Moving Image

Workshop recordings: Data processing with R tidyverse

Author(s) / Creator(s)

Krause, Roland
Ginolhac, Aurélien

Editor(s)

Leibniz Institute for Psychology (ZPID)

Other kind(s) of contributor

Mueller, Stefanie

Abstract / Description

Workshop: Using the tidyverse of R for data handling and visualization. R is a very powerful language for statistical computing in many disciplines of research and has a steep learning curve. The software is open source, freely available and has a thriving community. ZPID invited Roland Krause and Aurélien Ginolhac from the University of Luxembourg to give an online workshop about the tidyverse of R. The tidyverse is a collection of R packages that are designed to promote code understandability. The three day course provides a complete introduction to data handling in the tidyverse. The course will not go deep into statistics but rather into getting data ready, some exploratory analysis, visualization and handling models. Day 1 will review the basics of R, loading data via the vroom package and basic cleaning of text using regular expressions. Day 2 will introduce tidying and organising data via the tidyr and dplyr packages as well as ggplot2 for vizualisation. Day 3 will look at functional programming tools using the purrr package, which greatly simplifies repeating operations. RMarkdown documents enable reproducible and automated reporting. Many statistical packages have complicated and idiosyncratic data structures. The broom package helps to convert them to consistent data structures. For instructions about the workshop materials and links to access them online (rather than for download), see the readme file and the related PsychArchives objects.

Keyword(s)

R tidyverse data science workshop recording

Persistent Identifier

Date of first publication

2021-12-20

Publisher

ZPID (Leibniz Institute for Psychology)

Citation

Krause, R., & Ginolhac, A. (2021). Workshop recordings: Data processing with R tidyverse. ZPID (Leibniz Institute for Psychology). https://doi.org/10.23668/PSYCHARCHIVES.5311
  • Author(s) / Creator(s)
    Krause, Roland
  • Author(s) / Creator(s)
    Ginolhac, Aurélien
  • Editor(s)
    Leibniz Institute for Psychology (ZPID)
    en
  • Other kind(s) of contributor
    Mueller, Stefanie
  • PsychArchives acquisition timestamp
    2021-12-20T14:16:00Z
  • Made available on
    2021-12-20T14:16:00Z
  • Creation date
    2021-09-08:2021-09-10
  • Date of first publication
    2021-12-20
  • Abstract / Description
    Workshop: Using the tidyverse of R for data handling and visualization. R is a very powerful language for statistical computing in many disciplines of research and has a steep learning curve. The software is open source, freely available and has a thriving community. ZPID invited Roland Krause and Aurélien Ginolhac from the University of Luxembourg to give an online workshop about the tidyverse of R. The tidyverse is a collection of R packages that are designed to promote code understandability. The three day course provides a complete introduction to data handling in the tidyverse. The course will not go deep into statistics but rather into getting data ready, some exploratory analysis, visualization and handling models. Day 1 will review the basics of R, loading data via the vroom package and basic cleaning of text using regular expressions. Day 2 will introduce tidying and organising data via the tidyr and dplyr packages as well as ggplot2 for vizualisation. Day 3 will look at functional programming tools using the purrr package, which greatly simplifies repeating operations. RMarkdown documents enable reproducible and automated reporting. Many statistical packages have complicated and idiosyncratic data structures. The broom package helps to convert them to consistent data structures. For instructions about the workshop materials and links to access them online (rather than for download), see the readme file and the related PsychArchives objects.
    en
  • Review status
    unknown
    en
  • Citation
    Krause, R., & Ginolhac, A. (2021). Workshop recordings: Data processing with R tidyverse. ZPID (Leibniz Institute for Psychology). https://doi.org/10.23668/PSYCHARCHIVES.5311
    en
  • Persistent Identifier
    https://hdl.handle.net/20.500.12034/4720
  • Persistent Identifier
    https://doi.org/10.23668/psycharchives.5311
  • Language of content
    eng
  • Publisher
    ZPID (Leibniz Institute for Psychology)
    en
  • Is related to
    https://doi.org/10.23668/psycharchives.5307
  • Keyword(s)
    R tidyverse
    en
  • Keyword(s)
    data science
    en
  • Keyword(s)
    workshop
    en
  • Keyword(s)
    recording
    en
  • Dewey Decimal Classification number(s)
    150
  • Title
    Workshop recordings: Data processing with R tidyverse
    en
  • DRO type
    movingImage