summarytools is a an R package for data cleaning, exploring, and simple reporting. The package was developed with the following objectives in mind:
- Provide a coherent set of easy-to-use descriptive functions that are akin to those included in commercial statistical software suites such as SAS, SPSS, and Stata
- Offer flexibility in terms of output format & content
- Integrate well with commonly used software & tools for reporting (the RStudio IDE, Rmarkdown, and knitr) while also allowing for standalone, simple report generation from any R interface
On a more personal level, I simply wish to share with the R community and the scientific community at large the functions I first developed for myself, that I ultimately realized would benefit a lot of people who are looking for the same thing I was seeking in the first place.
If summarytools helps you get things done, please consider making a donation. By doing so now, you’ll help me feel useful, but more importantly contribute to the package’s development and help other people like you who benefit from its current and future features. I regularly receive feature requests, and when I receive donations, I set aside some time to work on them, making summarytools even more relevant for data scientists, students and researchers around the world. No matter how small the amount is, I always appreciate the gesture. A list of sponsors can be found further below.
The bulk of the technical documentation can now be found in the following vignettes:
Introduction to
summarytools
| CRAN
version
Summarytools in R
Markdown
| CRAN
Version
PDF
Manual
(automatically generated by CRAN)
Additional software is used by summarytools for fine-tuning graphics as well as offering interactive functionality. If you are installing summarytools for the first time, click on the relevant link to get OS-specific instructions. On Windows, no additional software is required.
Mac OS X
Ubuntu / Debian / Mint
Older Ubuntu (14 and 16)
Fedora / Red Hat / CentOS
Solaris
This method has the advantage of benefiting from minor fixes and improvements that are added between CRAN releases. Its main drawback is that you won’t be noticed when a new version is available. You can either check this page from time to time, or best, use a package that checks for package updates on various repositories, such as dtupdate and Drat.
install.packages("remotes") # Using devtools is also possible
library(remotes)
install_github("rapporter/pander") # Strongly recommended
install_github("dcomtois/summarytools", build_vignettes = TRUE)CRAN versions are stable but are not updated as often as the GitHub versions. On the plus side, they can be easier to install on some systems.
install.packages("summarytools")-
In
dfSummary():- It is now possible to control which statistics to show in the
Freqs / Values column (see
help("st_options", "summarytools")for examples) - In html outputs, tables are better aligned horizontally
(categories >> counts >> charts); if misalignment occurs,
adjusting
graph.magnifshould resolve it - List-type columns and
Infvalues are handled properly
- It is now possible to control which statistics to show in the
Freqs / Values column (see
-
In
descr()andctable()several display glitches were corrected -
Selected heading elements can be totally omitted on an individual basis
-
Improved functionality for customized terms / translations
For more details, see vignette("introduction", "summarytools") as well
as news(package = "summarytools").
Open a terminal window and enter the following:
brew install imagemagick@6
If you do not have brew installed, simply enter this command in the terminal:
/usr/bin/ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)"
If you’re using Mac OS X version 10.8 (Mountain Lion) or more recent versions, you’ll need to download the .dmg image from xquartz.org and add it to your Applications folder.
Back to installation instructions
Magick++
sudo apt install libmagick++-dev
Back to installation instructions
This applies only if you are using Ubuntu Trusty (14.04) or Xenial (16.04).
sudo add-apt-repository -y ppa:opencpu/imagemagick
sudo apt-get update
sudo apt-get install -y libmagick++-dev
Back to installation instructions
Magick++
sudo yum install ImageMagick-c++-devel
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pkgadd -d http://get.opencsw.org/now
/opt/csw/bin/pkgutil -U
/opt/csw/bin/pkgutil -y -i imagemagick
/usr/sbin/pkgchk -L CSWimagemagick
Back to installation instructions
A big thanks to the following people who made donations:
- Ashirwad Barnwal
- David Thomas
- Peter Nilsson
- Ross Dunne
- Igor Rubets
- Joerg Sahlmann
- Roger Hilfiker
summarytools is the result of many hours of work. If you find the package brings value to your work, please take a moment to make a small donation.
The package comes with no guarantees. It is a work in progress and feedback is always welcome. Please open an issue on GitHub if you find a bug or wish to submit a feature request.