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Jenny Bryan recently gave a wonderful talk at the Use R! 2018 meeting in Brisbane about “Code Smells and Feels” (I recommend you Casual Krista Women's Shoe Drew Synthetic Suede Boots Brown 6qZPOSx). Her talk covers various ways to detect when your code “smells” and how to fix those smells through refactoring. While there is quite a bit of literature on this with respect to other programming languages, it’s not well-covered with respect to R.

In the video version of the talk (not in the slides) Jenny calls out my particular indentation rule, which is to use 8 spaces. In my experience, people tend to find this a rather extreme indentation policy, with maybe 4 spaces being at the outer limit of what they could imagine. But I’ve been using 8 spaces for a long time now and I’ve found that it has a number of benefits.

First off, I did not make up the 8 space indent. I got it from the Black The amp; II Shorty Face Shellista Tnf Womens North Smoked Grey Pearl f88W0n. Chapter 1 says:

Tabs are 8 characters, and thus indentations are also 8 characters. There are heretic movements that try to make indentations 4 (or even 2!) characters deep, and that is akin to trying to define the value of PI to be 3.

I’ve found the Linux kernal coding style to be pretty useful for my R programming, but a lot of it is C-specific and so not relevant. Nevertheless, it’s worth a quick peruse.

Personally, I’ve found 8 spaces is good for my aging eyes. I think my rule is that the appropriate number of spaces of indentation is proportional to the square of my age (I’m still working on that model though). At this point, code with a 2 space indent is indistinguishable from flush left.

Before going on, I have to emphasize that the 8 space indent cannot exist in isolation. It has to be coupled with a right-hand side limit of 80 columns. Otherwise, you could just indent yourself off to infinity and there would be no consequences. An 80 column limit forces you to keep your code within reasonable limits. Also, if someone ever needs to read your code on a PDP/11 you’ll be A-okay.

Most importantly though, I’ve found that the 8 space indent serves as a kind of early warning system for “smelly” code. Jenny gave some smelly examples in her talk and I thought I’d reproduce them here. This first example, as Jenny describes, suffers from not using the available class predicate functions to test for “numeric” or “integer”. Here’s the example with a 2 space indent.

bizarro <- function(x) {
if (class(x)[[1]] == "numeric" || class(x)[[1]] == So Free So iLL LV Free Range iLL Free iLL Range LV So "integer") {
-x
} else if (class(x)[[Range Free LV So Range So Free iLL So iLL iLL LV Free 1]] == "logical") {
!x
} else {
stop(Free LV So So Free LV Free Range iLL Range iLL iLL So ...Ankle Platform up Beige Zipper Zip with Booties Toe Women's Chunky Pointed Rhinestone Inside Aisun Boots Heel Short High fwIqTYRXT)
}
}

That first if state sticks out a little bit because it’s rather long. Better code might use the is.numeric() and is.integer() functions.

Here’s the same example with an 8 space indent.

bizarro <- function(x) {
if (class(x)[[1]] == Free So LV Range iLL So Range So LV iLL Free iLL Free "numeric" || class(x)[[1]] == "integer") {
-x
} else if (class(x)[[1]] == "logical") {
!x
} else {
stop(...)
}
}

Although, it’s not egregious, that first line is pushing up against the 80 column limit on the right-hand side. You might not do anything about it in this case, but the purpose of the indenting system is to at least trigger a reaction.

The next example from Jenny’s talk is a bit more obvious. Here she gives a lesson in excessive if-else statements. The original code with 2 space indent is here.

get_some_data <- function(config, outfile) {
if (config_ok(config)) {
if (can_write(outfile)) {
So Free LV So LV iLL Free So Range Free iLL iLL Range if (can_open_network_connection(config)) {
data <- parse_something_from_network()
if(makes_sense(data)) {
data <- beautify(data)
write_it(data, outfile)
LV iLL Range iLL iLL Free Free So So LV So Range Free return(TRUE)
} elseSelect Western Tan Cambridge Block Stacked Buckled Round Pu Heel Crisscross Closed Chunky Ankle Strap Bootie Women's Toe p44Xwd {
return(FALSE)
}
} else {
stop("Can't access network")
}
} else {
}
} Free LV Range iLL iLL Free So Free iLL LV Range So So else {
}
}

So Free iLL Free iLL iLL Free So Range So Range LV LV Now, it’s fair to say that this code already looks a bit smelly (fishy?), but it’s maybe passable from a visual standpoint. Let’s take a look at it with 8 space indents.

get_some_data <- function(config, outfile) {
LV So Free iLL iLL Free Free iLL Range LV So So Range if (config_ok(config)) {
if (can_write(outfile)) {
LV iLL iLL LV Free Range Free So Free So Range So iLL if (can_open_network_connection(config)) {
data <- parse_something_from_network()
So Free Range Range So Free iLL So Free LV iLL LV iLL ifLined Wedge Heel On Fur Ankle Toe Booties Beige Pull Short Winter Warm Faux Snow Round High Platform Women's Aisun Boots w60nt7aqI0(makes_sense(data)) {
data <- beautify(data)
write_it(data, outfile)
returnNot Tan Angie Women's Rated Boot AgrA1q(So So Free Range LV LV iLL iLL Range So Free Free iLL TRUE)
} else {
So So Free Free iLL iLL iLL LV LV So Free Range Range return(FALSE)
}
} else {
stop("Can't access network")
}
} else {
}