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.
|Author||Graham Williams [aut, cph, cre], Mark Vere Culp [cph], Ed Cox [ctb], Anthony Nolan [ctb], Denis White [cph], Daniele Medri [ctb], Akbar Waljee [ctb] (OOB AUC for Random Forest), Brian Ripley [cph] (Author of original print.summary.nnet), Jose Magana [ctb] (Contributed the ggpairs plots.)|
|Date of publication||2016-01-26 07:44:22|
|Maintainer||Graham Williams <Graham.Williams@togaware.com>|
|License||GPL (>= 2)|
acquireAuditData: Generate the audit dataset.
asRules: List the rules corresponding to the rpart decision tree
asRules.rpart: List the rules corresponding to the rpart decision tree
audit: Sample dataset for illustration Rattle functionality.
binning: Perform binning over numeric data
calcInitialDigitDistr: Generate a frequency count of the initial digits
calculateAUC: Determine area under a curve (e.g. a risk or recall curve) of...
centers.hclust: List Cluster Centers for a Hierarchical Cluster
drawTreeNodes: Draw nodes of a decision tree
drawTreesAda: Draw trees from an Ada model
evaluateRisk: Summarise the performance of a data mining model
fancyRpartPlot: A wrapper for plotting rpart trees using prp
genPlotTitleCmd: Generate a string to add a title to a plot
grouper: Transform a numeric vector by grouping it according to the...
internal: Interal Rattle user interface callbacks.
listAdaVarsUsed: List the variables used by an adaboost model
listTreesAda: List trees from an Ada model
listVersions: Versions of Installed Packages
modalvalue: Calculate the mode of a vector, array or list.
plotOptimalLine: Plot three lines on a risk chart, one vertical and two...
plotRisk: Plot a risk chart
printRandomForests: Print a representtaion of the Random Forest models to the...
randomForest2Rules: Generate accessible data structure of a randomForest model
rattle: Display the Rattle User Interface
rattleInfo: Extract Rattle and related package information.
rattle.print.summary.multinom: Print information about a multinomial model
riskchart: Plot a risk chart
savePlotToFile: Save a plot in some way
setupDataset: Given specific contents of env add ohter dataset related...
treeset.randomForest: Generate a representation of a tree in a Random Forest
weather: Sample and full dataset for illustrating Rattle...
whichNumerics: Returns a list of the names of the numeric variables in a...
wine: The wine dataset from the UCI Machien Learning Repository.