Hostname: page-component-8448b6f56d-gtxcr Total loading time: 0 Render date: 2024-04-23T23:47:55.569Z Has data issue: false hasContentIssue false

Material Culture Studies in the Age of Big Data: Digital Excavation of Homemade Face-Mask Production during the COVID-19 Pandemic

Published online by Cambridge University Press:  03 August 2022

Matthew Magnani*
Affiliation:
Department of Anthropology, University of Maine, Orono, ME, USA
Jon Clindaniel
Affiliation:
Computational Social Science, University of Chicago, Chicago, IL, USA
Natalia Magnani
Affiliation:
Department of Anthropology, University of Maine, Orono, ME, USA; Department of Social Sciences, UiT The Arctic University of Norway, Tromsø, Norway
*
(matthew.magnani@maine.edu, corresponding author)

Abstract

This manuscript presents a novel approach to the study of contemporary material culture using digital data. Scholars interested in the materiality of past and contemporary societies have been limited to information derived from assemblages of excavated, collected, or physically observed materials; they have yet to take full advantage of large or complex digital datasets afforded by the internet. To demonstrate the power of this approach and its potential to disrupt our understanding of the material world, we present a study of an ongoing global health crisis, the COVID-19 pandemic. In particular, we focus on face-mask production during the pandemic across the United States in 2020 and 2021. Scraping information on homemade face-mask characteristics at multimonth intervals—including location and materials—we analyze the production of masks and their change over time. We demonstrate that this new methodology, coupled with a sociopolitical examination of mask use according to state policies and politicization, provides an unprecedented avenue to understand the changing distributions and social significances of material culture. Our study of mask making elucidates a clear linkage between partisan politics and decreasing disease mitigation effectiveness. We further reveal how time-averaged asssemblages drown out the political meanings of artifacts otherwise visible with finer temporal resolution.

Este manuscrito presenta un enfoque novedoso para el estudio de la cultura material contemporánea utilizando datos digitales. Los académicos interesados en la materialidad de las sociedades pasadas y contemporáneas se han limitado a la información derivada de conjuntos de materiales excavados, recolectados u observados físicamente; todavía tienen que aprovechar al máximo los conjuntos de datos digitales grandes o complejos que ofrece Internet. Para demostrar el poder de este enfoque y su potencial para interrumpir nuestra comprensión del mundo material, incluido su cambio en el tiempo y su distribución en el espacio, aplicamos nuestro enfoque al estudio de la pandemia de COVID-19. En particular, enfocamos en la producción de mascarillas durante la pandemia en los Estados Unidos en 2020 y 2021. Obteniendo información sobre las características de las mascarillas caseras en intervalos de varios meses, incluida la ubicación y los materiales, analizamos la producción de mascarillas y su cambio de material en el tiempo. Demostramos que esta nueva metodología, junto con un análisis sociopolítico del uso de mascarillas de acuerdo con las políticas estatales y la politización, brinda una vía sin precedentes para comprender las distribuciones cambiantes y los significados sociales de la cultura material a lo largo del tiempo. Nuestro enfoque aclara un vínculo entre la política partidista y los impactos negativos en la mitigación de enfermedades a través de la producción de mascarillas caseras.

Type
Article
Copyright
Copyright © The Author(s), 2022. Published by Cambridge University Press on behalf of the Society for American Archaeology

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

References Cited

Alcaraz, Jean-Pierre, Le Coq, Laurence, Pourchez, Jérémie, Thomas, Dominique, Chazelet, Sandrine, Boudry, Isabelle, Barbado, Maud, et al. 2022 Reuse of Medical Face Masks in Domestic and Community Settings without Sacrificing Safety: Ecological and Economical Lessons from the Covid-19 Pandemic. Chemosphere 288. DOI:10.1016/j.chemosphere.2021.132364.CrossRefGoogle ScholarPubMed
Altaweel, Mark, and Hadjitofi, Tasoula Georgiou 2020 The Sale of Heritage on eBay: Market Trends and Cultural Value. Big Data & Society 7(2). DOI:10.1177/2053951720968865.CrossRefGoogle Scholar
Angelo, Dante, Britt, Kelly, Brown, Margaret Lou, and Camp, Stacey L. 2021 Private Struggles in Public Spaces: Documenting COVID-19 Material Culture and Landscapes. Journal of Contemporary Archaeology 8:154184. DOI:10.1558/jca.43379.CrossRefGoogle Scholar
Appadurai, Arjun 1986 The Social Life of Things: Commodities in Cultural Perspective. Cambridge University Press, Cambridge.CrossRefGoogle Scholar
Bickler, Simon H. 2021 Machine Learning Arrives in Archaeology. Advances in Archaeological Practice 9:186191. DOI:10.1017/aap.2021.6.CrossRefGoogle Scholar
Binford, Lewis R. 1978 Nunamiut Ethnoarchaeology. Academic Press, Cambridge.Google Scholar
Bird, Steven, Klein, Ewan, and Loper, Edward 2009 Natural Language Processing with Python. O'Reilly Media, Sebastopol, California.Google Scholar
Boas, Franz 1896 The Limitations of the Comparative Method of Anthropology. Science 4:901908.CrossRefGoogle ScholarPubMed
Bonacchi, Chiara, Altaweel, Mark, and Krzyzanska, Marta 2018 The Heritage of Brexit: Roles of the Past in the Construction of Political Identities through Social Media. Journal of Social Archaeology 18:174192. DOI:10.1177/1469605318759713.CrossRefGoogle Scholar
Bonacchi, Chiara, and Krzyzanska, Marta 2019 Digital Heritage Research Re-Theorised: Ontologies and Epistemologies in a World of Big Data. International Journal of Heritage Studies 25:12351247. DOI:10.1080/13527258.2019.1578989.CrossRefGoogle Scholar
Bonacchi, Chiara, and Krzyzanska, Marta 2021 Heritage-Based Tribalism in Big Data Ecologies: Deploying Origin Myths for Antagonistic Othering. Big Data & Society 8(1). DOI:10.1177/20539517211003310.Google Scholar
Boxell, Levi, Gentzkow, Gentzkow, and Shapiro, Jesse M. 2021 Cross-Country Trends in Affective Polarization. Working Paper 26669. National Bureau of Economic Research, Cambridge, Massachusetts. DOI:10.3386/w26669.Google Scholar
Brenan, Megan 2020 More Mask Use, Worry about Lack of Social Distancing in U.S. Electronic document, https://news.gallup.com/poll/313463/mask-worry-lack-social-distancing.aspx, accessed May 22, 2022.Google Scholar
Buchli, Victor, and Lucas, Gavin 2001 Archaeologies of the Contemporary Past. Routledge, London.Google Scholar
Camp, Stacey L., Heath-Stout, Laura, Wooten, Kimberly, Barnes, Jodi A., Surface-Evans, Sarah, Komara, Zada, and Scott, Alyssa R. 2022 Reflections on Writing about Health and Well-Being during the COVID-19 Pandemic. International Journal of Historical Archaeology. DOI:10.1007/s10761-021-00646-z.CrossRefGoogle ScholarPubMed
Castiello, Maria Elena, and Tonini, Marj 2021 An Explorative Application of Random Forest Algorithm for Archaeological Predictive Modeling: A Swiss Case Study. Journal of Computer Applications in Archaeology 4:110125. DOI:10.5334/jcaa.71.CrossRefGoogle Scholar
Centers for Disease Control and Prevention (CDC) 2020 How to Protect Yourself & Others. Electronic document, https://www.cdc.gov/coronavirus/2019-ncov/prepare/prevention.html, accessed April 3, 2020.Google Scholar
Centers for Disease Control and Prevention (CDC) 2021 Your Guide to Masks. Electronic document, https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/about-face-coverings.html, accessed August 1, 2021.Google Scholar
Centers for Disease Control and Prevention (CDC) 2022 COVID Data Tracker. Electronic document, https://covid.cdc.gov/covid-data-tracker, accessed May 25, 2022.Google Scholar
Chevalier, Stephanie 2021 Etsy – Statistics and Facts. Electronic document, https://www.statista.com/topics/2501/etsy/#dossierKeyfigures, accessed January 24, 2022.Google Scholar
Clindaniel, Jon 2022 jonclindaniel/etsy-masks. Zenodo. DOI:10.5281/zenodo.5943312.CrossRefGoogle Scholar
Cooper, Anwen, and Green, Chris 2017 Big Questions for Large, Complex Datasets: Approaching Time and Space Using Composite Object Assemblages. Internet Archaeology 45:134. DOI:10.11141/ia.45.1.Google Scholar
Fazio, Marie 2021 How Mask Guidelines Have Evolved. New York Times, April 27. https://www.nytimes.com/2021/04/27/science/face-mask-guidelines-timeline.html, accessed May 22, 2022.Google Scholar
Gallup 2022 Presidential Job Approval Center. Electronic document, https://news.gallup.com/interactives/185273/presidential-job-approval-center.aspx, accessed May 22, 2022.Google Scholar
Gierthmuehlen, Mortimer, Kuhlenkoetter, Bernd, Parpaley, Yaroslav, Gierthmuehlen, Stephan, Köhler, Dieter, and Dellweg, Dominic 2020 Evaluation and Discussion of Handmade Face-Masks and Commercial Diving-Equipment as Personal Protection in Pandemic Scenarios. PLoS ONE 15(8):e0237899. DOI:10.1371/journal.pone.0237899.CrossRefGoogle ScholarPubMed
Goldberg, Matthew H., Gustafson, Abel, Maibach, Edward W., Ballew, Matthew T., Bergquist, Parrish, Kotcher, John E., Marlon, Jennifer R., Rosenthal, Seth A., and Leiserowitz, Anthony 2020 Mask-Wearing Increased after a Government Recommendation: A Natural Experiment in the U.S. during the COVID-19 Pandemic. Frontiers in Communication 5:16.Google Scholar
González-Ruibal, Alfredo 2008 Time to Destroy: An Archaeology of Supermodernity. Current Anthropology 49:247279. DOI:10.1086/526099.CrossRefGoogle Scholar
Gore, D'Angelo, Kiely, Eugene, Robertson, Lori, and Rieder, Rem 2020 Timeline of Trump's COVID-19 Comments. FactCheck.org. https://www.factcheck.org/2020/10/timeline-of-trumps-covid-19-comments/, accessed May 22, 2022.Google Scholar
Gupta, Neha, Blair, Sue, and Nicholas, Ramona 2020 What We See, What We Don't See: Data Governance, Archaeological Spatial Databases and the Rights of Indigenous Peoples in an Age of Big Data. Journal of Field Archaeology 45:S39–S50. DOI:10.1080/00934690.2020.1713969.CrossRefGoogle Scholar
Harrison, Rodney, and Breithoff, Esther 2017 Archaeologies of the Contemporary World. Annual Review of Anthropology 46:203221. DOI:10.1146/annurev-anthro-102116-041401.Google Scholar
Harrison, Rodney, and Schofield, John 2010 After Modernity: Archaeological Approaches to the Contemporary Past. Oxford University Press, Oxford.CrossRefGoogle Scholar
Hicks, Dan 2010 The Material-Cultural Turn: Event and Effect. In The Oxford Handbook of Material Culture Studies, pp. 2598. Oxford University Press, Oxford.Google Scholar
Hodder, Ian 1982 Symbols in Action: Ethnoarchaeological Studies of Material Culture. Cambridge University Press, Cambridge.Google Scholar
Huggett, Jeremy 2020 Is Big Digital Data Different? Towards a New Archaeological Paradigm. Journal of Field Archaeology 45:S8S17. DOI:10.1080/00934690.2020.1713281.Google Scholar
Jordahl, Kelsey, Van den Bossche, Joris, Fleischmann, Martin, Wasserman, Jacob, McBride, James, Gerard, Jeffrey, Tratner, Jeff, et al. 2020 geopandas/geopandas: v0.8.1. Zenodo. DOI:10.5281/zenodo.3946761.Google Scholar
Ma, Qing-Xia, Shan, Hu, Zhang, Chuan-Mei, Zhang, Hong-Liang, Li, Gui-Mei, Yang, Rui-Mei, and Chen, Ji-Ming 2020 Decontamination of Face Masks with Steam for Mask Reuse in Fighting the Pandemic COVID-19: Experimental Supports. Journal of Medical Virology 92:19711974. DOI:10.1002/jmv.25921.CrossRefGoogle ScholarPubMed
MacFarquhar, Neil 2020 Who's Enforcing Mask Rules? Often Retail Workers, and They're Getting Hurt. New York Times, May 15. https://www.nytimes.com/2020/05/15/us/coronavirus-masks-violence.html, accessed May 22, 2022.Google Scholar
Mackenzie, Dana 2020 Reuse of N95 Masks. Engineering 6:593596. DOI:10.1016/j.eng.2020.04.003.CrossRefGoogle ScholarPubMed
Magnani, Matthew, Douglass, Matthew, Schroder, Whittaker, Reeves, Jonathan, and Braun, David R. 2020 The Digital Revolution to Come: Photogrammetry in Archaeological Practice. American Antiquity 85:737760. DOI:10.1017/aaq.2020.59.CrossRefGoogle Scholar
Magnani, Matthew, Guttorm, Anni, and Magnani, Natalia 2018 Three-Dimensional, Community-Based Heritage Management of Indigenous Museum Collections: Archaeological Ethnography, Revitalization and Repatriation at the Sámi Museum Siida. Journal of Cultural Heritage 31:162169. DOI:10.1016/j.culher.2017.12.001.CrossRefGoogle Scholar
Magnani, Natalia, and Magnani, Matthew 2020 Material Methods for a Rapid-Response Anthropology. Social Anthropology 28(2):312314. DOI:10.1111/1469-8676.12813.Google ScholarPubMed
Magnani, Matthew, Magnani, Natalia, Venovcevs, Anatolijs, and Farstadvoll, Stein 2022 A Contemporary Archaeology of Pandemic. Journal of Social Archaeology 22:4881. DOI:10.1177/14696053211043430.Google Scholar
Magnani, Matthew, Venovcevs, Anatolijs, Farstadvoll, Stein, and Magnani, Natalia 2021 How to Record Current Events Like an Archaeologist. Advances in Archaeological Practice 9:379386. DOI:10.1017/aap.2021.24.CrossRefGoogle Scholar
McGuire, Randall H. 2020 The Materiality and Heritage of Contemporary Forced Migration. Annual Review of Anthropology 49:175191. DOI:10.1146/annurev-anthro-010220-074624.CrossRefGoogle Scholar
McKinney, Wes 2010 Data Structures for Statistical Computing in Python. In Proceedings of the 9th Python in Science Conference, edited by van der Walt, Stéfan and Millman, Jarrod, pp. 5661. SciPy 2010, Austin, Texas.CrossRefGoogle Scholar
Miller, Daniel 2005 Materiality. Duke University Press, Durham, North Carolina.Google Scholar
Morgan, Lewis H. 1877 Ancient Society: Or, Researches in the Lines of Human Progress from Savagery, through Barbarism to Civilization. Henry Holt, New York.Google Scholar
Pétursdóttir, Þóra 2020 Anticipated Futures? Knowing the Heritage of Drift Matter. International Journal of Heritage Studies 26:87103. DOI:10.1080/13527258.2019.1620835.CrossRefGoogle Scholar
Rogak, Steven N., Sipkens, Timothy A., Guan, Mark, Nikookar, Hamed, Figueroa, Daniela Vargas, and Wang, Jing 2021 Properties of Materials Considered for Improvised Masks. Aerosol Science and Technology 55:398413. DOI:10.1080/02786826.2020.1855321.CrossRefGoogle Scholar
Schofield, John, Praet, Estelle, Townsend, Kathy A., and Vince, Joanna 2021 “COVID Waste” and Social Media as Method: An Archaeology of Personal Protective Equipment and Its Contribution to Policy. Antiquity 95:435449. DOI:10.15184/aqy.2021.18.CrossRefGoogle Scholar
Schofield, John, Wyles, Kayleigh J., Doherty, Sean, Donnelly, Andy, Jones, Jen, and Porter, Adam 2020 Object Narratives as a Methodology for Mitigating Marine Plastic Pollution: Multidisciplinary Investigations in Galápagos. Antiquity 94:228244. DOI:10.15184/aqy.2019.232.CrossRefGoogle Scholar
Science Museum Group 2020 Ethical Guidelines–Collecting Covid-19. Electronic document, https://www.sciencemuseumgroup.org.uk/wp-content/uploads/2020/04/SMG-Ethicalguidelines-Covid-19.pdf, accessed June 22, 2021.Google Scholar
Segall, Bob 2020 Anti-Mask Protesters’ New Weapon: Wearing Masks That Offer No COVID-19 Protection. WTHR, July 16. https://www.wthr.com/article/news/investigations/13-investigates/13-investigates-anti-mask-protestors-turn-to-mesh-yarn-crochet-masks-covid-coronavirus/531-5350260c-d6b1-4bd8-857e-860fe84e0f52, accessed August 1, 2021.Google Scholar
Swennen, Gwen R. J., Pottel, Lies, and Haers, Piet E. 2020 Custom-Made 3D-Printed Face Masks in Case of Pandemic Crisis Situations with a Lack of Commercially Available FFP2/3 Masks. International Journal of Oral and Maxillofacial Surgery 49:673677. DOI:10.1016/j.ijom.2020.03.015.CrossRefGoogle ScholarPubMed
Thebault, Reis, and Fritz, Angela 2020 Face Masks with Valves or Vents Do Not Prevent Spread of the Coronavirus, CDC Says. Washington Post, August 13. https://www.washingtonpost.com/health/2020/08/13/cdc-mask-guidance-masks-valves/, accessed May 22, 2022.Google Scholar
Van Kessel, Patrick, and Quinn, Dennis 2020 Both Republicans and Democrats Cite Masks as a Negative Effect of COVID-19, but for Very Different Reasons. Pew Research Center. Electronic document, https://www.pewresearch.org/fact-tank/2020/10/29/both-republicans-and-democrats-cite-masks-as-a-negative-effect-of-covid-19-but-for-very-different-reasons/, accessed May 22, 2022.Google Scholar
VanValkenburgh, Parker, and Dufton, J. Andrew 2020 Big Archaeology: Horizons and Blindspots. Journal of Field Archaeology 45:S1S7. DOI:10.1080/00934690.2020.1714307.CrossRefGoogle Scholar
Wilson, Amanda M., Abney, Sarah E., King, Marco-Felipe, Weir, Mark H., López-García, Martín, Sexton, Jonathan D., Dancer, Stephanie J., Proctor, Jessica, Noakes, Catherine J., and Reynolds, Kelly A. 2020 COVID-19 and Use of Non-Traditional Masks: How Do Various Materials Compare in Reducing the Risk of Infection for Mask Wearers? Journal of Hospital Infection 105:640642. DOI:10.1016/j.jhin.2020.05.036.CrossRefGoogle ScholarPubMed