R: Recode and replace using logical conditions

vec-case-and-replace {vctrs}

R Documentation

Recode and replace using logical conditions

Description

vec_case_when() constructs an entirely new vector by recoding the TRUE conditions to their corresponding values. If there are locations not matched by conditions, then they are recoded to the default value.
vec_replace_when() updates an existing vector by replacing the values from x matched by the TRUE conditions with their corresponding values. In this case, each element of values must have the same type as x and locations not matched by conditions retain their original x value.

vec_case_when() is often thought of as a way to vectorize multiple if-else statements, and is an R equivalent of the SQL "searched" ⁠CASE WHEN⁠ statement.

Usage

vec_case_when(
  conditions,
  values,
  ...,
  default = NULL,
  unmatched = "default",
  ptype = NULL,
  size = NULL,
  conditions_arg = "conditions",
  values_arg = "values",
  default_arg = "default",
  error_call = current_env()
)

vec_replace_when(
  x,
  conditions,
  values,
  ...,
  x_arg = "x",
  conditions_arg = "conditions",
  values_arg = "values",
  error_call = current_env()
)

Arguments

conditions

A list of logical condition vectors.

For vec_case_when(), each vector should be the same size.

For vec_replace_when(), each vector should be the same size as x.

Where a value in conditions is TRUE, the corresponding value in values will be assigned to the result.

values

A list of vectors.

For vec_case_when(), each vector should be size 1 or the size implied by conditions. The common type of values and default determine the output type, unless overridden by ptype.

For vec_replace_when(), each vector should be size 1 or the same size as x. Each vector will be cast to the type of x.

...

These dots are for future extensions and must be empty.

default

Default value to use when conditions does not match every location in the output.

By default, a missing value is used as the default value.

If supplied, default must be size 1 or the size implied by conditions.

Can only be set when unmatched = "default".

unmatched

Handling of unmatched locations.

One of:

"default" to use default in unmatched locations.
"error" to error when there are unmatched locations.

ptype

An optional override for the output type, which is usually computed as the common type of values and default.

size

An optional override for the output size, which is usually computed as the size of the first element of conditions.

Only useful for requiring a fixed size when conditions is an empty list.

error_call

The execution environment of a currently running function, e.g. caller_env(). The function will be mentioned in error messages as the source of the error. See the call argument of abort() for more information.

x

A vector.

x_arg, conditions_arg, values_arg, default_arg

Argument names used in error messages.

Value

A vector.

For vec_case_when(), the type of the output is computed as the common type of values and default, unless overridden by ptype. The names of the output come from the names of values and default. The size of the output comes from the implied size from conditions, unless overridden by size.
For vec_replace_when(), the type of the output will have the same type as x. The names of the output will be the same as the names of x. The size of the output will be the same size as x.

Examples

# Note how the first `TRUE` is used in the output.
# Also note how the `NA` falls through to `default`.
x <- seq(-2L, 2L, by = 1L)
x <- c(x, NA)
conditions <- list(
  x < 0,
  x < 1
)
values <- list(
  "<0",
  "<1"
)
vec_case_when(
  conditions,
  values,
  default = "other"
)

# Missing values need to be handled with their own case
# if you want them to have a special value
conditions <- list(
  x < 0,
  x < 1,
  is.na(x)
)
values <- list(
  "<0",
  "<1",
  NA
)
vec_case_when(
  conditions,
  values,
  default = "other"
)

# Both `values` and `default` are vectorized
values <- list(
  x * 5,
  x * 10,
  NA
)
vec_case_when(
  conditions,
  values,
  default = x * 100
)

# Use `vec_replace_when()` if you need to update `x`, retaining
# all previous values in locations that you don't match
conditions <- list(
  x < 0,
  x < 1
)
values <- list(
  0,
  1
)
out <- vec_replace_when(
  x,
  conditions,
  values
)
out

# Note how `vec_replace_when()` is type stable on `x`, we retain the
# integer type here even though `values` contained doubles
typeof(out)

# `vec_case_when()` creates a new vector, so names come from `values`
# and `default`. `vec_replace_when()` modifies an existing vector, so
# names come from `x` no matter what, just like `[<-` and `base::replace()`
x <- c(a = 1, b = 2, c = 3)
conditions <- list(x == 1, x == 2)
values <- list(c(x = 0), c(y = -1))
vec_case_when(conditions, values)
vec_replace_when(x, conditions, values)

# If you want to enforce that you've covered all of the locations in your
# `conditions`, use `unmatched = "error"` rather than providing a `default`
x <- c(0, 1, 2)
conditions <- list(x == 1, x == 2)
values <- list("a", "b")
try(vec_case_when(conditions, values, unmatched = "error"))

[Package vctrs version 0.7.3 Index]