/arulesViz

Visualizing Association Rules and Frequent Itemsets with R

Primary LanguageR

arulesViz - Visualizing Association Rules and Frequent Itemsets with R

CRAN version Rdoc CRAN RStudio mirror downloads R build status Travis-CI Build Status AppVeyor Build Status

This R package extends package arules with various visualization techniques for association rules and itemsets. The package also includes several interactive visualizations for rule exploration.

Installation

Stable CRAN version: install from within R with

install.packages("arulesViz")

Current development version: Download package from AppVeyor or install from GitHub (needs devtools).

library("devtools")
install_github("mhahsler/arulesViz")

This might also require the development version of arules.

Features

  • Visualizations using base, grid and plotly.
  • Interactive visualizations using grid and plotly.
  • Interactive rule inspection with datatable.
  • Integrated interactive rule exploration using ruleExplorer.

Available Visualizations:

  • Scatterplot, two-key plot
  • Matrix and matrix 3D visualization
  • Grouped matrix-based visualization
  • Several graph-based visualizations
  • Doubledecker and mosaic plots
  • Parallel Coordinate plot

Usage

Mine some rules.

library(arulesViz)
data(Groceries)
rules <- apriori(Groceries, parameter=list(support=0.005, confidence=0.5))

Standard visualization

plot(rules)

Scatter plot

Interactive visualization with plotly

plot(rules, engine = "plotly")

Open example output.

Interactive inspect with datatable

inspectDT(rules)

Open example output.

References