rattle v5.3.0
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Graphical User Interface for Data Science in R
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.
Functions in rattle
| Name | Description | |
| rescale.by.group | Transform a numeric vector by grouping it according to the values of the supplied factor and then rescaling within the groups. | |
| fancyRpartPlot | A wrapper for plotting rpart trees using prp | |
| rattle.print.summary.multinom | Print information about a multinomial model | |
| setupDataset | Given specific contents of env add other dataset related variables. | |
| evaluateRisk | Summarise the performance of a data mining model | |
| rattle | Display the Rattle User Interface | |
| savePlotToFile | Save a plot in some way | |
| ggVarImp | Model. | |
| rattleInfo | 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 | |
| rattle_gui | Interal Rattle user interface callbacks. | |
| printRandomForests | Print a representation of the Random Forest models to the console | |
| drawTreesAda | Draw trees from an Ada model | |
| weatherAUS | Daily weather observations from multiple Australian weather stations. | |
| riskchart | Plot a risk chart | |
| whichNumerics | Returns a list of the names of the numeric variables in a data frame. | |
| listVersions | Versions of Installed Packages | |
| modalvalue | Calculate the mode of a vector, array or list. | |
| errorMatrix | Generate an error matrix from actua and predicted data. | |
| listAdaVarsUsed | List the variables used by an adaboost model | |
| wine | The wine dataset from the UCI Machine Learning Repository. | |
| plotOptimalLine | Plot three lines on a risk chart, one vertical and two horizontal | |
| listTreesAda | List trees from an Ada model | |
| plotRisk | Plot a risk chart | |
| treeset.randomForest | Generate a representation of a tree in a Random Forest | |
| weather | Sample dataset of daily weather observations from Canberra airport in Australia. | |
| calculateAUC | Determine area under a curve (e.g. a risk or recall curve) of a risk chart | |
| binning | Perform binning over numeric data | |
| asRules | List the rules corresponding to the rpart decision tree | |
| comcat | Echo data in a human readable form. | |
| acquireAuditData | Generate the audit dataset. | |
| asRules.rpart | List the rules corresponding to the rpart decision tree | |
| drawTreeNodes | Draw nodes of a decision tree | |
| audit | Sample dataset to illustrate Rattle functionality. | |
| centers.hclust | List Cluster Centers for a Hierarchical Cluster | |
| No Results! | ||
Vignettes of rattle
| Name | ||
| rattle.Rnw | ||
| No Results! | ||
Last month downloads
Details
| Type | Package |
| Date | 2019-12-16 |
| License | GPL (>= 2) |
| LazyLoad | yes |
| LazyData | yes |
| URL | https://rattle.togaware.com/ |
| NeedsCompilation | no |
| Packaged | 2019-12-16 02:56:19 UTC; gjw |
| Repository | CRAN |
| Date/Publication | 2019-12-16 06:20:03 UTC |
| suggests | ada , amap , arules , arulesViz , biclust , bitops , cairoDevice , cba , cluster , colorspace , corrplot , descr , doBy , e1071 , ellipse , fBasics , foreign , fpc , gdata , ggdendro , ggraptR , gplots , grid , gridExtra , gtools , gWidgetsRGtk2 , hmeasure , Hmisc , kernlab , Matrix , mice , nnet , party , plyr , pmml (>= 1.2.13) , psych , randomForest , RColorBrewer , readxl , reshape , rggobi , RGtk2 , ROCR , RODBC , rpart , scales , SnowballC , survival , timeDate , tm , verification , wskm , xgboost |
| imports | dplyr , ggplot2 , graphics , grDevices , magrittr , methods , rpart.plot , stats , stringi , stringr , tidyr , utils , XML |
| depends | R (>= 3.5.0) |
| Contributors | Mark Vere Culp, Ed Cox, Anthony Nolan, Daniele Medri, Brian Ripley, Denis White, Akbar Waljee, Jose Magana, Fang Zhou, Surendra Tipparaju, Durga Prasad Chappidi, Dinesh Manyam Venkata, Mrinal Chakraborty, Cameron Chisholm |
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