Dehumanization of Migrants and the Rising Far-Right in Europe: A Text Mining Analysis of Youtube

Oğuz Kuş

İstanbul University, Türkiye


Abstract

This study identifies the volume and form of sentiment, toxicity and dehumanization in digital discussions targeting refugees, asylum seekers and migrants (RASIM). 32077 comments collected from five YouTube videos. Text mining algorithms developed on RStudio revealed that 42.1% of the comments were written in a negative tone, 19.1% contained clearly toxic content and 17.68% included dehumanizing terms. Additionally, one dehumanizing word exists in approximately every 142 words in the news about refugees. Moreover, in comments containing dehumanizing keywords, a confrontational “us versus them” discourse was constructed through terms such as “invasion” or “invader”; Islamophobic terms; metaphors like “flood” were used to depersonalize and massifies RASIM; and aggressive language including words like “parasite” was employed to portray them as socially dysfunctional. In this regard, it is possible to state that the digital discussions reflect a concrete manifestation of the political discourse repeatedly expressed by the European far-right through mainstream channels.


References

Alcaraz-Mármol, G. & Soto-Almela, J. (2022). “Refugees’ dehumanization in the Spanish media: A corpus-assisted study within the semantic preference framework” Applied Linguistics Review, (13)5. 791-817. https://doi.org/10.1515/applirev-2019-0069

Ambrosini, M. (2025). The populist far right paradox: The identification of the enemy and its exceptions in the immigration policies of the Meloni government in Italy. Comparative Migration Studies, 13, 17. https://doi.org/10.1186/s40878-025-00438-y

Bandura, A., Underwood, B., & Fromson, M. E. (1975). Disinhibition of aggression through diffusion of responsibility and dehumanization of victims. Journal of Research in Personality, 9(4), 253–269. https://doi.org/10.1016/0092-6566(75)90001-X

Bar-Tal, D., & Hammack, P. L. (2012). Conflict, delegitimization, and violence. In L. R. Tropp (Ed.), The Oxford handbook of intergroup conflict. (pp. 29-52). Oxford University Press. https://doi.org/10.1093/oxfordhb/9780199747672.013.0003

Bleiker, R., Campbell, D., Hutchison, E., & Nicholson, X. (2013). The visual dehumanisation of refugees. Australian Journal of Political Science, 48(4), 398–416. https://doi.org/10.1080/10361146.2013.840769

Bruneau, E., & Kteily, N. (2017). The enemy as animal: Symmetric dehumanization during asymmetric warfare. PloS one, 12(7), e0181422. https://doi.org/10.1371/journal.pone.0181422

Cassese, E. C. (2021). Partisan dehumanization in American politics. Political Behavior, 43, 29–50. https://doi.org/10.1007/s11109-019-09545-w

Caiani, M. (2025). The Transnationalization of the Far Right between Movements and Parties. In Contentious Politics in the Transnational Arena: Political Contention in Europe and its Wider Neighbourhood (pp. 211-236). Cham: Springer Nature Switzerland.

Demčišák, J. (2025). Political language in Austria and Slovakia under the sign of alternative truths. In The Asian Conference on the Social Sciences 2025: Official conference proceedings (pp. 347–359). The International Academic Forum (IAFOR).

Doğanay, Ü., & Keneş, H. Ç. (2016). Yazılı basında Suriyeli ‘mülteciler’: Ayrımcı söylemlerin rasyonel ve duygusal gerekçelerinin inşası. Mülkiye dergisi, 40(1), 143-184.

Eriş, Ö. Ü., & Öner, S. (2021). Securitization of migration and the rising influence of populist radical right parties in European politics. Ankara Avrupa Çalışmaları Dergisi, 20(1), 161-193.

Esses, V. M., Veenvliet, S., Hodson, G., & Mihic, L. (2008). Justice, morality, and the dehumanization of refugees. Social Justice Research, 21, 4–25. https://doi.org/10.1007/s11211-007-0058-4

Froio, C. & Ganesh, B. (2019). The transnationalisation of far right discourse on Twitter: Issues and actors that cross borders in Western European democracies. European Societies, 21(4), 513–539. https://doi.org/10.1080/14616696.2018.1494295

Ganesh, B. (2025). The Western far right and digital technology: Fuzzy collectivity from translocal whiteness to networked metapolitics. Sociology Compass, 19(2), 1-15. https://doi.org/10.1111/soc4.70038

Gardenier, M. (2024). Anti-migrant groups in Calais and Dover. In R. S. Graham, S. G. Humer, C. S. Lee, & V. Nagy (Eds.), The Routledge international handbook of online deviance (p. 679-705). Routledge. https://doi.org/10.4324/9781003277675-44

Gemi, E., Ulasiuk, I., & Triandafyllidou, A. (2012). Migrants and media newsmaking practices. Journalism Practice, 7(3), 266–281. https://doi.org/10.1080/17512786.2012.740248

Giner-Sorolla, R., & Russell, P. S. (2019). Not Just Disgust: Fear and Anger Also Relate to Intergroup Dehumanization. Collabra: Psychology, 5(1): 56. https://doi.org/10.1525/collabra.211

Greussing, E., & Boomgaarden, H. G. (2017). Shifting the refugee narrative? An automated frame analysis of Europe’s 2015 refugee crisis. Journal of Ethnic and Migration Studies, 43(11), 1749–1774. https://doi.org/10.1080/1369183X.2017.1282813

Hairston, K. R. (2008). Dehumanization of the Black American female: An American/Hawaiian experience. Spaces for Difference: An Interdisciplinary Journal, 1(1), 65–85.

Hanu, L., Thewlis, J. & Haco, S. (2021). How AI Is Learning to Identify Toxic Online Content.https://www.scientificamerican.com/article/can-ai-identify-toxic-online-content

Haslam, N. (2006). Dehumanization: An integrative review. Personality and Social Psychology Review, 10(3), 252–264. https://doi.org/10.1207/s15327957pspr1003_4

Haslam, N., & Loughnan, S. (2014). Dehumanization and infrahumanization. Annual Review of Psychology, 65, 399–423. https://doi.org/10.1146/annurev-psych-010213-115045

Haslam, N., Loughnan, S., Reynolds, C., & Wilson, S. (2007). Dehumanization: A new perspective. Social and Personality Psychology Compass, 1(1), 409–422. https://doi.org/10.1111/j.1751-9004.2007.00030.x

Haslam, N., & Stratemeyer, M. (2016). Recent research on dehumanization. Current Opinion in Psychology, 11, 25–29. https://doi.org/10.1016/j.copsyc.2016.03.009

Hvitfeld, E. & Silge, J. (2025). Package ‘textdata’. https://cran.r-project.org/web/packages/textdata/textdata.pdf

Jockers, M. (2017). Package ‘syuzhet’. https://cran. r-project. org/web/packages/syuzhet.

Jünger, J. & Keyling, T. (2020). Facepager. An application for automated data retrieval on the web. https://github.com/strohne/Facepager/.

Kerr, W., & Kerr, N. (2025). The role of nationalism in the appeal of the far right. Journal of Psychosocial Studies, 18(1), 82–87. https://doi.org/10.1332/14786737Y2025D000000038

Keşkekci, D. (2025). Dynamics of Far-Right Transnationalization.

Kirkwood, S. (2017). The humanisation of refugees: A discourse analysis of UK parliamentary debates on the European refugee “crisis.” Journal of Community & Applied Social Psychology, 27(2), 115–125. https://doi.org/10.1002/casp.2298

Knowles, T. C. (2016). Taking out the trash: Middle class anxieties and the white trash menace [Undergraduate thesis]. Wesleyan University.

Kymlicka, W. (2017). Human rights without human supremacism* . Canadian Journal of Philosophy, 48(6), 763–792. https://doi.org/10.1080/00455091.2017.1386481

Lawlor, A., & Tolley, E. (2017). Deciding who’s legitimate: News media framing of immigrants and refugees. International Journal of Communication, 11, 967-991.

Le Monde. (2024). French elections: First-round takeaways. https://www.lemonde.fr/en/france/article/2024/07/01/french-elections-first-round-takeaways_6676250_7.html

Loughnan, S., Haslam, N., Sutton, R. M., & Spencer, B. (2014). Dehumanization and social class: Animality in the stereotypes of “white trash,” “chavs,” and “bogans.” Journal of Social Psychology, 45(1). https://doi.org/10.1027/1864-9335/a000159

Martherus, J. L., Martinez, A. G., Piff, P. K., & Theodoridis, A. G. (2021). Party animals? Extreme partisan polarization and dehumanization. Political Behavior, 43, 517–540. https://doi.org/10.1007/s11109-019-09559-4

McKay, F. H., Thomas, S. L., & Kneebone, S. (2012). “It would be okay if they came through the proper channels”: Community perceptions and attitudes toward asylum seekers in Australia. Journal of Refugee Studies, 25(1), 113–133. https://doi.org/10.1093/jrs/fer010

McKay, F. H., Thomas, S. L., & Warwick Blood, R. (2011). ‘Any one of these boat people could be a terrorist for all we know!’ Media representations and public perceptions of ‘boat people’ arrivals in Australia. Journalism, 12(5), 607-626. https://doi.org/10.1177/1464884911408219

Middleton, A. (2016). Populist radical right parties and the securitization of migration in France. SIT School for International Training. https://digitalcollections.sit.edu/isp_collection/2430

Mieriņa, I., & Koroļeva, I. (2015). Support for Far Right Ideology and Anti-Migrant Attitudes among Youth in Europe: A Comparative Analysis. The Sociological Review, 63(2_suppl), 183-205. https://doi.org/10.1111/1467-954X.12268

Milosav, Ð., Dickson, Z., Hobolt, S. B., Klüver, H., Kuhn, T., & Rodon, T. (2025). The youth gender gap in support for the far right. Journal of European Public Policy, 1–25. https://doi.org/10.1080/13501763.2025.2481181

Missier, C. A. (2022). The Making of the Licitness of Right-Wing Rhetoric: A Case Study of Digital Media in the Netherlands. Sage Open, 12(2). https://doi.org/10.1177/21582440221099527

Mohammad, S. M., & Turney, P. D. (2013). Crowdsourcing a word–emotion association lexicon. Computational intelligence, 29(3), 436-465.

Musolff, A. (2015). Dehumanizing metaphors in UK immigrant debates in press and online media. Journal of Language Aggression and Conflict, 3(1), 41–56. https://doi.org/10.1075/jlac.3.1.02mus

Nassar, R. (2020). Threat, Prejudice, and White Americans’ Attitudes toward Immigration and Syrian Refugee Resettlement. The Journal of Race, Ethnicity, and Politics, 5(1).196-220. https://doi.org/10.1017/rep.2019.37

Neisser, B. (2025). Framing Migration: Political Parties’ Migration Discourse In Election Campaigns Since the Migration Crisis [Master’s thesis]. University of Gothenburg.

Panaitiu, I. G. (2019). Apes and anticitizens: simianization and U.S. national identity discourse. Social Identities, 26(1), 109–127. https://doi.org/10.1080/13504630.2019.1679621

Pizzirani, B., & Karantzas, G. C. (2018). The association between dehumanization and intimate partner abuse. Journal of Social and Personal Relationships, 36(5), 1527-1541. https://doi.org/10.1177/0265407518811673

Rauchfleisch, A., & Kaiser, J. (2020). The German Far-right on YouTube: An Analysis of User Overlap and User Comments. Journal of Broadcasting & Electronic Media, 64(3), 373–396. https://doi.org/10.1080/08838151.2020.1799690

Rinker, T. (2021). Package ‘sentimentr’. https://cloud.r-project.org/web/packages/sentimentr/sentimentr.pdf

Rothut, S., Harff, D., & Puschmann, C. (2024). Social media influencers, the far right and their potential impact on youth (radicalisation). https://voxpol.eu/social-media-influencers-the-far-right-and-their-potential-impact-on-youth-radicalisation/

Samaras, G. (2025). Weaponising Religion in Greece Post Economic Crisis: An Analysis of Far-Right Political Discourse from 2019 to 2024. Journal of Empirical Theology, 38(2), 279-306. https://doi.org/10.1163/15709256-20240018

Savage, R. (2013). Modern genocidal dehumanization: a new model. Patterns of Prejudice, 47(2), 139–161. https://doi.org/10.1080/0031322X.2012.754575

Schweinberger, M. (2025). Sentiment Analysis in R. https://ladal.edu.au/tutorials/sentiment/sentiment.html#identifying-important-emotives

Silge, J., & Robinson, D. (2016). tidytext: Text mining and analysis using tidy data principles in R. Journal of Open Source Software, 1(3), 37. https://doi.org/10.21105/joss.00037

Söderlund, P., & Grönlund, K. (2024). Can a change in the leadership of a populist radical right party be traced among voters? The case of the Finns Party. Scandinavian Political Studies, 47(1), 23-46. https://doi.org/10.1111/1467-9477.12263

Slavinskaya, A. (2014). Dehumanization as predictor of negative intergroup attitudes [Unpublished course paper]. Tokyo University of Foreign Studies, Graduate School of Global Studies.

Slowik, N. A. (2025). Framing the other: Migration discourse in the 2025 German Federal Election [Bachelor’s thesis]. Malmö University.

Statista (2025). Most popular social networks worldwide as of February 2025, by number of monthly active users (in millions). https://www.statista.com/statistics/272014/global-social-networks-ranked-by-number-of-users

Su, V., & Thakur, N. (2025). COVID-19 on YouTube: a data-driven analysis of sentiment, toxicity, and content recommendations. In IEEE 15th Annual Computing and Communication Workshop and Conference (CCWC) 2025 (pp. 00715-00723). IEEE.

Sui, W., Sui, A., & Rhodes, R. E. (2022). What to watch: Practical considerations and strategies for using YouTube for research. Digital Health, 8, 1-13, https://doi.org/10.1177/20552076221123707.

Tretiakov, A., D’Antonio‐Maceiras, S., Hernández, Á. A. D. S., & Martín, A. (2025). Toxic Discourse in the Digital Battlefield: Analysing Telegram Channels During the Russia–Ukraine ‘Conflict’. Expert Systems, 42(7), 1-18. https://doi.org/10.1111/exsy.70081

UnitaryAI (2021). Detoxify. https://github.com/unitaryai/detoxify

UNHCR. (2025). Figures at a glance. https://www.unhcr.org/about-unhcr/overview/figures-glance

Verbeek, J.A., & Zaslove, A. (2024). Waking up the sleeping populist giant: The 2024 European elections and populism in the Netherlands. In G. Ivaldi & E. Zankina (Eds.), 2024 EP elections under the shadow of rising populism (pp. 383–394). European Center for Populism Studies (ECPS). https://doi.org/10.55271/rp0086

Waytz, A., & Epley, N. (2012). Social connection enables dehumanization. Journal of experimental social psychology, 48(1), 70-76. https://doi.org/10.1016/j.jesp.2011.07.012

Yousefi, N., Noor, N.B., Spann, B., Agarwal, N. (2024). Examining Toxicity’s Impact on Reddit Conversations. In: Cherifi, H., Rocha, L.M., Cherifi, C., Donduran, M. (eds) Complex Networks & Their Applications XII. COMPLEX NETWORKS 2023. Studies in Computational Intelligence, vol 1144. Springer, Cham. https://doi.org/10.1007/978-3-031-53503-1_33

Zeier, K. & Grün, G.C. (2025). German election results explained in graphics. https://www.dw.com/en/german-election-results-explained-in-graphics/a-71724186