naniar

Data Structures, Summaries, and Visualisations for Missing Data

v1.1.0 · Mar 5, 2024 · MIT + file LICENSE

Description

Missing values are ubiquitous in data and need to be explored and handled in the initial stages of analysis. 'naniar' provides data structures and functions that facilitate the plotting of missing values and examination of imputations. This allows missing data dependencies to be explored with minimal deviation from the common work patterns of 'ggplot2' and tidy data. The work is fully discussed at Tierney & Cook (2023) <doi:10.18637/jss.v105.i07>.

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CRAN Check Status

10 NOTE

4 OK

Show all 14 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	196.5s
r-devel-linux-x86_64-debian-gcc	NOTE	130.3s
r-devel-linux-x86_64-fedora-clang	NOTE	302.4s
r-devel-linux-x86_64-fedora-gcc	NOTE	298.8s
r-devel-macos-arm64	NOTE	53s
r-devel-windows-x86_64	NOTE	228s
r-oldrel-macos-arm64	OK
r-oldrel-macos-x86_64	OK	144s
r-oldrel-windows-x86_64	OK	274s
r-patched-linux-x86_64	NOTE	182.9s
r-release-linux-x86_64	NOTE	179.6s
r-release-macos-arm64	NOTE
r-release-macos-x86_64	OK	152s
r-release-windows-x86_64	NOTE	215s

Check details (14 non-OK)

NOTE r-devel-linux-x86_64-debian-clang

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-linux-x86_64-debian-gcc

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-linux-x86_64-fedora-clang

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-linux-x86_64-fedora-gcc

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-macos-arm64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-windows-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'impute_below.Rd' 'impute_factor.Rd' 'impute_fixed.Rd'
    'impute_mean.Rd' 'impute_median.Rd' 'impute_mode.Rd' 'impute_zero.Rd'
    'replace_na_with.Rd'

OK r-oldrel-macos-arm64

OK r-oldrel-macos-x86_64

OK r-oldrel-windows-x86_64

NOTE r-patched-linux-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-release-linux-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-release-macos-arm64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

OK r-release-macos-x86_64

NOTE r-release-windows-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'impute_below.Rd' 'impute_factor.Rd' 'impute_fixed.Rd'
    'impute_mean.Rd' 'impute_median.Rd' 'impute_mode.Rd' 'impute_zero.Rd'
    'replace_na_with.Rd'

Check History

NOTE 4 OK · 10 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

NOTE r-devel-linux-x86_64-debian-clang

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-linux-x86_64-debian-gcc

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-linux-x86_64-fedora-clang

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-linux-x86_64-fedora-gcc

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-macos-arm64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-devel-windows-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'impute_below.Rd' 'impute_factor.Rd' 'impute_fixed.Rd'
    'impute_mean.Rd' 'impute_median.Rd' 'impute_mode.Rd' 'impute_zero.Rd'
    'replace_na_with.Rd'

NOTE r-patched-linux-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-release-linux-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-release-macos-arm64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘impute_below.Rd’ ‘impute_factor.Rd’ ‘impute_fixed.Rd’
    ‘impute_mean.Rd’ ‘impute_median.Rd’ ‘impute_mode.Rd’ ‘impute_zero.Rd’
    ‘replace_na_with.Rd’

NOTE r-release-windows-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'impute_below.Rd' 'impute_factor.Rd' 'impute_fixed.Rd'
    'impute_mean.Rd' 'impute_median.Rd' 'impute_mode.Rd' 'impute_zero.Rd'
    'replace_na_with.Rd'

naniar

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