Xingyu Lan
ABSTRACT
Recent work has highlighted that emotion is key to the user experience with data stories. However, limited attention has been paid to negative emotions specifically. This work investigates the outcomes of negative emotions in the context of serious data stories and examines how they can be augmented by design methods from the perspectives of both storytellers and viewers. First, we conducted a workshop with 9 data story experts to understand the possible benefits of eliciting negative emotions in serious data stories and 19 potential design methods that contribute to negative emotions. Based on the findings from the workshop, we then conducted a lab study with 35 participants to explore the outcomes of eliciting negative emotions as well as the effectiveness of the design methods. The results indicated that negative emotions mainly facilitated contemplative experiences and long-term memory. Besides, the design methods showed varied effectiveness in augmenting negative emotions and being recalled.
Supplemental Material
- Basak Alper, Nathalie Henry Riche, Fanny Chevalier, Jeremy Boy, and Metin Sezgin. 2017. Visualization literacy at elementary school. In Proceedings of the 2017 CHI conference on human factors in computing systems. 5485–5497.Google Scholar
Digital Library
- Fereshteh Amini, Nathalie Henry Riche, Bongshin Lee, Christophe Hurter, and Pourang Irani. 2015. Understanding data videos: Looking at narrative visualization through the cinematography lens. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1459–1468.Google ScholarDigital Library
- Cary L Anderson and Anthony C Robinson. 2021. Affective congruence in visualization design: influences on reading categorical maps. IEEE Transactions on Visualization and Computer Graphics (2021).Google Scholar
- Joel Aronoff. 2006. How we recognize angry and happy emotion in people, places, and things. Cross-Cultural Research 40, 1 (2006), 83–105.Google ScholarCross Ref
- Benjamin Bach, Moritz Stefaner, Jeremy Boy, Steven Drucker, Lyn Bartram, Jo Wood, Paolo Ciuccarelli, Yuri Engelhardt, Ulrike Koeppen, and Barbara Tversky. 2018. Narrative design patterns for data-driven storytelling. In Data-driven storytelling. CRC Press, Boca Raton, FL, US, 107–133.Google Scholar
- Lyn Bartram, Abhisekh Patra, and Maureen Stone. 2017. Affective color in visualization. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1364–1374.Google ScholarDigital Library
- Anne Bartsch. 2012. Emotional gratification in entertainment experience. Why viewers of movies and television series find it rewarding to experience emotions. Media Psychology 15, 3 (2012), 267–302.Google ScholarCross Ref
- Anne Bartsch and Tilo Hartmann. 2017. The role of cognitive and affective challenge in entertainment experience. Communication Research 44, 1 (2017), 29–53.Google ScholarCross Ref
- Anne Bartsch, Anja Kalch, and Mary Beth Oliver. 2014. Moved to think: The role of emotional media experiences in stimulating reflective thoughts.Journal of Media Psychology: Theories, Methods, and Applications 26, 3(2014), 125.Google Scholar
- Scott Bateman, Regan L Mandryk, Carl Gutwin, Aaron Genest, David McDine, and Christopher Brooks. 2010. Useful junk? The effects of visual embellishment on comprehension and memorability of charts. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 2573–2582.Google Scholar
- BBC. 2020. Coronavirus: How can we imagine the scale of Covid’s death toll?https://www.bbc.co.uk/news/resources/idt-7464500a-6368-4029-aa41-ab94e0ee09fb.Google Scholar
- Steve Benford, Chris Greenhalgh, Gabriella Giannachi, Brendan Walker, Joe Marshall, and Tom Rodden. 2012. Uncomfortable interactions. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 2005–2014.Google ScholarDigital Library
- Bloomberg. 2021. CEO Pay Ratio. https://www.bloomberg.com/graphics/ceo-pay-ratio/.Google Scholar
- Julia Ayumi Bopp, Elisa D Mekler, and Klaus Opwis. 2016. Negative emotion, positive experience? Emotionally moving moments in digital games. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 2996–3006.Google Scholar
- Julia Ayumi Bopp, Klaus Opwis, and Elisa D Mekler. 2018. “An Odd Kind of Pleasure” Differentiating Emotional Challenge in Digital Games. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–12.Google Scholar
- Jeremy Boy, Anshul Vikram Pandey, John Emerson, Margaret Satterthwaite, Oded Nov, and Enrico Bertini. 2017. Showing people behind data: Does anthropomorphizing visualizations elicit more empathy for human rights data?. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 5462–5474.Google ScholarDigital Library
- Margaret M Bradley and Peter J Lang. 1994. Measuring emotion: the self-assessment manikin and the semantic differential. Journal of Behavior Therapy and Experimental Psychiatry 25, 1(1994), 49–59.Google ScholarCross Ref
- Virginia Braun and Victoria Clarke. 2006. Using thematic analysis in psychology. Qualitative Research in Psychology 3, 2 (2006), 77–101.Google ScholarCross Ref
- James Brown, Kathrin Gerling, Patrick Dickinson, and Ben Kirman. 2015. Dead fun: uncomfortable interactions in a virtual reality game for coffins. In Proceedings of the Annual Symposium on Computer-Human Interaction in Play. ACM, New York, NY, USA, 475–480.Google ScholarDigital Library
- Buzzfeed. 2021. One Year, 500,000 Deaths. https://www.buzzfeednews.com/article/peteraldhous/covid19-update-deaths-victims-america-half-million.Google Scholar
- Alberto Cairo. 2013. U.S. Gun Deaths and the Challenge of Uncertainty. http://www.peachpit.com/articles/article.aspx?p=2036558.Google Scholar
- Alberto Cairo. 2019. How charts lie: Getting smarter about visual information. WW Norton & Company.Google Scholar
- CarniDC. 2021. What does 425,000 Covid deaths sound like?https://twitter.com/CarniDC/status/1356267830560366595.Google Scholar
- Sheelagh Carpendale, Nicholas Diakopoulos, Nathalie Henry Riche, and Christophe Hurter. 2016. Data-Driven Storytelling Dagstuhl Seminar. https://www.dagstuhl.de/no_cache/en/program/calendar/semhp/?semnr=16061.Google Scholar
- Johns Hopkins Coronavirus Resource Center. 2020. COVID-19 Dashboard. https://coronavirus.jhu.edu/map.html.Google Scholar
- Fanny Chevalier, Romain Vuillemot, and Guia Gali. 2013. Using concrete scales: A practical framework for effective visual depiction of complex measures. IEEE Transactions on Visualization and Computer Graphics 19, 12(2013), 2426–2435.Google ScholarDigital Library
- The Ocean Cleanup. 2021. River Plastic Emissions to the World’s Oceans. https://theoceancleanup.com/sources.Google Scholar
- Michael Correll. 2019. Ethical dimensions of visualization research. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems. 1–13.Google ScholarDigital Library
- Andy Cotgreave. 2014. Iraq’s Bloody Toll: control your message with title, colour and orientation. https://gravyanecdote.com/uncategorized/should-you-trust-a-data-visualisation/.Google Scholar
- Evandro Damiao. 2018. One LGBT+ person is killed every day in Brazil. https://www.informationisbeautifulawards.com/showcase/3176-one-lgbt-person-is-killed-every-day-in-brazil.Google Scholar
- Nicholas Diakopoulos, Funda Kivran-Swaine, and Mor Naaman. 2011. Playable data: characterizing the design space of game-y infographics. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1717–1726.Google ScholarDigital Library
- Catherine D’ignazio and Lauren F Klein. 2020. Data feminism. MIT press, Cambridge, MA, US.Google Scholar
- Ana Figueiras. 2014. How to tell stories using visualization. In International Conference on Information Visualisation. IEEE, New York, NY, USA, 18–26.Google ScholarCross Ref
- Francis Gagnon. 2021. 500,000 dots is too many. https://chezvoila.com/blog/500k/.Google Scholar
- Katerina Gorkovenko, Daniel J Burnett, James K Thorp, Daniel Richards, and Dave Murray-Rust. 2020. Exploring the future of data-driven product design. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–14.Google ScholarDigital Library
- Chad Phoenix Rose Gowler and Ioanna Iacovides. 2019. ”Horror, guilt and shame”–Uncomfortable Experiences in Digital Games. In Proceedings of the Annual Symposium on Computer-Human Interaction in Play. ACM, New York, NY, USA, 325–337.Google ScholarDigital Library
- John Grippe. 2020. The Project Behind a Front Page Full of Names. https://www.nytimes.com/2020/05/23/reader-center/coronavirus-new-york-times-front-page.html.Google Scholar
- James J Gross and Robert W Levenson. 1995. Emotion elicitation using films. Cognition & Emotion 9, 1 (1995), 87–108.Google ScholarCross Ref
- The Guardian. 2021. Beneath the Blue: Dive Into a Dazzling Ocean Under Threat. https://www.theguardian.com/environment/ng-interactive/2021/feb/23/beneath-the-blue-dive-into-a-dazzling-ocean-under-threat-interactive.Google Scholar
- Kyle Wm Hall, Anthony Kouroupis, Anastasia Bezerianos, Danielle Albers Szafir, and Christopher Collins. 2021. Professional differences: A comparative study of visualization task performance and spatial ability across disciplines. IEEE Transactions on Visualization and Computer Graphics (2021).Google Scholar
- Neil Halloran. 2016. The Fallen of World War II. https://www.youtube.com/watch?v=DwKPFT-RioU.Google Scholar
- Lane Harrison, Drew Skau, Steven Franconeri, Aidong Lu, and Remco Chang. 2013. Influencing visual judgment through affective priming. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. 2949–2958.Google ScholarDigital Library
- Jeremy Heyer, Nirmal Kumar Raveendranath, and Khairi Reda. 2020. Pushing the (visual) narrative: the effects of prior knowledge elicitation in provocative topics. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–14.Google ScholarDigital Library
- David C Howell. 2012. Statistical methods for psychology. Cengage Learning.Google Scholar
- Jessica Hullman, Steven Drucker, Nathalie Henry Riche, Bongshin Lee, Danyel Fisher, and Eytan Adar. 2013. A deeper understanding of sequence in narrative visualization. IEEE Transactions on Visualization and Computer Graphics 19, 12(2013), 2406–2415.Google ScholarDigital Library
- Ya-Hsin Hung and Paul Parsons. 2018. Affective engagement for communicative visualization: quick and easy evaluation using survey instruments. In Proceedings of the IEEE Conference on Information Visualization, CommVis Workshop. IEEE, Berlin, Germany.Google Scholar
- Ioanna Iacovides and Anna L Cox. 2015. Moving beyond fun: Evaluating serious experience in digital games. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 2245–2254.Google ScholarDigital Library
- Connie Hanzhang Jin. 2021. COMIC: For My Job, I Check Death Tolls From COVID. Why Am I Numb To The Numbers?https://www.npr.org/sections/goatsandsoda/2021/04/25/987208356/comic-how-i-cope-with-pandemic-numbness.Google Scholar
- Kantar. 2012. Information is Beautiful Awards. https://www.informationisbeautifulawards.com/showcase?page=1&type=awards.Google Scholar
- Todd B Kashdan and Robert Biswas-Diener. 2014. The upside of your dark side: Why being your whole self–not just your” good” self–drives success and fulfillment. Penguin, London, UK.Google Scholar
- Ai Kawakami, Kiyoshi Furukawa, Kentaro Katahira, and Kazuo Okanoya. 2013. Sad music induces pleasant emotion. Frontiers in Psychology 4 (2013), 311.Google ScholarCross Ref
- Helen Kennedy and Rosemary Lucy Hill. 2018. The feeling of numbers: Emotions in everyday engagements with data and their visualisation. Sociology 52, 4 (2018), 830–848.Google ScholarCross Ref
- Ethan Kerzner, Sarah Goodwin, Jason Dykes, Sara Jones, and Miriah Meyer. 2018. A framework for creative visualization-opportunities workshops. IEEE Transactions on Visualization and Computer Graphics 25, 1(2018), 748–758.Google ScholarDigital Library
- Ha-Kyung Kong, Zhicheng Liu, and Karrie Karahalios. 2018. Frames and slants in titles of visualizations on controversial topics. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–12.Google ScholarDigital Library
- Robert Kosara and Jock Mackinlay. 2013. Storytelling: The next step for visualization. Computer 46, 5 (2013), 44–50.Google ScholarDigital Library
- Richard A Krueger. 2014. Focus groups: A practical guide for applied research. Sage publications, Thousand Oaks, CA, US.Google Scholar
- Richard A Krueger and Mary Anne Casey. 2002. Designing and conducting focus group interviews.Google Scholar
- Xingyu Lan, Yang Shi, Yanqiu Wu, Xiaohan Jiao, and Nan Cao. 2021. Kineticharts: Augmenting Affective Expressiveness of Charts in Data Stories with Animation Design. IEEE Transactions on Visualization and Computer Graphics 28, 1(2021), 933–943.Google ScholarDigital Library
- Xingyu Lan, Yang Shi, Yueyao Zhang, and Nan Cao. 2021. Smile or Scowl Looking at Infographic Design Through the Affective Lens. IEEE Transactions on Visualization and Computer Graphics 27, 6(2021), 2796–2807.Google ScholarCross Ref
- Xingyu Lan, Xinyue Xu, and Nan Cao. 2021. Understanding Narrative Linearity for Telling Expressive Time-Oriented Stories. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–13.Google ScholarDigital Library
- Jason Lankow, Josh Ritchie, and Ross Crooks. 2012. Infographics: The power of visual storytelling. John Wiley & Sons, Hoboken, NJ, US.Google Scholar
- Bongshin Lee, Nathalie Henry Riche, Petra Isenberg, and Sheelagh Carpendale. 2015. More than telling a story: Transforming data into visually shared stories. IEEE Transactions on Visualization and Computer Graphics 35, 5(2015), 84–90.Google ScholarDigital Library
- Phoebe Lin and Jessica Van Brummelen. 2021. Engaging Teachers to Co-Design Integrated AI Curriculum for K-12 Classrooms. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–12.Google ScholarDigital Library
- Artur Lugmayr, Erkki Sutinen, Jarkko Suhonen, Carolina Islas Sedano, Helmut Hlavacs, and Calkin Suero Montero. 2017. Serious storytelling–a first definition and review. Multimedia Tools and Applications 76, 14 (2017), 15707–15733.Google ScholarDigital Library
- Google Lupa. 2020. What if all Covid‑19 deaths in Brazil happened in your neighborhood?https://piaui.folha.uol.com.br/lupa/epicentro/en/.Google Scholar
- Giorgia Lupi. n.d.. Imaging Mental Health in America. https://www.rand.org/about/nextgen/art-plus-data/giorgia-lupi/imaging-mental-health-in-america.html.Google Scholar
- Joseph B Lyons and Tamera R Schneider. 2005. The influence of emotional intelligence on performance. Personality and individual differences 39, 4 (2005), 693–703.Google Scholar
- Dan McCarey. 2019. Sepsin. http://sepsin.danmccarey.com/.Google Scholar
- Michael Meder, Amon Rapp, Till Plumbaum, and Frank Hopfgartner. 2017. Data-driven gamification design. In Proceedings of the International Academic Mindtrek Conference. ACM, New York, NY, USA, 255–258.Google ScholarDigital Library
- Elisa D Mekler, Ioanna Iacovides, and Julia Ayumi Bopp. 2018. ” A Game that Makes You Question...” Exploring the Role of Reflection for the Player Experience. In Proceedings of the Annual Symposium on Computer-Human Interaction in Play. ACM, New York, NY, USA, 315–327.Google Scholar
- Markus Montola. 2014. The positive negative experience in extreme role-playing. In The Foundation Stone of Nordic Larp. Knutpunkt, Toptryk Grafisk, Denmark, 153–167.Google Scholar
- Luiz Morais, Yvonne Jansen, Nazareno Andrade, and Pierre Dragicevic. 2021. Can Anthropographics Promote Prosociality? A Review and Large-Sample Study. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–18.Google ScholarDigital Library
- NEXO. 2020. O cálculo de uma tragédia. https://www.nexojornal.com.br/especial/2020/08/08/100-mil-mortes-no-Brasil-o-c%C3%A1lculo-de-uma-trag%C3%A9dia.Google Scholar
- Mary Beth Oliver and Anne Bartsch. 2010. Appreciation as audience response: Exploring entertainment gratifications beyond hedonism. Human Communication Research 36, 1 (2010), 53–81.Google ScholarCross Ref
- Mary Beth Oliver and Arthur A Raney. 2011. Entertainment as pleasurable and meaningful: Identifying hedonic and eudaimonic motivations for entertainment consumption. Journal of Communication 61, 5 (2011), 984–1004.Google ScholarCross Ref
- Anshul Vikram Pandey, Anjali Manivannan, Oded Nov, Margaret Satterthwaite, and Enrico Bertini. 2014. The persuasive power of data visualization. IEEE Transactions on Visualization and Computer Graphics 20, 12(2014), 2211–2220.Google ScholarCross Ref
- The Paper. 2019. 53027 Messages in the Internet Tree Hole: The Self-Help and Mutual Assistance of Desperate People. https://www.thepaper.cn/newsDetail_forward_4315606.Google Scholar
- The Paper. 2020. one Million Deaths: How Covid Triggers a Global Tragedy. http://h5.thepaper.cn/html/zt/2020/09/ybw/index.html.Google Scholar
- Deokgun Park, Steven M Drucker, Roland Fernandez, and Niklas Elmqvist. 2017. Atom: A grammar for unit visualizations. IEEE Transactions on Visualization and Computer Graphics 24, 12(2017), 3032–3043.Google ScholarCross Ref
- Evan M Peck, Sofia E Ayuso, and Omar El-Etr. 2019. Data is personal: Attitudes and perceptions of data visualization in rural pennsylvania. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–12.Google ScholarDigital Library
- Xiaolan Peng, Jin Huang, Alena Denisova, Hui Chen, Feng Tian, and Hongan Wang. 2020. A palette of deepened emotions: exploring emotional challenge in virtual reality games. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–13.Google ScholarDigital Library
- Periscopic. 2021. Lifelines: a pandemic undertow. https://lifelines.periscopic.com/.Google Scholar
- Periscopic. n.d.. U.S. Gun Deaths. https://guns.periscopic.com/.Google Scholar
- Washington Post. 2014. Do you know Africa?https://www.washingtonpost.com/wp-srv/special/world/do-you-know-africa/.Google Scholar
- Washington Post. 2021. 500,000 dead, a number almost too large to grasp. https://www.washingtonpost.com/nation/interactive/2021/500000-covid-deaths-visualized/.Google Scholar
- ProPublica. 2013. HeartSaver: An Experimental News Game. https://projects.propublica.org/graphics/heartsaver.Google Scholar
- ProPublica. 2017. Lost Mothers. https://www.propublica.org/article/lost-mothers-maternal-health-died-childbirth-pregnancy.Google Scholar
- Reuters. 2018. In Africa, A Virus Spreads. https://graphics.reuters.com/HEALTH-EBOLA-CONGO/010081G62NR/index.html.Google Scholar
- Reuters. 2018. Oil spilled at sea. http://fingfx.thomsonreuters.com/gfx/rngs/OIL-SPILLS/010060SL1GQ/index.html.Google Scholar
- Reuters. 2019. Drowning in Plastic. https://graphics.reuters.com/ENVIRONMENT-PLASTIC/0100B275155/index.html.Google Scholar
- Reuters. 2021. The pace of death. https://graphics.reuters.com/HEALTH-CORONAVIRUS/DEATHS/xlbpgobgapq/index.html.Google Scholar
- Bahador Saket, Alex Endert, and John Stasko. 2016. Beyond usability and performance: A review of user experience-focused evaluations in visualization. In Proceedings of the Workshop on Beyond Time and Errors on Novel Evaluation Methods for Visualization. ACM, New York, NY, USA, 133–142.Google ScholarDigital Library
- Simon Scarr. n.d.. Iraq’s Bloody Toll. http://www.simonscarr.com/iraqs-bloody-toll/.Google Scholar
- Holger Schramm and Werner Wirth. 2010. Exploring the paradox of sad-film enjoyment: The role of multiple appraisals and meta-appraisals. Poetics 38, 3 (2010), 319–335.Google ScholarCross Ref
- SCMP. 2020. How the coronavirus spread in Hong Kong. https://multimedia.scmp.com/culture/article/SCMP-printed-graphics-memory/lonelyGraphics/202004A256.html.Google Scholar
- Edward Segel and Jeffrey Heer. 2010. Narrative visualization: Telling stories with data. IEEE Transactions on Visualization and Computer Graphics 16, 6(2010), 1139–1148.Google ScholarDigital Library
- Claude Elwood Shannon. 1948. A mathematical theory of communication. The Bell System Technical Journal 27, 3 (1948), 379–423.Google ScholarCross Ref
- Danqing Shi, Fuling Sun, Xinyue Xu, Xingyu Lan, David Gotz, and Nan Cao. 2021. AutoClips: An Automatic Approach to Video Generation from Data Facts. In Computer Graphics Forum, Vol. 40. Wiley Online Library, 495–505.Google Scholar
- Danqing Shi, Xinyue Xu, Fuling Sun, Yang Shi, and Nan Cao. 2020. Calliope: Automatic visual data story generation from a spreadsheet. IEEE Transactions on Visualization and Computer Graphics 27, 2(2020), 453–463.Google ScholarCross Ref
- Yang Shi, Xingyu Lan, Jingwen Li, Zhaorui Li, and Nan Cao. 2021. Communicating with Motion: A Design Space for Animated Visual Narratives in Data Videos. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–13.Google ScholarDigital Library
- Stephen Osserman Shirley Wu. 2020. People of the Pandemic. https://peopleofthepandemicgame.com/.Google Scholar
- Samuel Sinyangwe. 2021. Mapping Police Violence. https://mappingpoliceviolence.org/.Google Scholar
- David Sprague and Melanie Tory. 2012. Exploring how and why people use visualizations in casual contexts: Modeling user goals and regulated motivations. Information Visualization 11, 2 (2012), 106–123.Google ScholarDigital Library
- Charles D Stolper, Bongshin Lee, Nathalie Henry Riche, and John Stasko. 2016. Emerging and recurring data-driven storytelling techniques: Analysis of a curated collection of recent stories. Technical Report MSR-TR-2016-14. Microsoft.Google Scholar
- Sigma team. 2020. Sigma Awards. https://sigmaawards.org/.Google Scholar
- New York Times. 2019. Are You Rich? This Income-Rank Quiz Might Change How You See Yourself. https://www.nytimes.com/interactive/2019/08/01/upshot/are-you-rich.html.Google Scholar
- New York Times. 2020. How Bad Is Unemployment? ‘Literally Off the Charts’. https://www.nytimes.com/interactive/2020/05/08/business/economy/april-jobs-report.html.Google Scholar
- New York Times. 2020. How the Virus Won. https://www.nytimes.com/interactive/2020/us/coronavirus-spread.html?smid=tw-nytimes&smtyp=cur.Google Scholar
- New York Times. 2020. An Incalculable Loss. https://www.nytimes.com/interactive/2020/05/24/us/us-coronavirus-deaths-100000.html.Google Scholar
- New York Times. 2021. On the Front Page, a Wall of Grief. https://www.nytimes.com/2021/02/21/insider/covid-500k-front-page.html, https://www.nytimes.com/interactive/2021/01/27/us/us-coronavirus-deaths-rate.html.Google Scholar
- Patricia Valdez and Albert Mehrabian. 1994. Effects of color on emotions.Journal of Experimental Psychology: General 123, 4 (1994), 394.Google Scholar
- Vox. 2021. Who has died from Covid-19 in the US?https://www.vox.com/22252693/covid-19-deaths-us-who-died.Google Scholar
- Yun Wang, Adrien Segal, Roberta Klatzky, Daniel F Keefe, Petra Isenberg, Jörn Hurtienne, Eva Hornecker, Tim Dwyer, and Stephen Barrass. 2019. An emotional response to the value of visualization. IEEE Computer Graphics and Applications 39, 5 (2019), 8–17.Google ScholarDigital Library
- Zezhong Wang, Shunming Wang, Matteo Farinella, Dave Murray-Rust, Nathalie Henry Riche, and Benjamin Bach. 2019. Comparing effectiveness and engagement of data comics and infographics. In Proceedings of the CHI Conference on Human Factors in Computing Systems. ACM, New York, NY, USA, 1–12.Google ScholarDigital Library
- David Watson, Lee Anna Clark, and Auke Tellegen. 1988. Development and validation of brief measures of positive and negative affect: the PANAS scales.Journal of Personality and Social Psychology 54, 6(1988), 1063.Google Scholar
- Wordstream. n.d.. Do You Know Who’s Watching You?https://visual.ly/community/Infographics/technology/do-you-know-whos-watching-you.Google Scholar
- Leni Yang, Xian Xu, XingYu Lan, Ziyan Liu, Shunan Guo, Yang Shi, Huamin Qu, and Nan Cao. 2021. A Design Space for Applying the Freytag’s Pyramid Structure to Data Stories. IEEE Transactions on Visualization and Computer Graphics 28, 1(2021), 922–932.Google ScholarDigital Library
- Dolf Zillmann, James B Weaver, Norbert Mundorf, and Charles F Aust. 1986. Effects of an opposite-gender companion’s affect to horror on distress, delight, and attraction.Journal of Personality and Social Psychology 51, 3(1986), 586–594.Google Scholar
Index Terms
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