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rattle (version 4.1.0)

Graphical User Interface for Data Mining in R

Description

The R Analytic Tool To Learn Easily (Rattle) 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

4.1.0

License

GPL (>= 2)

Maintainer

Graham Williams

Last Published

January 26th, 2016

Functions in rattle (4.1.0)

genPlotTitleCmd

Generate a string to add a title to a plot
randomForest2Rules

Generate accessible data structure of a randomForest model
centers.hclust

List Cluster Centers for a Hierarchical Cluster
printRandomForests

Print a representtaion of the Random Forest models to the console
rescale.by.group

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

List the variables used by an adaboost model
drawTreeNodes

Draw nodes of a decision tree
calcInitialDigitDistr

Generate a frequency count of the initial digits
weather

Sample and full dataset for illustrating Rattle functionality.
rattle

Display the Rattle User Interface
plotOptimalLine

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

Perform binning over numeric data
listTreesAda

List trees from an Ada model
asRules.rpart

List the rules corresponding to the rpart decision tree
rattleInfo

Extract Rattle and related package information.
whichNumerics

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

A wrapper for plotting rpart trees using prp
evaluateRisk

Summarise the performance of a data mining model
listVersions

Versions of Installed Packages
calculateAUC

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

The wine dataset from the UCI Machien Learning Repository.
modalvalue

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

Generate the audit dataset.
rattle_gui

Interal Rattle user interface callbacks.
plotRisk

Plot a risk chart
riskchart

Plot a risk chart
asRules

List the rules corresponding to the rpart decision tree
savePlotToFile

Save a plot in some way
audit

Sample dataset for illustration Rattle functionality.
rattle.print.summary.multinom

Print information about a multinomial model
treeset.randomForest

Generate a representation of a tree in a Random Forest
setupDataset

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

Draw trees from an Ada model