One table verbs |
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Arrange rows by variables |
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Count observations by group |
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Subset distinct/unique rows |
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Return rows with matching conditions |
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Create or transform variables |
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Pull out a single variable |
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Select/relocate variables by name |
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Rename columns |
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Reduce multiple values down to a single value |
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Subset rows by position |
Two table verbs |
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Efficiently bind multiple |
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Filtering joins filter rows from |
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Mutating Joins |
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Grouping |
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Group by one or more variables |
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Grouping metadata |
Split data.frame by groups |
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Context dependent expressions |
Nest By |
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Vector functions |
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Do values in a numeric vector fall in specified range? |
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A General Vetorised |
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Find first non-missing element |
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Descending order |
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Vectorised if |
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Compute lagged or leading values |
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Count the number of unique values in a set of vectors |
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Convert values to NA |
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Compare two numeric vectors |
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Recode values |
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Replace missing values |
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Windowed Rank Functions |
Selection helpers |
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Select Grouping Variables |
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Peek at variables in the selection context |
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Select Helpers |
Select variables with a function |
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Piping |
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Forward-pipe operator |
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data.frame Display |
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Get a glimpse of your data |
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Tools for working with row names |
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