Article Information


Anton Boichenko (,

Svetlana Zhuchkova

National Research University “Higher School of Economics”, Moscow, Russia 

Citation: Boichenko A., Zhuchkova S. (2020) Chto skryvayet russkiy rep? Tematicheskoye modelirovaniye tekstov russkoyazychnoy khip-khop stseny [What is inside Russian rap? Topic modeling of the texts of the Russian-speaking hip-hop stage]. Zhurnal sotsiologii i sotsialnoy antropologii [The Journal of Sociology and Social Anthropology], 23(2): 130–165 (in Russian).

Abstract. The study presents an attempt of the complex exploratory analysis of Russian rap based on the corpus of texts of the Russian-language songs of this genre. The corpus contains more than 11,000 texts that vary in their date of creation and popularity by more than 500 artists collected by automatically extracting data from web pages (web scraping). Basing on the idea that media and music, in particular, can act as an agent of socialization, the research aims to search for those narratives that are represented in Russian rap and which can have a socializing effect on the multi-million audience of the genre, and especially on young people. The result of topic modeling using the BigARTM additive regularization model is an extraction of 17 main topics of Russian rap. The analysis of the results of the topic modeling shows that among the narratives searching for life path, sad love and death are the most prevalent and those dedicated to homeland and success are the least. To reveal the topics that are transmitted to the largest number of listeners, the prevalence of the topics in the texts of the three key artists (Basta, Timati and Oxxxymiron) of the Russian hip-hop stage is analyzed. From a substantive point of view, the research sheds an unexpected light on Russian rap, shows its features that distinguish it from the American rap, and can be used as a source of hypotheses for the future research on Russian rap. From a methodological point of view, the study becomes an extensive illustration of the possibilities of applying topic modeling in social science research.

Keywords: web scraping, text mining, Russian rap, topic modeling, hip-hop, BigARTM.

Acknowledgements: The study was carried out with a grant from the Russian Science Foundation (project no. 19-78-10080).


Anderson L., McCabe D.B. (2012) A coconstructed world: Adolescent self-socialization on the internet. Journal of Public Policy & Marketing, 31(2): 240–253.

Apishev M., Koltcov S., Koltsova O., Nikolenko S., Vorontsov K. (2017) Additive Regularization for Topic Modeling in Sociological Studies of User-Generated Texts. In: Sidorov G., Herrera-Alcántara O. (eds.) Advances in Computational Intelligence. MICAI 2016. Lecture Notes in Computer Science, vol. 10061. Springer, Cham.

Arnett J.J. (1995) Adolescents' uses of media for self-socialization. Journal of youth and adolescence, 24(5): 519–533.

Belford M., Mac Namee B., Greene D. (2018) Stability of topic modeling via matrix factorization. Expert Systems with Applications, 91: 159–169. Doi: 10.1016/j.eswa.2017.08.047.

Brown J.D., Childers K.W., Waszak C.S. (1990) Television and adolescent sexuality. Journal of Adolescent health care, 11(1): 62–70.

Bryant Y. (2008) Relationships between exposure to rap music videos and attitudes toward relationships among African American youth. Journal of Black Psychology, 34(3): 356–380.

Evans E.D., Rutberg J., Sather C., Turner C. (1991) Content analysis of contemporary teen magazines for adolescent females. Youth & society, 23(1): 99–120.

Forman M. (2002) The ‘Hood Comes First: Race, Space, and Place in Rap and Hip-Hop. Middletown, CT: Wesleyan University Press.

Frolova Y.V. (2015) Rep kak forma sotsial'no-politicheskoy refleksii v sovremennoy rossiyskoy kul'ture (2009–2013 gg.) [Rap as a form of socio-political reflection in contemporary Russian culture (2009–2013)] Moscow: Izd. Dom Vysshey shkoly ekonomiki (in Russian).

Grimmer J., Stewart B.M. (2013) Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts. Political Analysis, 21(03): 267–297. Doi: 10.1093/pan/mps028.

Heinz W.R. (2002) Self-socialization and post traditional society. Advances in life course research, 7(1): 41–64.

Herd D. (2005) Changes in the prevalence of alcohol use in rap song lyrics, 1979–97. Addiction, 100(9): 1258–1269.

Hollander J., Quinn J. (2016) More than noise: Employing hip-hop music to inform community development practice, Community Development, 47(5): 652–669.

Hunnicutt G., Andrews K.H. (2009) Tragic Narratives in Popular Culture: Depictions of Homicide in Rap Music. Sociological Forum, 24(3): 611–636. Doi: 10.1111/j.1573-7861.2009.01122.x.

Kosheleva O.N., Maslova A.N. (2018) Iz nasmeshek, ugroz… [From mockeries and threats… ] Vestnik Chelyabinskogo gosudarstvennogo universiteta [Bulletin of the Chelyabinsk State University], 6: 83–88 (in Russian).

Kubrin C.E. (2005) “I see death around the corner”: Nihilism in rap music. Sociological Perspectives, 48(4): 433–459.

Kubrin C.E. (2005) Gangstas, thugs, and hustlas: Identity and the code of the street in rap music. Social problems, 52(3): 360–378.

Lapina E.V. (2015) Opyt Analiza Poeticheskikh Tekstov Roka i Repa [An Experience of the Analysis of Poetic Texts of Rock and Rap]. In: Globalizatsiya nauki: problemy i perspektivy: sbornik statey Mezhdunarodnoy nauchno-prakticheskoy konferentsii (3 aprelya 2015 g, g. Ufa). [Globalization of science: problems and prospects: International scientific-practical conference proceedings]. Ufa: RIO MTSII Omega Sayns: 79-83 (in Russian).

Lazer D., Pentland A., Adamic L., Aral S., Barabási A.L., Brewer D., ... Jebara T. (2009) Computational social science. Science, 323(5915): 721–723.

Lloyd B.T.N. (2000) Media influence on identity formation and social competence: Does music video impact adolescent development? Dissertations available from ProQuest. AAI9965521. [ ] (accessed: 30.03.202).

McLeod K. (2002) How copyright law changed hip hop: An interview with Public Enemy’s Chuck D and Hank Shocklee. Stay Free Magazine, 20 [ (accessed: 30.03.202).

Mead G.H. (1962) [1934] Mind, Self, and Society: From the Standpoint of a Social Behaviorist. Chicago: University of Chicago Press.

Miller P.J., Moore B.B. (1989) Narrative conjunctions of caregiver and child: A comparative perspective on socialization through stories. Ethos, 17(4): 428–449.

North A.C., Hargreaves D.J. (1999) Music and adolescent identity. Music education research, 1(1): 75–92.

Papadimitriou C.H., Raghavan P., Tamaki H., Vempala S. (2000) Latent semantic indexing: A probabilistic analysis. Journal of Computer and System Sciences, 61(2): 217–235.

Perry I. (2004) Prophets of the hood: Politics and poetics in hip hop. Durham: Duke University Press.

Richardson L. (1990) Narrative and sociology. Journal of contemporary ethnography, 19(1): 116–135.

Schieffelin B.B., Ochs E. (1986) Language socialization. Annual review of anthropology, 15(1): 163–191.

Smitherman G. (1997) The Chain Remain the Same: Communicative Practices in the Hip Hop Nation. Journal of Black Studies, 28: 3–25.

Stapleton K.R. (1998) From the margins to mainstream: the political power of hip-hop. Media, culture & society, 20(2): 219–234.

Stephens R.J., Wright E. (2000). Beyond bitches, niggers, and ho’s: some suggestions for including rap music as a qualitative data source. Race and Society, 3(1): 23–40.

Tarrant M., North A.C., Hargreaves D.J. (2002) Youth identity and music. Musical identities, 13: 134–150.

Vorontsov K., Frei O., Apishev M., Romov P., Dudarenko M. (2015) Bigartm: Open source library for regularized multimodal topic modeling of large collections. In: International Conference on Analysis of Images, Social Networks and Texts. Springer, Cham: 370–381.

Ward L.M. (2003) Understanding the role of entertainment media in the sexual socialization of American youth: A review of empirical research. Developmental review, 23(3): 347–388.