naniar

Data Structures, Summaries, and Visualisations for Missing Data

CRAN Package

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>.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 46,415 times in the last 30 days. The downloads are officially high enough to crash an underfunded departmental server. Quite an accomplishment! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 1,287 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 23, 2025
1,842 downloadsMar 24, 2025
1,995 downloadsMar 25, 2025
1,912 downloadsMar 26, 2025
1,887 downloadsMar 27, 2025
1,658 downloadsMar 28, 2025
1,120 downloadsMar 29, 2025
1,183 downloadsMar 30, 2025
1,894 downloadsMar 31, 2025
1,890 downloadsApr 1, 2025
1,944 downloadsApr 2, 2025
1,805 downloadsApr 3, 2025
1,537 downloadsApr 4, 2025
1,089 downloadsApr 5, 2025
1,171 downloadsApr 6, 2025
1,688 downloadsApr 7, 2025
1,804 downloadsApr 8, 2025
1,750 downloadsApr 9, 2025
1,621 downloadsApr 10, 2025
1,769 downloadsApr 11, 2025
1,251 downloadsApr 12, 2025
1,257 downloadsApr 13, 2025
1,744 downloadsApr 14, 2025
3,120 downloadsApr 15, 2025
1,834 downloadsApr 16, 2025
1,803 downloadsApr 17, 2025
877 downloadsApr 18, 2025
440 downloadsApr 19, 2025
442 downloadsApr 20, 2025
801 downloadsApr 21, 2025
1,287 downloadsApr 22, 2025
0 downloadsApr 23, 2025
0 downloadsApr 24, 2025
0 downloadsApr 25, 2025
0 downloadsApr 26, 2025
440
3,120

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 321,612 times in the last 365 days. This is the kind of download count that makes grant committees nod approvingly. A job well done, even the stoic reviewers might be impressed! The day with the most downloads was Apr 15, 2025 with 3,120 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports16 packages
  • Suggests14 packages
  • Reverse Imports4 packages
  • Reverse Suggests1 package