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rattle (version 5.3.0)

Graphical User Interface for Data Science in R

Description

The R Analytic Tool To Learn Easily (Rattle) provides a collection of utilities functions for the data scientist. A Gnome (RGtk2) based graphical interface is included with the aim to provide a simple and intuitive introduction to R for data science, allowing 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. A key aspect of the GUI is that all R commands are logged and commented through the log tab. This can be saved as a standalone R script file and as an aid for the user to learn R or to copy-and-paste directly into R itself.

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Version

Install

install.packages('rattle')

Monthly Downloads

7,042

Version

5.3.0

License

GPL (>= 2)

Maintainer

Graham Williams

Last Published

December 16th, 2019

Functions in rattle (5.3.0)

rescale.by.group

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

A wrapper for plotting rpart trees using prp

rattle.print.summary.multinom

Print information about a multinomial model

Given specific contents of env add other dataset related variables.

Summarise the performance of a data mining model

Display the Rattle User Interface

Save a plot in some way

Extract Rattle and related package information.

genPlotTitleCmd

Generate a string to add a title to a plot

calcInitialDigitDistr

Generate a frequency count of the initial digits

randomForest2Rules

Generate accessible data structure of a randomForest model

Interal Rattle user interface callbacks.

printRandomForests

Print a representation of the Random Forest models to the console

Draw trees from an Ada model

Daily weather observations from multiple Australian weather stations.

Plot a risk chart

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

Versions of Installed Packages

Calculate the mode of a vector, array or list.

Generate an error matrix from actua and predicted data.

listAdaVarsUsed

List the variables used by an adaboost model

The wine dataset from the UCI Machine Learning Repository.

plotOptimalLine

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

List trees from an Ada model

Plot a risk chart

treeset.randomForest

Generate a representation of a tree in a Random Forest

Sample dataset of daily weather observations from Canberra airport in Australia.

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

Perform binning over numeric data

List the rules corresponding to the rpart decision tree

Echo data in a human readable form.

acquireAuditData

Generate the audit dataset.

List the rules corresponding to the rpart decision tree

Draw nodes of a decision tree

Sample dataset to illustrate Rattle functionality.

List Cluster Centers for a Hierarchical Cluster