DescTools v0.99.13

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Tools for Descriptive Statistics

A collection of basic statistic functions and convenience wrappers for efficiently describing data. The author's intention was to create a toolbox, which facilitates the (notoriously time consuming) first descriptive tasks in data analysis, consisting of calculating descriptive statistics, drawing graphical summaries and reporting the results. The package contains furthermore functions to produce documents using MS Word (or PowerPoint) and functions to import data from Excel. Many of the included functions can be found scattered in other packages and other sources written partly by Titans of R. The reason for collecting them here, was primarily to have them consolidated in ONE instead of dozens of packages (which themselves might depend on other packages which are not needed at all), and to provide a common and consistent interface as far as function and arguments naming, NA handling, recycling rules etc. are concerned. Google style guides were used as naming rules (in absence of convincing alternatives). The 'camel style' was consequently applied to functions borrowed from contributed R packages as well.

Functions in DescTools

 Name Description IdentifyA Identify Points in Plot Lying within a Rectangle or Polygon Assocs Association Measures Agree Raw Simple And Extended Percentage Agreement Date Create a Date from Numeric Representation CronbachAlpha Cronbach's Coefficient Alpha Conf Confusion Matrix And Associated Statistics ColToHsv R Color to HSV Conversion Desc.formula Describe Variables by Groups CoefVar Coefficient of Variation ColToRgb Color to RGB Conversion Format Format Numbers and Dates BinToDec Converts numbers from binmode, octmode or hexmode to decimal and vice versa Atkinson Calculate the Atkinson Index DrawArc Draw Elliptic or Circular Arc(s) Desc.Date Describe a Date Vector Canvas Canvas for Geometric Plotting BinomCI Confidence Intervals for Binomial Proportions ColToHex Convert a Color into Hex String ConDisPairs Concordant and Discordant Pairs GoodmanKruskalGamma Goodman Kruskal's Gamma ConnLines Add Connection Lines to a Barplot CollapseTable Collapse Levels of a Table EtaSq Effect size calculations for ANOVAs DoCall Fast Alternative To The Internal do.call CochranArmitageTest Cochran-Armitage test for trend BoxedText Add Text in a Box to a Plot DegToRad Convert Degrees to Radians and vice versa SetAlpha Add an Alpha Channel To a Color BubbleLegend Add a Legend to a Bubble Plot DunnTest Dunn's Test of Multiple Comparisons CatTable Function to write a table DrawRegPolygon Draw Regular Polygon(s) DrawAnnulus Draw One or Several Annuli ColorLegend Add a ColorLegend to a Plot FindColor Get Color on a Defined Color Range Abind Combine multi-dimensional arrays AxisBreak Place a Break Mark on an Axis Association measures Cramer's V, Pearson's Contingency Coefficient and Phi Coefficient Yule's Q and Y, Tschuprow's T BoxCox Box Cox Transformation AUC Area Under the Curve GoodmanKruskalTauA Goodman Kruskal's Tau a Desc.data.frame Describe a data.frame Or a List CutQ Create a Factor Variable Using the Quantiles of a Continuous Variable CorPolychor Polychoric Correlation DivCoefMax Maximal value of Rao's diversity coefficient also called quadratic entropy ClipToVect Reformat a Table in the Clipboard as Vector Rename Change Names of a Named Object Fibonacci Fibonacci Numbers CartToPol Transform Cartesian to Polar/Spherical Coordinates and vice versa CochranQTest Cochran's Q test CohenD Cohen's Effect Size Clockwise Calculates Begin and End Angle From a List of Given Angles in Clockwise Mode LehmacherTest Lehmacher's Test for Marginal Homogenity Midx Find the Midpoints of a Numeric Vector Between, Outside Operators To Check, If a Value Lies Within Or Outside a Given Range Desc.table Describe a n-dimensional Contingency Table PearsonTest Pearson chi-square test for normality OddsRatio Odds Ratio Estimation and Confidence Intervals BartelsRankTest Bartels Rank Test Dummy Generate Dummy Codes for a Factor AndersonDarlingTest Anderson-Darling Test of Goodness-of-Fit AscToChar Convert ASCII Codes to Characters and Vice Versa LOF Local Outlier Factor AllDuplicated Index Vector of All Values Involved in Ties CCC Concordance Correlation Coefficient Date Functions Basic Date Functions BreslowDayTest Breslow-Day Test for Homogeneity of the Odds Ratios DurbinWatsonTest Durbin-Watson Test DescTools-package Tools for Descriptive Statistics and Exploratory Data Analysis Closest Find the Closest Value KendallW Kendall's Coefficient of Concordance W Factorize Prime Factorization of Integers HotellingsT2Test Hotelling's T2 Test DenseRank Dense Ranks HuberM Safe (generalized) Huber M-Estimator of Location LogSt Started Logarithmic Transformation and Its Inverse DrawAnnulusSector Draw a Sector of an Annulus Desc.logical Describe a dichotomous variable Desc.factor Describe a Factor, an Ordered Factor Or a Character Vector ChooseColorDlg Display Color Dialog to Choose a Color Desc.numeric Describe a numeric vector GCD, LCM Greatest Common Divisor and Least Common Multiple GetNewXL Create a new Excel Instance ExpFreq Expected frequencies Desc Describe Data SomersDelta Somers' Delta HighLow Return the Lowest and the Highest Values and Their Frequencies Eps Greenhouse-Geisser And Huynh-Feldt Epsilons DrawEllipse Draw an Ellipse PDFManual Get PDF Manual Of a Package From CRAN PercTable Percentage Table PlotMatrix Scatterplot Matrix Freq Frequency Table Gini Gini Coefficient KappaM Kappa for m raters ParseSASDatalines Parse a SAS Dataline Command HoeffD Matrix of Hoeffding's D Statistics HexToCol Identify closest match to a color given by a hexadecimal string PartCor Find the Correlations for a Set x of Variables With Set y Removed FctArgs Retrieve a Functions' Arguments PlotECDF Empirical Cumulative Distribution Function PlotHorizBar Plot Horizontal Bars PageTest Exact Page Test for Ordered Alternatives KrippAlpha Krippendorff's Alpha Reliability Coefficient GTest G-Test for Count Data Coalesce Return the First Element Not Being NA Mar Set Plot Margins DrawCircle Draw a Circle IsDate Check if an Object is of Type Date PoissonCI Poisson Confidence Interval Keywords List valid Keywords for R man pages Trim Trim a Vector StrLeft, StrRight Returns the Left Part Or the Right Part Of a String IsValidWrd Check Word Pointer GiniSimpson Compute Gini-Simpson Coefficient Lc Lorenz Curve PlotDesc Display descriptive plots GetNewWrd Create a new Word Instance CohenKappa Cohen's Kappa and Weighted Kappa WoolfTest Woolf Test ColToGrey Convert Colors to Grey/Grayscale SampleTwins Sample Twins Desc.integer Describe an integer variable IsEuclid Is a Distance Matrix Euclidean? PlotTernary Ternary or Triangular Plots. Exec Execute a Command Given As String Desc.flags Describe a Set of Dichotomous Variables PlotDot Cleveland's Dot Plots FixToTab Text to Table Ray Compact Information About the Columns of a Data Frame GetCurrWrd Get a Handle to a Running Word Instance FisherZ Fisher r to z and z to r and confidence intervals SignTest Sign Test MeanSE Standard error of mean LOCF Last Observation Carried Forward Strata Stratified sampling PlotMarDens Scatterplot with Marginal Densities SpreadOut Spread Out a Vector of Numbers To a Minimum Interval KendallTauB Kendall tau-b Extremes Kth Smallest/Largest Values Logit Generalized Logit and Inverse Logit function TukeyBiweight Calculate Tukey's Biweight Robust Mean Frac Fractional Part and Maximal Digits of a Numeric Value ImportDlg Get Path of a Data File to Be Opened PlotMultiDens Plot Multiple Density Curves MeanDiffCI Confidence Interval For Difference of Means PlotLinesA Plot Lines identify.formula Identify points in a plot using a formula. LeveneTest Levene's Test for Homogeneity of Variance DivCoef Rao's diversity coefficient also called quadratic entropy Ndec Count Decimal Places of a Number NPV One Period Returns, Net Present Value and Internal Rate of Return PlotCirc Plot Circular Plot Str Compactly Display the Structure of an Arbitrary R Object PlotFdist Frequency Distribution Plot PairApply Pairwise Calculations DrawBand Draw Confidence Band PlotPolar Plot Values on a Circular Grid PlotQQ QQ-Plot for Any Distribution MedianCI Confidence Interval for the Median PostHocTest Post-Hoc Tests SplitPath Split Path In Drive, Path, Filename Stamp Date/Time/Directory Stamp the Current Plot Gmean Geometric Mean and Standard Deviation MixColor Compute the convex combination of two colors ScheffeTest Scheffe Test for Pairwise and Otherwise Comparisons StrChop Split a String in a Number of Pieces With Fixed Length InDots Is a Specific Argument in the Dots-Arguments? DrawBezier Draw a Bezier Curve Some numeric checks Check a Vector For Being Numeric, Zero Or a Whole Number Lambda Goodman Kruskal Lambda ToLong, ToWide Reshape a Vector From Long to Wide Shape Or Vice Versa TextToTable Converts String To a Table StuartTauC Stuart $\tau_{c}$ PlotACF Combined Plot of a Time Series and its ACF and PACF DescTools Palettes Some Custom Palettes WrdInsertBookmark Insert a Bookmark, Goto Bookmark and Update the Text of a Bookmark ZTest Z Test for Known Population Standard Deviation %like% Like operator Entropy Shannon Entropy and Mutual Information d.periodic Periodic Table of Elements Winsorize Winsorize SiegelTukeyTest Siegel-Tukey Test For Equality In Variability d.countries ISO 3166-1 Country Codes WrdInsTab Insert a Table in a Word Document median.factor Median for Ordered Factors StrDist Compute Distances Between Strings RelRisk Relative Risk LillieTest Lilliefors (Kolmogorov-Smirnov) test for normality axTicks.POSIXct Compute Axis Tickmark Locations (For POSIXct Axis) IsOdd Checks If An Integer Is Even Or Odd RunsTest Runs Test for Randomness PtInPoly Point in Polygon GetNewPP Create a new PowerPoint Instance WrdText Insert Normal Text to Word PlotFaces Chernoff Faces StrAbbr String Abbreviation split.formula Formula Interface for Split MeanAD Mean Absolute Deviation From a Center Point %c% Concatenates two strings without any separator. PlotFun Plot a Function Contrasts Pairwise Contrasts ShapiroFranciaTest Shapiro-Francia test for normality Vigenere Vigenere Cypher StrPos Find Position of First Occurrence Of a String wdConst Word VBA constants PlotVenn Plot a Venn Diagram NemenyiTest Nemenyi Test StrTrim Remove Leading/Trailing Whitespace From A String TextContrastColor Choose Textcolor Depending on Background Color StrTrunc Truncate Strings and Add Ellipses If a String is Truncated. XLView Use Excel as Viewer for a Data.Frame %overlaps% Determines If And How Extensively Two Date Ranges Overlap TheilU Theil's U index of inequality pRevGumbel "Reverse" Gumbel Distribution Functions day.name Build-in Constants Extension MeanCI Confidence Interval for the Mean JarqueBeraTest (Robust) Jarque Bera Test VarCI Confidence Interval for the Variance MultinomCI Confidence Intervals for Multinomial Proportions SortMixed Order or Sort Strings With Embedded Numbers So That The Numbers Are In The Correct Order YuenTTest Yuen t-Test For Trimmed Means ErrBars Add Error Bars to an Existing Plot lines.loess Add a Loess or a Spline Smoother UncertCoef Uncertainty Coefficient Untable Recover Original Data From Contingency Table LsFct List Functions of a Package FindCorr Determine highly correlated variables WrdPlot Insert Active Plot to Word RobRange Robust Range SpearmanRho Spearman Rank Correlation Primes Find all Primes Less Than n PlotArea Create an Area Plot PpPlot Add Slides, Insert Texts and Plots to PowerPoint IsDichotomous Test If a Variable Contains Only Two Unique Values ICC Intraclass Correlations (ICC1, ICC2, ICC3 From Shrout and Fleiss) ParseFormula Parse a Formula and Create a Model Frame LinScale Perform a linear scaling of x SaveAsDlg Save R Objects By Choosing a File Interactively Rev Reverse Elements of a Vector or the Rows/Columns of Matrices and Tables Recycle Recyle a List of Elements MHChisqTest Mantel-Haenszel Chi-Square Test Measures of Shape Skewness and Kurtosis XLGetRange Import Data Directly From Excel SysInfo System Information And DescTools Options XLDateToPOSIXct Convert Excel Dates to POSIXct PartitionBy PartitionBy Evaluates a Function Groupwise Zodiac Calculate the Zodiac of a Date PlotTreemap Create a Treemap PolarGrid Plot a Grid in Polar Coordinates PlotMosaic Mosaic Plots PlotPyramid Draw a Back To Back Pyramid Plot MoveAvg Moving Average VecRot Vector Rotation Rotate Rotate a Geometric Structure MosesTest Moses Test of Extreme Reactions WrdCaption Insert Caption to Word Permn Number and Samples for Permutations or Combinations of a Set Outlier Outlier WrdR Insert a R Command and It's Output in a Word Document d.pizza Data pizza PlotMonth Plot Monthly or Seasonal Effects Of a Univariate Time Series WrdSetFont Set the Font in Word HmsToSec Convert h:m:s To/From Seconds StrIsNumeric Does a String Contain Only Numeric Data Label Label Attribute of an Object StrCountW Count Words in a String LogLin Log Linear Hybrid, Generalized Log PlotRCol Information plots RndPairs Create Pairs of Correlated Random Numbers RoundM Round to Multiple PlotBubble Draw a Bubble Plot AddMonths Add a Month to a Date BinTree Binary Tree WrdTable Produces a Table in Word reorder.factor Reorder the Levels of a Factor Xplore Interactive Graphical Data Explorer TOne Create Table One Describing Baseline Characteristics Benford Benford's Distribution power.chisq.test Power Calculations for ChiSquared Tests CramerVonMisesTest Cramer-von Mises test for normality BoxCoxLambda Automatic Selection of Box Cox Transformation Parameter RgbToCol Find the Named R-Color Which Is Nearest to a Given RGB-Color CombPairs Get All Pairs out of one or two Sets of Elements Hmean Harmonic mean ImportFileDlg Import File In Foreign Format PasswordDlg Password Dialog IsPrime IsPrime Property Recode Recode a Factor PlotBag PlotBag, a bivariate boxplot SelectVarDlg Select Elements of a Set by Click UnitConv Unit Conversion DunnettTest Dunnett's Test for Comparing Several Treatments With a Control PlotCorr Plot a Correlation Matrix SetRowNames Set the Row Names and Column Names in an Object Sort Sort a Vector, a Matrix, a Table or a Data.frame ZeroIfNA Replace NAs by 0 as.matrix.xtabs Convert xtabs To matrix RobScale Robust Scaling With Median and Mad StrCap Capitalize the First Letter of a String BinomDiffCI Confidence Interval for a Difference of Binomials DescWrd Use Word as Reporting Tool for Describing Data Herfindahl Concentration Measures HexToRgb Convert a Hexstring Color to a Matrix With Three Red/Green/Blue Rows HodgesLehmann Hodges-Lehmann Estimator of Location JonckheereTerpstraTest Exact Version of Jonckheere-Terpstra Test Mode Mode PlotCandlestick Plot Candlestick Chart PlotWeb Plot a Web of Connected Points PlotViolin Plot Violins Instead of Boxplots StrRev Reverse a String StrVal Extract All Numeric Values From a String StrPad Pad a String With Justification d.diamonds Data diamonds StrAlign Align Strings To a Specified Character lines.lm Add a Linear Regression Line StuartMaxwellTest Stuart-Maxwell Marginal Homogeneity Test %nin% Find Matching (or Non-Matching) Elements No Results!