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Rattle GUI
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<h2 id="features">Features</h2> <ul><li>File Inputs = <a href="/facts/Comma-separated_values/dv1pSR1r">CSV</a>, TXT, <a href="/facts/Microsoft_Excel/Ezal6G75">Excel</a>, <a href="/facts/Attribute-Relation_File_Format/NE2IqoqX">ARFF</a>, ODBC, R Dataset, RData File, Library Packages Datasets, Corpus, and Scripts.</li> <li>Statistics = Min, Max, Quartiles, Mean, St Dev, Missing, Medium, Sum, Variance, Skewness, Kurtosis, chi square.</li> <li>Statistical tests = Correlation, Wilcoxon-Smirnov, Wilcoxon Rank Sum, T-Test, F-Test, and Wilcoxon Signed Rank.</li> <li>Clustering = KMeans, Clara, Hierarchical, and BiCluster.</li> <li>Modeling = Decision Trees, Random Forests, ADA Boost, Support Vector Machine, Logistic Regression, and Neural Net.</li> <li>Evaluation = Confusion Matrix, Risk Charts, Cost Curve, Hand, Lift, ROC, Precision, Sensitivity.</li> <li>Charts = Box Plot, Histogram, Correlations, Dendrograms, Cumulative, Principal Components, Benford, Bar Plot, Dot Plot, and <a href="/facts/Mosaic_plot/zQE8IK57">Mosaic</a>.</li> <li>Transformations = Rescale (Recenter, Scale 0-1, Median/MAD, Natural Log, and Matrix) - Impute ( Zero/Missing, Mean, Median, Mode & Constant), Recode (Binning, Kmeans, Equal Widths, Indicator, Join Categories) - Cleanup (Delete Ignored, Delete Selected, Delete Missing, Delete Obs with Missing)</li></ul> <p>Rattle also uses two external graphical investigation / plotting tools. Latticist and GGobi are independent applications which provide highly dynamic and interactive graphic data visualisation for exploratory data analysis. </p> <h2 id="packages">Packages</h2> <p>The capabilities of R are extended through user-submitted <i>packages</i>, which allow specialized statistical techniques, graphical devices, as well as import/export capabilities to many external data formats. Rattle uses these packages - RGtk2, pmml, colorspace, ada, amap, arules, biclust, cba, descr, doBy, e1071, ellipse, fEcofin, fBasics, foreign, fpc, gdata, gtools, gplots, gWidgetsRGtk2, Hmisc, kernlab, latticist, Matrix, mice, network, nnet, odfWeave, party, playwith, psych, randomForest, reshape, RGtk2Extras, ROCR, RODBC, rpart, RSvgDevice, survival, timeDate, graph, RBGL, bitops, </p> <h2 id="see-also">See also</h2> <ul><li><a href="/facts/R_(programming_language)/LSrkr8K8">R interfaces</a></li></ul> <ul><li>Graham J Williams (2011). <a href="https://www.springer.com/statistics/physical+%26+information+science/book/978-1-4419-9889-7">Data Mining with Rattle and R: The Art of Excavating Data for Knowledge Discovery</a>, Springer, Use R!.</li> <li>In 2010, Rattle was listed in the top 10 graphical user interfaces in statistical software by Decision Stats.</li> <li>Rattle is described as an "attractive, easy-to-use front end ... data mining toolkit" in an article published in the Teradata Magazine, volume 9, issue 3, page 57 (September 2009).</li> <li>Graham J William (2009). <a href="http://journal.r-project.org/archive/2009-2/RJournal_2009-2_Williams.pdf">Rattle: A Data Mining GUI for R</a>. <i><a href="http://journal.r-project.org/">The R Journal</a></i> 1(2):45-55.</li></ul> <h2 id="external-links">External links</h2> <ul><li><a href="https://rattle.togaware.com/">Official home page</a></li> <li><a href="https://code.google.com/archive/p/rattle/">Source code page</a></li></ul>