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rattle (version 2.6.25)

Graphical user interface for data mining in R

Description

Rattle (the R Analytic Tool To Learn Easily) provides a Gnome (RGtk2) based interface to R functionality for data mining. The aim is to provide a simple and intuitive interface that allows a user to quickly load data from a CSV file (or via ODBC), transform and explore the data, build and evaluate models, and export models as PMML (predictive modelling markup language) or as scores. All of this with knowing little about R. All R commands are logged and commented through the log tab. Thus they are available to the user as a script file or as an aide for the user to learn R or to copy-and-paste directly into R itself. Rattle also exports a number of utility functions and the graphical user interface, invoked as rattle(), does not need to be run to deploy these.

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Version

Install

install.packages('rattle')

Monthly Downloads

8,688

Version

2.6.25

License

GPL (>= 2)

Maintainer

Graham Williams

Last Published

January 22nd, 2013

Functions in rattle (2.6.25)

acquireAuditData

Generate the audit dataset.
audit

Sample dataset for illustration Rattle functionality.
centers.hclust

List Cluster Centers for a Hierarchical Cluster
evaluateRisk

Summarise the performance of a data mining model
plotBenfordsLaw

Plot a chart comparing Benford's Law with a supplied numeric vertor
listTreesAda

List trees from an Ada model
rattle.print.summary.multinom

Print information about a multinomial model
rattle

Display the Rattle User Interface
setupDataset

Given specific contents of env add ohter dataset related variables.
listVersions

Versions of Installed Packages
plotNetwork

Plot a circular map of network links between entities
rattle_gui

Interal Rattle user interface callbacks.
wine

The wine dataset from the UCI Machien Learning Repository.
drawTreesAda

Draw trees from an Ada model
rescale.by.group

Transform a numeric vector by grouping it according to the values of the supplied factor and then rescaling within the groups.
rattleInfo

Extract Rattle and related package information.
calculateAUC

Determine area under a curve (e.g. a risk or recall curve) of a risk chart
modalvalue

Calculate the mode of a vector, array or list.
printRandomForests

Print a representtaion of the Random Forest models to the console
drawTreeNodes

Draw nodes of a decision tree
weather

Sample and full dataset for illustrating Rattle functionality.
treeset.randomForest

Generate a representation of a tree in a Random Forest
calcInitialDigitDistr

Generate a frequency count of the initial digits
asRules.rpart

List the rules corresponding to the rpart decision tree
fancyRpartPlot

A wrapper for plotting rpart trees using prp
riskchart

Plot a risk chart
binning

Perform binning over numeric data
whichNumerics

Returns a list of the names of the numeric variables in a data frame.
listAdaVarsUsed

List the variables used by an adaboost model
randomForest2Rules

Generate accessible data structure of a randomForest model
plotRisk

Plot a risk chart
cranSearch

Search keywords in the CRAN packages table.
doRiskChart

A convinent wrapper for plotRisk
genPlotTitleCmd

Generate a string to add a title to a plot
savePlotToFile

Save a plot in some way
asRules

List the rules corresponding to the rpart decision tree
plotOptimalLine

Plot three lines on a risk chart, one vertical and two horizontal
lss

List sizes of objects.