A Graphical EDA Tool with ggplot2: brinton

Abstract:

We present brinton package, which we developed for graphical exploratory data analysis in R. Based on ggplot2, gridExtra and rmarkdown, brinton package introduces wideplot() graphics for exploring the structure of a dataset through a grid of variables and graphic types. It also introduces longplot() graphics, which present the entire catalog of available graphics for representing a particular variable using a grid of graphic types and variations on these types. Finally, it introduces the plotup() function, which complements the previous two functions in that it presents a particular graphic for a specific variable of a dataset. This set of functions is useful for understanding the structure of a data set, discovering unexpected properties in the data, evaluating different graphic representations of these properties, and selecting a particular graphic for display on the screen.

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Authors

Affiliations

Pere Millán-Martínez

 

Ramon Oller

 

Published

Jan. 14, 2021

Received

Jan 19, 2020

DOI

10.32614/RJ-2021-018

Volume

Pages

12/2

311 - 320

CRAN packages used

brinton, ggplot2, gridExtra, rmarkdown, GGobi, Mondrian, lattice, survminer, tabplot, visdat, inspectdf, xray, DataExplorer, SmartEDA, dataMaid, summarytools, ExPanDaR, dlookr, explore, shinydashboard, flexdashboard, cowplot, patchwork, KMsurv, Stat2Data, Ecdat

CRAN Task Views implied by cited packages

Graphics, Survival, Econometrics, MissingData, Multivariate, Phylogenetics, ReproducibleResearch, TeachingStatistics, TimeSeries

Footnotes

    Reuse

    Text and figures are licensed under Creative Commons Attribution CC BY 4.0. The figures that have been reused from other sources don't fall under this license and can be recognized by a note in their caption: "Figure from ...".

    Citation

    For attribution, please cite this work as

    Millán-Martínez & Oller, "The R Journal: A Graphical EDA Tool with ggplot2: brinton", The R Journal, 2021

    BibTeX citation

    @article{RJ-2021-018,
      author = {Millán-Martínez, Pere and Oller, Ramon},
      title = {The R Journal: A Graphical EDA Tool with ggplot2: brinton},
      journal = {The R Journal},
      year = {2021},
      note = {https://doi.org/10.32614/RJ-2021-018},
      doi = {10.32614/RJ-2021-018},
      volume = {12},
      issue = {2},
      issn = {2073-4859},
      pages = {311-320}
    }