naniar: impute_below_at – R documentation

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impute_below_at

Scoped variants of impute_below

Description

impute_below operates on all variables. To only impute variables that satisfy a specific condition, use the scoped variants, impute_below_at, and impute_below_if. To use _at effectively, you must know that _at`` affects variables selected with a character vector, or with vars()'.

Usage

impute_below_at(.tbl, .vars, prop_below = 0.1, jitter = 0.05, ...)

Arguments

`.tbl`	a data.frame
`.vars`	variables to impute
`prop_below`	the degree to shift the values. default is
`jitter`	the amount of jitter to add. default is 0.05
`...`	extra arguments

Value

an dataset with values imputed

Examples

# select variables starting with a particular string.
impute_below_at(airquality,
                .vars = c("Ozone", "Solar.R"))

impute_below_at(airquality, .vars = 1:2)

## Not run: 
library(dplyr)
impute_below_at(airquality,
                .vars = vars(Ozone))

library(ggplot2)
airquality %>%
  bind_shadow() %>%
  impute_below_at(vars(Ozone, Solar.R)) %>%
  add_label_shadow() %>%
  ggplot(aes(x = Ozone,
             y = Solar.R,
             colour = any_missing)) +
         geom_point()

## End(Not run)

naniar

Data Structures, Summaries, and Visualisations for Missing Data

v0.6.0

MIT + file LICENSE

Authors

Nicholas Tierney [aut, cre] (<https://orcid.org/0000-0003-1460-8722>), Di Cook [aut] (<https://orcid.org/0000-0002-3813-7155>), Miles McBain [aut] (<https://orcid.org/0000-0003-2865-2548>), Colin Fay [aut] (<https://orcid.org/0000-0001-7343-1846>), Mitchell O'Hara-Wild [ctb], Jim Hester [ctb], Luke Smith [ctb]

Initial release