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Why should someone use {} for initializing an empty object in R?

Tags:

null

r

It seems that some programmers are using:

a = {}
a$foo = 1
a$bar = 2

What is the benefit over a = list(foo = 1, bar = 2)?

Why should {} be used? This expression only returns NULL, so a NULL assignment would do the same, wouldn't it?

like image 847
petres Avatar asked Sep 01 '18 22:09

petres


People also ask

How do I create an empty object in R?

Creating empty vectors using NULLAssigning NULL to any vector will create an empty vector of NULL type. NULL is null object in R used to represent vectors/data objects with zero length.

How do I initialize an empty list in R?

To create an empty list in R, use the vector() function. The vector() function takes two arguments: mode and length. The mode is, in our case, is a list, and length is the number of elements in the list, and the list ends up actually empty, filled with NULL.


1 Answers

Your first query

Why should {} be used, this expression only returns NULL, so an NULL assignment would do the same, wouldn't it?

Yes, a <- NULL gives the same effect. Using {} is likely to be a personal style.


NULL

NULL is probably the most versatile and confusing R object. From R language definition of NULL:

It is used whenever there is a need to indicate or specify that an object is absent. It should not be confused with a vector or list of zero length.

The NULL object has no type and no modifiable properties. There is only one NULL object in R, to which all instances refer. To test for NULL use is.null. You cannot set attributes on NULL.

Strictly speaking, NULL is just NULL. And it is the only thing that is.null returns TRUE. However, according to ?NULL:

Objects with value NULL can be changed by replacement operators and will be coerced to the type of the right-hand side.

So, while it is not identical to a length-0 vector with a legitimate mode (not all modes in R are allowed in a vector; read ?mode for the full list of modes and ?vector for what are legitimate for a vector), this flexible coercion often makes it behave like a length-0 vector:

## examples of atomic mode
integer(0)  ## vector(mode = "integer", length = 0)
numeric(0)  ## vector(mode = "numeric", length = 0)
character(0)  ## vector(mode = "character", length = 0)
logical(0)  ## vector(mode = "logical", length = 0)

## "list" mode
list()  ## vector(mode = "list", length = 0)

## "expression" mode
expression()  ## vector(mode = "expression", length = 0)

You can do vector concatenation:

c(NULL, 0L)  ## c(integer(0), 0L)
c(NULL, expression(1+2))  ## c(expression(), expression(1+2))
c(NULL, list(foo = 1))  ## c(list(), list(foo = 1))

You can grow a vector (as you did in your question):

a <- NULL; a[1] <- 1; a[2] <- 2
## a <- numeric(0); a[1] <- 1; a[2] <- 2

a <- NULL; a[1] <- TRUE; a[2] <- FALSE
## a <- logical(0); a[1] <- TRUE; a[2] <- FALSE

a <- NULL; a$foo <- 1; a$bar <- 2
## a <- list(); a$foo <- 1; a$bar <- 2

a <- NULL; a[1] <- expression(1+1); a[2] <- expression(2+2)
## a <- expression(); a[1] <- expression(1+1); a[2] <- expression(2+2)

Using {} to generate NULL is similar to expression(). Though not identical, the run-time coercion when you later do something with it really makes them indistinguishable. For example, when growing a list, any of the following would work:

a <- NULL; a$foo <- 1; a$bar <- 2
a <- numeric(0); a$foo <- 1; a$bar <- 2  ## there is a warning
a <- character(0); a$foo <- 1; a$bar <- 2  ## there is a warning
a <- expression(); a$foo <- 1; a$bar <- 2
a <- list(); a$foo <- 1; a$bar <- 2

For a length-0 vector with an atomic mode, a warning is produced during run-time coercion (because the change from "atomic" to "recursive" is too significant):

#Warning message:
#In a$foo <- 1 : Coercing LHS to a list

We don't get a warning for expression setup, because from ?expression:

As an object of mode ‘"expression"’ is a list ...

Well, it is not a "list" in the usual sense; it is an abstract syntax tree that is list-alike.


Your second query

What is the benefit over a = list(foo = 1, bar = 2)?

There is no advantage in doing so. You should have already read elsewhere that growing objects is a bad practice in R. A random search on Google gives: growing objects and loop memory pre-allocation.

If you know the length of the vector as well as the value of its each element, create it directly, like a = list(foo = 1, bar = 2).

If you know the length of the vector but its elements' values are to be computed (say by a loop), set up a vector and do fill-in, like a <- vector("list", 2); a[[1]] <- 1; a[[2]] <- 2; names(a) <- c("foo", "bar").


In reply to Tjebo

I actually looked up ?mode, but it doesn't list the possible modes. It points towards ?typeof which then points to the possible values listed in the structure TypeTable in src/main/util.c. I have not been able to find this file not even the folder (OSX). Any idea where to find this?

It means the source of an R distribution, which is a ".tar.gz" file on CRAN. An alternative is look up on https://github.com/wch/r-source. Either way, this is the table:

TypeTable[] = {
    { "NULL",       NILSXP     },  /* real types */
    { "symbol",     SYMSXP     },
    { "pairlist",   LISTSXP    },
    { "closure",    CLOSXP     },
    { "environment",    ENVSXP     },
    { "promise",    PROMSXP    },
    { "language",   LANGSXP    },
    { "special",    SPECIALSXP },
    { "builtin",    BUILTINSXP },
    { "char",       CHARSXP    },
    { "logical",    LGLSXP     },
    { "integer",    INTSXP     },
    { "double",     REALSXP    }, /*-  "real", for R <= 0.61.x */
    { "complex",    CPLXSXP    },
    { "character",  STRSXP     },
    { "...",        DOTSXP     },
    { "any",        ANYSXP     },
    { "expression", EXPRSXP    },
    { "list",       VECSXP     },
    { "externalptr",    EXTPTRSXP  },
    { "bytecode",   BCODESXP   },
    { "weakref",    WEAKREFSXP },
    { "raw",        RAWSXP },
    { "S4",     S4SXP },
    /* aliases : */
    { "numeric",    REALSXP    },
    { "name",       SYMSXP     },

    { (char *)NULL, -1     }
};
like image 81
Zheyuan Li Avatar answered Sep 17 '22 17:09

Zheyuan Li