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	195s
r-devel-linux-x86_64-debian-gcc	NOTE	133.2s
r-devel-linux-x86_64-fedora-clang	NOTE	321s
r-devel-linux-x86_64-fedora-gcc	NOTE	346.2s
r-devel-macos-arm64	NOTE	49s
r-devel-windows-x86_64	NOTE	223s
r-oldrel-macos-arm64	OK
r-oldrel-macos-x86_64	OK	144s
r-oldrel-windows-x86_64	OK	279s
r-patched-linux-x86_64	NOTE	183.5s
r-release-linux-x86_64	NOTE	176.4s
r-release-macos-arm64	NOTE
r-release-macos-x86_64	OK	152s
r-release-windows-x86_64	NOTE	209s

Check details (10 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'

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'

Check History

NOTE 4 OK · 10 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 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'

Reverse Dependencies (11)

imports

FAfA dbGaPCheckup smdi surveyPrev

suggests

ModStatR NBDCtools causalCmprsk cleanepi fairmetrics fastml misc

Dependency Network

Version History

new 1.1.0 Mar 10, 2026

updated 1.1.0 ← 1.0.0 diff Mar 4, 2024

updated 1.0.0 ← 0.6.1 diff Feb 1, 2023

updated 0.6.1 ← 0.6.0 diff May 13, 2021

updated 0.6.0 ← 0.5.2 diff Sep 1, 2020

updated 0.5.2 ← 0.5.1 diff Jun 28, 2020

updated 0.5.1 ← 0.5.0 diff Apr 30, 2020

updated 0.5.0 ← 0.4.2 diff Feb 27, 2020

updated 0.4.2 ← 0.4.1 diff Feb 14, 2019

updated 0.4.1 ← 0.4.0.0 diff Nov 19, 2018

updated 0.4.0.0 ← 0.3.1 diff Sep 9, 2018

updated 0.3.1 ← 0.3.0 diff Jun 7, 2018

updated 0.3.0 ← 0.2.0 diff Jun 6, 2018

updated 0.2.0 ← 0.1.0 diff Feb 8, 2018

new 0.1.0 Aug 8, 2017