IDEAS home Printed from https://ideas.repec.org/a/wly/envmet/v35y2024i6ne2877.html

Under the mantra: ‘Make use of colorblind friendly graphs’

Author

Listed:
  • Duccio Rocchini
  • Ludovico Chieffallo
  • Elisa Thouverai
  • Rossella D'Introno
  • Francesca Dagostin
  • Emma Donini
  • Giles Foody
  • Simon Garnier
  • Guilherme G. Mazzochini
  • Vitezslav Moudry
  • Bob Rudis
  • Petra Simova
  • Michele Torresani
  • Jakub Nowosad

Abstract

Colorblindness is a genetic condition that affects a person's ability to accurately perceive colors. Several papers still exist making use of rainbow colors palette to show output. In such cases, for colorblind people such graphs are meaningless. In this paper, we propose good practices and coding solutions developed in the R Free and Open Source Software to (i) simulate colorblindness, (ii) develop colorblind friendly color palettes and (iii) provide the tools for converting a noncolorblind friendly graph into a new image with improved colors.

Suggested Citation

  • Duccio Rocchini & Ludovico Chieffallo & Elisa Thouverai & Rossella D'Introno & Francesca Dagostin & Emma Donini & Giles Foody & Simon Garnier & Guilherme G. Mazzochini & Vitezslav Moudry & Bob Rudis &, 2024. "Under the mantra: ‘Make use of colorblind friendly graphs’," Environmetrics, John Wiley & Sons, Ltd., vol. 35(6), September.
  • Handle: RePEc:wly:envmet:v:35:y:2024:i:6:n:e2877
    DOI: 10.1002/env.2877
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/env.2877
    Download Restriction: no

    File URL: https://libkey.io/10.1002/env.2877?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Xiaotian Zheng & Athanasios Kottas & Bruno Sansó, 2023. "Bayesian geostatistical modeling for discrete‐valued processes," Environmetrics, John Wiley & Sons, Ltd., vol. 34(7), November.
    2. Fabio Crameri & Grace E. Shephard & Philip J. Heron, 2020. "The misuse of colour in science communication," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rulin Feng & Igor Ying Zhang & Xin Xu, 2025. "A cross-entropy corrected hybrid multiconfiguration pair-density functional theory for complex molecular systems," Nature Communications, Nature, vol. 16(1), pages 1-14, December.
    2. Percy K. Mistry & Nicholas K. Branigan & Zhiyao Gao & Weidong Cai & Vinod Menon, 2026. "Nonergodicity and Simpson’s paradox in neurocognitive dynamics of cognitive control," Nature Communications, Nature, vol. 17(1), pages 1-19, December.
    3. Robert Reinhardt, 2025. "The Platform for Economic Analysis of Climate Hazards (PEACH): Gridded Hazards from 2000-2019," Documents de travail du Centre d'Economie de la Sorbonne 25022, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    4. Sarah Westarp & Felix Brandt & Lena Neumair & Christina Betz & Amin Dagane & Sebastian Kemper & Christoph R. Jacob & Peter Neubauer & Anke Kurreck & Felix Kaspar, 2024. "Nucleoside Phosphorylases make N7-xanthosine," Nature Communications, Nature, vol. 15(1), pages 1-7, December.
    5. Russell Clemens, 2025. "Combining the Viable System Model and Nature Futures Framework," Systemic Practice and Action Research, Springer, vol. 38(2), pages 1-38, June.
    6. Tiemo Pedergnana & Abel Faure-Beaulieu & Romain Fleury & Nicolas Noiray, 2024. "Loss-compensated non-reciprocal scattering based on synchronization," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    7. Guido Fioravanti & Michela Cameletti & Sara Martino & Giorgio Cattani & Enrico Pisoni, 2022. "A spatiotemporal analysis of NO2 concentrations during the Italian 2020 COVID‐19 lockdown," Environmetrics, John Wiley & Sons, Ltd., vol. 33(4), June.
    8. Shubham Chandra & Chengcheng Wang & Shu Beng Tor & Upadrasta Ramamurty & Xipeng Tan, 2024. "Powder-size driven facile microstructure control in powder-fusion metal additive manufacturing processes," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    9. Magda Dubois & Tobias U. Hauser, 2022. "Value-free random exploration is linked to impulsivity," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    10. Xiaochuan Tian & Mark D. Behn & Garrett Ito & Jana C. Schierjott & Boris J. P. Kaus & Anton A. Popov, 2024. "Magmatism controls global oceanic transform fault topography," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    11. Noémie Neverre, 2024. "An adaptable participatory modelling framework to anticipate needs for securing regional drinking water supply systems under global changes," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 38(6), pages 2209-2227, April.
    12. Vittorio Aita & Diane J. Roth & Anastasiia Zaleska & Alexey V. Krasavin & Luke H. Nicholls & Mykyta Shevchenko & Francisco J. Rodríguez-Fortuño & Anatoly V. Zayats, 2025. "Longitudinal field controls vector vortex beams in anisotropic epsilon-near-zero metamaterials," Nature Communications, Nature, vol. 16(1), pages 1-11, December.
    13. Enrico Marzotto & Alexander Koptev & Sergio Speziale & Monika Koch-Müller & Nada Abdel-Hak & Sarah B. Cichy & Sergey S. Lobanov, 2025. "Olivine’s high radiative conductivity increases slab temperature by up to 200K," Nature Communications, Nature, vol. 16(1), pages 1-8, December.
    14. Doga Gulhan & Bahador Bahrami & Ophelia Deroy, 2025. "Studying attention to IPCC climate change maps with mobile eye-tracking," PLOS ONE, Public Library of Science, vol. 20(1), pages 1-17, January.
    15. Patryk Wlekly, 2024. "Aesthetics and Usability of Statistics Data Visualisation through Charts: An Eyetracking Study as a Tool for Chart Analysis," European Research Studies Journal, European Research Studies Journal, vol. 0(Special B), pages 848-868.
    16. Ramon Gao & Michael D. Kelzenberg & Harry A. Atwater, 2024. "Dynamically stable radiation pressure propulsion of flexible lightsails for interstellar exploration," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    17. Grace E. Shephard & Christine Houser & John W. Hernlund & Juan J. Valencia-Cardona & Reidar G. Trønnes & Renata M. Wentzcovitch, 2021. "Seismological expression of the iron spin crossover in ferropericlase in the Earth’s lower mantle," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    18. Alik Ismail-Zadeh & Anne Davaille & Jean Besse & Yuri Volozh, 2024. "East European sedimentary basins long heated by a fading mantle upwelling," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    19. Sissy E. Wamaitha & Ernesto J. Rojas & Francesco Monticolo & Fei-man Hsu & Enrique Sosa & Amanda M. Mackie & Kiana Oyama & Maggie Custer & Melinda Murphy & Diana J. Laird & Jian Shu & Jon D. Hennebold, 2025. "Defining the cell and molecular origins of the primate ovarian reserve," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
    20. Chris Gorman & Davide Punzo & Igor Octaviano & Steven Pieper & William J. R. Longabaugh & David A. Clunie & Ron Kikinis & Andrey Y. Fedorov & Markus D. Herrmann, 2023. "Interoperable slide microscopy viewer and annotation tool for imaging data science and computational pathology," Nature Communications, Nature, vol. 14(1), pages 1-15, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:envmet:v:35:y:2024:i:6:n:e2877. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www.interscience.wiley.com/jpages/1180-4009/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.