ggdist

Visualizations of Distributions and Uncertainty

CRAN Package

Provides primitives for visualizing distributions using 'ggplot2' that are particularly tuned for visualizing uncertainty in either a frequentist or Bayesian mode. Both analytical distributions (such as frequentist confidence distributions or Bayesian priors) and distributions represented as samples (such as bootstrap distributions or Bayesian posterior samples) are easily visualized. Visualization primitives include but are not limited to: points with multiple uncertainty intervals, eye plots (Spiegelhalter D., 1999) https://ideas.repec.org/a/bla/jorssa/v162y1999i1p45-58.html, density plots, gradient plots, dot plots (Wilkinson L., 1999) doi:10.1080/00031305.1999.10474474, quantile dot plots (Kay M., Kola T., Hullman J., Munson S., 2016) doi:10.1145/2858036.2858558, complementary cumulative distribution function barplots (Fernandes M., Walls L., Munson S., Hullman J., Kay M., 2018) doi:10.1145/3173574.3173718, and fit curves with multiple uncertainty ribbons.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 30,317 times in the last 30 days. The academic equivalent of having a dedicated subreddit. There are fans, and maybe even a few trolls! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 1,017 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
1,106 downloadsMar 4, 2025
1,139 downloadsMar 5, 2025
1,219 downloadsMar 6, 2025
1,086 downloadsMar 7, 2025
644 downloadsMar 8, 2025
519 downloadsMar 9, 2025
1,061 downloadsMar 10, 2025
1,293 downloadsMar 11, 2025
1,178 downloadsMar 12, 2025
1,261 downloadsMar 13, 2025
1,044 downloadsMar 14, 2025
673 downloadsMar 15, 2025
724 downloadsMar 16, 2025
1,192 downloadsMar 17, 2025
1,163 downloadsMar 18, 2025
1,194 downloadsMar 19, 2025
1,221 downloadsMar 20, 2025
1,102 downloadsMar 21, 2025
760 downloadsMar 22, 2025
573 downloadsMar 23, 2025
1,197 downloadsMar 24, 2025
1,305 downloadsMar 25, 2025
1,088 downloadsMar 26, 2025
1,276 downloadsMar 27, 2025
1,017 downloadsMar 28, 2025
611 downloadsMar 29, 2025
523 downloadsMar 30, 2025
1,017 downloadsMar 31, 2025
1,114 downloadsApr 1, 2025
1,017 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
519
1,305

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 344,644 times in the last 365 days. Practically an academic rockstar! That's enough downloads to cause murmurs at international conferences. The day with the most downloads was Feb 10, 2025 with 2,485 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

  • Imports13 packages
  • Suggests20 packages
  • Linking To1 package
  • Reverse Imports16 packages
  • Reverse Suggests15 packages