janitor

Simple Tools for Examining and Cleaning Dirty Data

CRAN Package

The main janitor functions can: perfectly format data.frame column names; provide quick counts of variable combinations (i.e., frequency tables and crosstabs); and explore duplicate records. Other janitor functions nicely format the tabulation results. These tabulate-and-report functions approximate popular features of SPSS and Microsoft Excel. This package follows the principles of the "tidyverse" and works well with the pipe function %>%. janitor was built with beginning-to-intermediate R users in mind and is optimized for user-friendliness.


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  • Imports12 packages
  • Suggests8 packages
  • Reverse Imports96 packages
  • Reverse Suggests26 packages
  • Reverse Enhances1 package