About Package |
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Tools for Descriptive Statistics and Exploratory Data Analysis |
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Data Manipulation |
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Operators |
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Operators To Check, If a Value Lies Within Or Outside a Given Range |
Matrix Power |
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Concatenates Two Strings Without Any Separator |
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Like Operator |
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Find Matching (or Non-Matching) Elements |
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Determines If And How Extensively Two Date Ranges Overlap |
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Transformations & Recoding |
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Box Cox Transformation |
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Automatic Selection of Box Cox Transformation Parameter |
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Fisher-Transformation for Correlation to z-Score |
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Fractional Part and Maximal Digits of a Numeric Value |
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Fill in NA values with the values of the nearest neighbours |
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Linear Scaling |
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Generalized Logit and Inverse Logit Function |
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Started Logarithmic Transformation and Its Inverse |
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Percent Ranks |
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Fast Sample Ranks |
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Round to Multiple |
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Winsorize (Replace Extreme Values by Less Extreme Ones) |
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Replace NAs by 0 |
Non Zero Elements |
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Create a Factor Variable Using the Quantiles of a Continuous Variable |
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Create a Factor Variable by Cutting an Age Variable |
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Recode a Factor |
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Replace NAs in a Factor by a Given Level |
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Generate Dummy Codes for a Factor |
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Geometric Transformations |
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Change Order |
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Last Observation Carried Forward |
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Reorder the Levels of a Factor |
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Reverse Elements of a Vector, a Matrix, a Table, an Array or a Data.frame |
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Sort a Vector, a Matrix, a Table or a Data.frame |
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Sort Strings with Embedded Numbers Based on Their Numeric Order |
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Vector Rotation (Shift Elements) |
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Change Size |
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Combine Multidimensional Arrays |
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Append Elements to Objects |
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Append Rownames to a Data Frame |
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Trim a Vector |
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Reshape Data |
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Split Data Frame String Column Into Multiple Columns |
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Split Strings of a Vector and Provide Dummy Codes for Found Pieces |
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Collapse Levels of a Table |
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Recover Original Data From Contingency Table |
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Reshape a Vector From Long to Wide Shape Or Vice Versa |
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Converts String To a Table |
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Merge Multiple Data Frames |
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Convert xtabs To matrix |
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Names and Metadata |
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Change Names of a Named Object |
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Set the Names in an Object |
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Label, Unit Attribute of an Object |
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String Functions |
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Replace NAs by 0 |
Column Wrap |
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Convert a Text to a Table |
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String Abbreviation |
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String Alignment |
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Capitalize the First Letter of a String |
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Split a String into a Number of Sections of Defined Length |
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Count Words in a String |
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Compute Distances Between Strings |
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Extract Part of a String |
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Does a String Contain Only Numeric Data |
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Returns the Left Or the Right Part Of a String |
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Pad a String With Justification |
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Find Position of First Occurrence Of a String |
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Reverse a String |
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Spell a String Using the NATO Phonetic or the Morse Alphabet |
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Split the Elements of a Character Vector |
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Remove Leading/Trailing Whitespace From A String |
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Truncate Strings and Add Ellipses If a String is Truncated. |
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Extract All Numeric Values From a String |
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Multiple Gsub |
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Date Functions |
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Build-in Constants Extension |
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Add a Month to a Date |
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A Class for Dealing with the Yearmonth Format |
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Check If an Object Is of Type Date |
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Basic Date Functions |
Count Work Days Between Two Dates |
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Convert h:m:s To/From Seconds |
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Determines If And How Extensively Two Date Ranges Overlap |
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Calculate the Zodiac of a Date |
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Conversion Functions |
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Convert ASCII Codes to Characters and Vice Versa |
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Converts Numbers From Binmode, Octmode or Hexmode to Decimal and Vice Versa |
Convert Degrees to Radians and Vice Versa |
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Transform Cartesian to Polar/Spherical Coordinates and Vice Versa |
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Convert Roman Numerals to Integers |
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Find the Nearest Named R-Color to a Given RGB-Color |
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Conversion Between RGB and CMYK |
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Convert Colors to Grey/Grayscale |
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Convert a Color or a RGB-color Into Hex String |
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Identify Closest Match to a Color Given by a Hexadecimal String |
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Convert a Hexstring Color to a Matrix With Three Red/Green/Blue Rows |
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Equivalent Opaque Color for Transparent Color |
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R Color to HSV Conversion |
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Color to RGB Conversion |
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Unit Conversion and Metrix Prefixes |
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As Numeric Factor |
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Plotting |
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Plots (High Level) |
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Lorenz Curve |
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Combined Plot of a Time Series and Its ACF and PACF |
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Create an Area Plot |
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Bivariate Boxplot |
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Binary Tree |
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Draw a Bubble Plot |
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Plot Candlestick Chart |
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Cash Flow Plot |
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Plot Circular Plot |
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Plot Conditional Densities |
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Plot a Correlation Matrix |
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Cleveland's Dot Plots |
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Empirical Cumulative Distribution Function |
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Chernoff Faces |
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Frequency Distribution Plot |
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Plot a Function |
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Plot Lines |
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Logarithmic Plot |
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Scatterplot With Marginal Densities |
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Plot Missing Data |
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Cycle Plot for Seasonal Effects of an Univariate Time Series |
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Mosaic Plots |
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Plot Multiple Density Curves |
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Extended Scatterplot Matrices |
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Plot Values on a Circular Grid |
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Plot Probability Distribution |
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Draw a Back To Back Pyramid Plot |
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QQ-Plot for Any Distribution |
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Ternary or Triangular Plots |
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Create a Treemap |
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Plot a Venn Diagram |
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Plot Violins Instead of Boxplots |
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Plot a Web of Connected Points |
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Plot a Grid in Polar Coordinates |
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Plots (Low Level) |
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Coordinates for "bottomright", etc. |
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Get Aspect Ratio of the Current Plot |
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Place a Break Mark on an Axis |
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Compute Axis Tickmark Locations (For POSIXct Axis) |
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Place Value Labels on a Barplot |
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Background of a Plot |
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Add Text in a Box to a Plot |
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Add a Legend to a Bubble Plot |
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Canvas for Geometric Plotting |
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Add Connection Lines to a Barplot |
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Draw Elliptic Arc(s) |
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Draw Confidence Band |
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Draw a Bezier Curve |
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Draw a Circle |
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Draw an Ellipse |
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Draw Regular Polygon(s) |
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Add Error Bars to an Existing Plot |
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Identify Points In a Plot Using a Formula |
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Identify Points in Plot Lying Within a Rectangle or Polygon |
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Add a Linear Regression Line |
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Add a Loess or a Spline Smoother |
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Convert Line Coordinates To User Coordinates |
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Set Plot Margins and Distances |
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Point in Polygon |
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Rotate a Geometric Structure |
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Produce a Shaded Curve |
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Formula Interface For |
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Spread Out a Vector of Numbers To a Minimum Interval |
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Date/Time/Directory Stamp the Current Plot |
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Plot Boxed Annotation |
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Colors |
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Add a ColorLegend to a Plot |
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Get Color on a Defined Color Range |
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Compute the Convex Combination of Two Colors |
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Some Custom Palettes |
Add an Alpha Channel To a Color |
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Choose Textcolor Depending on Background Color |
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Exploratory Analysis & Reporting |
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Display Compact Abstract of a Data Frame |
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Function to write a table |
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Count Complete Cases |
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Find Complete Columns |
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Describe Data |
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Expected Frequencies |
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Format Numbers and Dates |
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Bivariate (Two-Dimensional) Frequency Distribution |
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Frequency Table for a Single Variable |
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Kth Smallest/Largest Values |
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Percentage Table |
Compactly Display the Structure of any R Object |
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Comparison Table For Linear Models |
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Create Table One Describing Baseline Characteristics |
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Describe a Variable by a Factor with Two Levels |
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Utilities for Statistical Analysis |
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Pairwise Contrasts |
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Simple Bootstrap Confidence Intervals |
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Evaluates a Function Groupwise |
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Pairwise Calculations |
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Statistics and Coefficients |
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Statistics: Central Tendency / Location |
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Mode, Most Frequent Value(s) |
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(Weighted) Arithmetic Mean |
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Standard Error of Mean |
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Confidence Intervals for the Mean |
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Sample Size for a Given Width of a Confidence Interval for a Mean |
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Confidence Interval For Difference of Means |
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Geometric Mean and Standard Deviation |
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Harmonic Mean and Its Confidence Interval |
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Moving Average |
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(Weighted) Median Value |
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Confidence Interval for the Median |
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(Weighted) Sample Quantiles |
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Confidence Interval for Any Quantile |
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Calculate Tukey's Biweight Robust Mean |
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Safe (generalized) Huber M-Estimator of Location |
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Hodges-Lehmann Estimator of Location |
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Statistics: Dispersion / Variation |
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(Robust) Range |
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(Weighted) Standard Deviation |
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Variance |
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Confidence Intervals for the Variance |
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Coefficient of Variation |
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Median Absolute Deviation |
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Confidence Intervals for Median Absolute Deviations |
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Mean Absolute Deviation From a Center Point |
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The (weighted) Interquartile Range |
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Geometric Mean and Standard Deviation |
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Statistics: Shape of Distribution |
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Skewness and Kurtosis |
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Outlier |
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Local Outlier Factor |
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Statistics: Count Variables |
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Poisson Confidence Interval |
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Statistics: Proportions |
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Confidence Intervals for Binomial Proportions |
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Sample Size for a Given Width of a Binomial Confidence Interval |
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Confidence Intervals for Multinomial Proportions |
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Confidence Intervals for the Ratio of Binomial Proportions |
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Confidence Interval for a Difference of Binomials |
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Odds Ratio Estimation and Confidence Intervals |
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Relative Risk |
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Transform Odds Ratio to Relative Risk |
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Statistics: Correlation |
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Covariance and Correlation (Matrices) |
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Fisher-Transformation for Correlation to z-Score |
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Find the Correlations for a Set x of Variables With Set y Removed |
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Polychoric Correlation |
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Spearman Rank Correlation |
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Kendall's \(\tau_{a}\) |
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Kendall's \(\tau_{b}\) |
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Stuart \(\tau_{c}\) |
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Matrix of Hoeffding's D Statistics |
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Kendall's Coefficient of Concordance W |
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Concordance Correlation Coefficient |
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Intraclass Correlations (ICC1, ICC2, ICC3 From Shrout and Fleiss) |
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Determine Highly Correlated Variables |
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Concordant and Discordant Pairs |
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Statistics: Association |
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Association Measures |
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Somers' Delta |
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Goodman Kruskal Lambda |
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Goodman Kruskal's Tau |
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Cramer's V, Pearson's Contingency Coefficient and Phi Coefficient |
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Goodman Kruskal's Gamma |
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Uncertainty Coefficient |
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Shannon Entropy and Mutual Information |
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Rao's Diversity Coefficient |
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Maximal value of Rao's diversity coefficient also called quadratic entropy |
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Theil's U Index of Inequality |
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Raw Simple And Extended Percentage Agreement |
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Cohen's Kappa and Weighted Kappa |
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Kappa for m Raters |
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Cronbach's Coefficient Alpha |
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Krippendorff's Alpha Reliability Coefficient |
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Statistics: Concentration |
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Gini Coefficient |
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Atkinson Index - A Measure of Inequality. |
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Concentration Measures |
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Gini-Simpson Coefficient, Gini-Deltas coefficient and Hunter-Gaston Index |
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Statistics: Effect Size and Model Assessment |
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Cohen's Effect Size |
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Effect Size Calculations for ANOVAs |
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Brier Score for Assessing Prediction Accuracy |
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Confidence Intervals for the BrierScore |
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C Statistic (Area Under the ROC Curve) |
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Confidence Intervals for the C Statistic (AUC) |
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Measures of Accuracy |
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Confusion Matrix And Associated Statistics |
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Pseudo R2 Statistics |
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Variance Inflation Factors |
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Standardized Model Coefficients |
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Confidence Intervals for the R squared of a Linear Model |
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Statistical Tests |
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Sign Test |
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Z Test for Known Population Standard Deviation |
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Student's t-Test Based on Sample Statistics |
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Phrasing Results of t-Test |
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Exact Version of Jonckheere-Terpstra Test |
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Exact Page Test for Ordered Alternatives |
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Cochran's Q test |
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ChiSquare Test for One Variance and F Test to Compare Two Variances |
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Siegel-Tukey Test For Equality In Variability |
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Levene's Test for Homogeneity of Variance |
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Moses Test of Extreme Reactions |
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Runs Test for Randomness |
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Durbin-Watson Test |
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Bartels Rank Test of Randomness |
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(Robust) Jarque Bera Test |
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Anderson-Darling Test of Goodness-of-Fit |
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Cramer-von Mises Test for Normality |
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Lilliefors (Kolmogorov-Smirnov) Test for Normality |
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Pearson Chi-Square Test for Normality |
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Shapiro-Francia Test for Normality |
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Mantel-Haenszel Chi-Square Test |
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Stuart-Maxwell Marginal Homogeneity Test |
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Lehmacher's Test for Marginal Homogenity |
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Cochran-Armitage Test for Trend |
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Breslow-Day Test for Homogeneity of the Odds Ratios |
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Woolf Test For Homogeneity in 2x2xk Tables |
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Post-Hoc Tests |
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Scheffe Test for Pairwise and Otherwise Comparisons |
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Dunn's Test of Multiple Comparisons |
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Dunnett's Test for Comparing Several Treatments With a Control |
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Conover's Test of Multiple Comparisons |
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Nemenyi Test |
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van der Waerden Test |
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Hotelling's T2 Test |
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Yuen t-Test For Trimmed Means |
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Barnard's Unconditional Test |
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Bhapkar Marginal Homogeneity Test |
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Breusch-Godfrey Test |
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G-Test for Count Data |
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Power Calculations for ChiSquared Tests |
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Hosmer-Lemeshow Goodness of Fit Tests |
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Von Neumann's Successive Difference Test |
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Greenhouse-Geisser And Huynh-Feldt Epsilons |
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Distributions |
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Benford's Distribution |
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Distributions of Maxima and Minima |
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The Frechet Distribution |
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The Generalized Extreme Value Distribution |
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The Generalized Pareto Distribution |
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The Gompertz distribution |
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The Gumbel Distribution |
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The Reverse Weibull Distribution |
Distributions of Order Statistics |
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"Reverse" Gumbel Distribution Functions |
The Triangular Distribution |
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Finance Functions |
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Short Selection of Financial Mathematical Functions |
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Several Methods of Depreciation of an Asset |
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Periodic Payment of an Annuity. |
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Word, Excel, PowerPoint, SAS: In/Out |
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Add Slides, Insert Texts and Plots to PowerPoint |
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Get a Handle to a Running Word/Excel Instance |
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Create a New Word Instance |
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Create a New Excel Instance |
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Check Windows Pointer |
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Parse a SAS Dataline Command |
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Read SPSS Datafiles and Return It in Good Old Style Data Frame Structure |
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Send Objects to Word |
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Send Objects to Word and Bookmark Them |
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Send a Plot to Word and Bookmark it |
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Use MS-Excel as Viewer for a Data.Frame |
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Word VBA Constants |
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Some Functions to Handle MS-Word Bookmarks |
Insert Caption to Word |
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Return the Cell Range Of a Word Table |
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Get or Set the Font in Word |
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Format Cells Of a Word Table |
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Merges Cells Of a Defined Word Table Range |
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Insert a Page Break |
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Get or Set the Paragraph Format in Word |
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Insert Active Plot to Word |
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Open and Save Word Documents |
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Get or Set the Style in Word |
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Insert a Table in a Word Document |
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Insert Headings for a Table in Word |
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Draw Borders to a Word Table |
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Convert Excel Dates to POSIXct |
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Import Data Directly From Excel |
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Save Excel File |
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Sampling and Data Generation |
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Generate Random Groups |
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Random Samples and Permutations |
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Stratified Sampling |
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Number and Samples for Permutations or Combinations of a Set |
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Sample Twins |
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Create Pairs of Correlated Random Numbers |
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Random Numbers Adding Up to 1 |
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Return Some Randomly Chosen Elements of an Object |
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Tools and Utilities |
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Test Multiple Objects for Exact Equality |
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DescTools Options |
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Fast Alternative To The Internal |
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Retrieve a Function's Arguments |
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Return All Used Functions Within a Function |
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Is a Specific Argument in the Dots-Arguments? |
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List Keywords For R Manual Pages |
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List Objects, Functions Or Data in a Package |
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Some Aliases Set for Convenience |
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Parse a Formula and Create a Model Frame |
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Password Dialog |
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Get PDF Manual of a Package From CRAN |
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Recyle a List of Elements |
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How Long Has the RSession Been Running? |
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Send a Mail Using Outlook as Mail Client |
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Formula Interface for Split |
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Split a Vector Into Several Pieces at Given Positions |
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Remove Attributes from an Object |
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Split Path In Drive, Path, Filename |
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System Information |
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Inverse Which |
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Vigenere Cypher |
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Index Vector of All Values Involved in Ties |
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Return the First Element Not Being NA |
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Lagged Quotients |
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Saves an R Object Under a Different Name |
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Execute Function with Temporary Options |
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Reverse Codes |
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Check a Vector For Being Numeric, Zero Or a Whole Number |
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Test If a Variable Contains Only Two Unique Values |
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Checks If An Integer Is Even Or Odd |
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IsPrime Property |
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Is a Distance Matrix Euclidean? |
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Calculations |
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Area Under the Curve |
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Binary Tree |
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Calculates Begin and End Angle From a List of Given Angles in Clockwise Mode |
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Find the Closest Value |
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Get All Pairs Out of One or Two Sets of Elements |
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Vector Cross Product |
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n-dimensional Vector Cross Product |
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Calculate Digit Sum |
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Calculate Divisors |
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Scalar Product |
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Prime Factorization of Integers |
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Fibonacci Numbers |
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Greatest Common Divisor and Least Common Multiple |
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Geometric Series |
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Find the Midpoints of a Numeric Vector |
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Find All Primes Less Than n |
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Robust Scaling With Median and Mad |
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Finds many (all) roots of one equation within an interval |
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Expected Value and Variance |
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Data |
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Datasets |
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Get HWZ Datasets |
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Data pizza |
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Classification of Scotch Single Malts |
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Data diamonds |
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Reference Data |
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Unit Conversion and Metrix Prefixes |
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Datasets for Probabilistic Simulation |
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ISO 3166-1 Country Codes |
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Periodic Table of Elements |