image2data: An R package to turn images in data sets

Data visualization is an essential and powerful tool to generate hypotheses, uncover patterns, and disseminate findings. It is crucial that introductory statistics courses train students to become critical authors and consumers of data visualization. Ludic data sets might help teaching statistics to...

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Main Authors: Caron, Pier-Olivier, Dufresne, Alexandre
Format: Article
Language:English
Published: Université d'Ottawa 2022-07-01
Series:Tutorials in Quantitative Methods for Psychology
Subjects:
Online Access:https://www.tqmp.org/RegularArticles/vol18-2/p186/p186.pdf
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author Caron, Pier-Olivier
Dufresne, Alexandre
author_facet Caron, Pier-Olivier
Dufresne, Alexandre
author_sort Caron, Pier-Olivier
collection DOAJ
description Data visualization is an essential and powerful tool to generate hypotheses, uncover patterns, and disseminate findings. It is crucial that introductory statistics courses train students to become critical authors and consumers of data visualization. Ludic data sets might help teaching statistics to students by making graphics more enjoyable, using images as instantaneous feedback, encouraging to discover hidden patterns, and reducing their focus on traditional hypothesis testing. Those data sets that have hidden images can be difficult to come by for teachers. These considerations have led to the development of a package that could easily create data sets from images for educational purposes. The purpose of this study is to present image2data, an R package that generates data sets from images. In this study, we show how to install the package, explain the basic arguments, and show three examples on how it can be used for teaching. Future studies could evaluate the effectiveness and motivation generated by using hidden images in data sets. Our hope is that by using hidden image in data sets, students will be inspired to decrypt data sets and discover the unexpected.
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spelling doaj.art-c6a2be4e8d1d46be8a39982a61996e332022-12-22T03:00:13ZengUniversité d'OttawaTutorials in Quantitative Methods for Psychology1913-41262022-07-0118218619510.20982/tqmp.18.2.p186image2data: An R package to turn images in data setsCaron, Pier-OlivierDufresne, AlexandreData visualization is an essential and powerful tool to generate hypotheses, uncover patterns, and disseminate findings. It is crucial that introductory statistics courses train students to become critical authors and consumers of data visualization. Ludic data sets might help teaching statistics to students by making graphics more enjoyable, using images as instantaneous feedback, encouraging to discover hidden patterns, and reducing their focus on traditional hypothesis testing. Those data sets that have hidden images can be difficult to come by for teachers. These considerations have led to the development of a package that could easily create data sets from images for educational purposes. The purpose of this study is to present image2data, an R package that generates data sets from images. In this study, we show how to install the package, explain the basic arguments, and show three examples on how it can be used for teaching. Future studies could evaluate the effectiveness and motivation generated by using hidden images in data sets. Our hope is that by using hidden image in data sets, students will be inspired to decrypt data sets and discover the unexpected.https://www.tqmp.org/RegularArticles/vol18-2/p186/p186.pdfdata visualizationr packagedata extractionr
spellingShingle Caron, Pier-Olivier
Dufresne, Alexandre
image2data: An R package to turn images in data sets
Tutorials in Quantitative Methods for Psychology
data visualization
r package
data extraction
r
title image2data: An R package to turn images in data sets
title_full image2data: An R package to turn images in data sets
title_fullStr image2data: An R package to turn images in data sets
title_full_unstemmed image2data: An R package to turn images in data sets
title_short image2data: An R package to turn images in data sets
title_sort image2data an r package to turn images in data sets
topic data visualization
r package
data extraction
r
url https://www.tqmp.org/RegularArticles/vol18-2/p186/p186.pdf
work_keys_str_mv AT caronpierolivier image2dataanrpackagetoturnimagesindatasets
AT dufresnealexandre image2dataanrpackagetoturnimagesindatasets