ariana Grande;Scootie;Tayla Parx;TBHits;Victoria Monét.
20 Ariana Grande

Thank U, Next flac

Ariana Grande. 2019. Writer: Crazy Mike;Scootie;Victoria Monét;Tayla Parx;TBHits;Ariana Grande.


Popular Tags