Visualizations of Distributions and Uncertainty
Break (bin) alignment methods
Automatic partial function application in ggdist
Bandwidth estimators
Bin data values using a dotplot algorithm
Blur functions for blurry dot plots
Estimate bounds of a distribution using the CDF of its order statistic...
Estimate bounds of a distribution using Cooke's method
Estimate bounds of a distribution using the range of the sample
Break (bin) selection algorithms for histograms
Curvewise point and interval summaries for tidy data frames of draws f...
Categorize values from a CDF into quantile intervals
Bounded density estimator using the reflection method
Histogram density estimator
Unbounded density estimator
Dynamically select a good bin width for a dotplot
Blurry dot plot (geom)
Dot plot (shortcut geom)
Automatic dotplot + point + interval meta-geom
Multiple-interval plot (shortcut geom)
Line + multiple-ribbon plots (ggplot geom)
Point + multiple-interval plot (shortcut geom)
Slab (ridge) plot (shortcut geom)
Slab + point + interval meta-geom
Spike plot (ggplot2 geom)
Beeswarm plot (shortcut geom)
Dot-weave plot (shortcut geom)
Deprecated functions and arguments in ggdist
Base ggproto classes for ggdist
Visualizations of Distributions and Uncertainty
Continuous guide for colour ramp scales (ggplot2 guide)
Marginal distribution of a single correlation from an LKJ distribution
Turn spec for LKJ distribution into spec for marginal LKJ distribution
Parse distribution specifications into columns of a data frame
Partial colour ramp (datatype)
Point and interval summaries for tidy data frames of draws from distri...
Dodge overlapping objects side-to-side, preserving justification
Probability expressions in ggdist aesthetics
Apply partial colour ramps
Objects exported from other packages
Secondary color scale that ramps from another color (ggplot2 scale)
Side scale for mirrored slabs (ggplot2 scale)
Slab thickness scale (ggplot2 scale)
Smooth dot positions in a dotplot using a kernel density estimator ("d...
Smooth dot positions in a dotplot of discrete values ("bar dotplots")
Apply no smooth to a dotplot
CCDF bar plot (shortcut stat)
CDF bar plot (shortcut stat)
Dot plot (shortcut stat)
Dots + point + interval plot (shortcut stat)
Eye (violin + interval) plot (shortcut stat)
Gradient + interval plot (shortcut stat)
Half-eye (density + interval) plot (shortcut stat)
Histogram + interval plot (shortcut stat)
Multiple-interval plot (shortcut stat)
Line + multiple-ribbon plot (shortcut stat)
Blurry MCSE dot plot (stat)
Point + multiple-interval plot (shortcut stat)
Multiple-ribbon plot (shortcut stat)
Slab (ridge) plot (shortcut stat)
Slab + interval plots for sample data and analytical distributions (gg...
Spike plot (ggplot2 stat)
Scaled and shifted Student's t distribution
Sub-geometry scales for geom_slabinterval (ggplot2 scales)
Axis sub-guide for thickness scales
Empty sub-guide for thickness scales
Simple, light ggplot2 theme for ggdist and tidybayes
Translate between different tidy data frame formats for draws from dis...
Weighted empirical cumulative distribution function
Weighted sample quantiles
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.
Useful links