itemFrequencyPlot: Creating a Item Frequencies/Support Bar Plot

In mhahsler/arules: Mining Association Rules and Frequent Itemsets

Creating a Item Frequencies/Support Bar Plot

Description

Provides the generic function itemFrequencyPlot() and the method to create an item frequency bar plot for inspecting the item frequency distribution for objects based on itemMatrix (e.g., transactions, or items in itemsets and rules).

Usage

itemFrequencyPlot(x, ...)

## S4 method for signature 'itemMatrix'
itemFrequencyPlot(
  x,
  type = c("relative", "absolute"),
  weighted = FALSE,
  support = NULL,
  topN = NULL,
  population = NULL,
  popCol = "black",
  popLwd = 1,
  lift = FALSE,
  horiz = FALSE,
  names = TRUE,
  cex.names = graphics::par("cex.axis"),
  xlab = NULL,
  ylab = NULL,
  mai = NULL,
  ...
)

Arguments

x	the object to be plotted.
...	further arguments are passed on (see graphics::barplot() from possible arguments).
type	a character string indicating whether item frequencies should be displayed relative of absolute.
weighted	should support be weighted by transactions weights stored as column "weight" in transactionInfo?
support	a numeric value. Only display items which have a support of at least support. If no population is given, support is calculated from x otherwise from the population. Support is interpreted relative or absolute according to the setting of type.
topN	a integer value. Only plot the topN items with the highest item frequency or lift (if lift = TRUE). The items are plotted ordered by descending support.
population	object of same class as x; if x is a segment of a population, the population mean frequency for each item can be shown as a line in the plot.
popCol	plotting color for population.
popLwd	line width for population.
lift	a logical indicating whether to plot the lift ratio between instead of frequencies. The lift ratio is gives how many times an item is more frequent in x than in population.
horiz	a logical. If horiz = FALSE (default), the bars are drawn vertically. If TRUE, the bars are drawn horizontally.
names	a logical indicating if the names (bar labels) should be displayed?
cex.names	a numeric value for the expansion factor for axis names (bar labels).
xlab	a character string with the label for the x axis (use an empty string to force no label).
ylab	a character string with the label for the y axis (see xlab).
mai	a numerical vector giving the plots margin sizes in inches (see ‘? par’).

Value

A numeric vector with the midpoints of the drawn bars; useful for adding to the graph.

Author(s)

Michael Hahsler

See Also

itemFrequency()

Other itemMatrix and transactions functions: abbreviate(), c(), crossTable(), duplicated(), extract, hierarchy, image(), inspect(), is.superset(), itemFrequency(), itemMatrix-class, match(), merge(), random.transactions(), sample(), sets, size(), supportingTransactions(), tidLists-class, transactions-class, unique()

Examples

data(Adult)

## the following example compares the item frequencies
## of people with a large income (boxes) with the average in the data set
Adult.largeIncome <- Adult[Adult %in% "income=large"]

## simple plot
itemFrequencyPlot(Adult.largeIncome)

## plot with the averages of the population plotted as a line 
## (for first 72 variables/items)
itemFrequencyPlot(Adult.largeIncome[, 1:72], 
	population = Adult[, 1:72])

## plot lift ratio (frequency in x / frequency in population)
## for items with a support of 20% in the population
itemFrequencyPlot(Adult.largeIncome, 
        population = Adult, support = 0.2, 
	lift = TRUE, horiz = TRUE)

mhahsler/arules documentation built on March 19, 2024, 5:45 p.m.