Integrating Content Analysis and LDA Thematic Modeling to Analyze the Presentation of Youth Culture in Urban Cinema

[1]Hugenholtz, P. B., & Poort, J. (2020). Film financing in the digital single market: challenges to territoriality. IIC-International Review of Intellectual Property and Competition Law, 51(2), 167-186. HugenholtzP. B. & PoortJ. (2020). Film financing in the digital single market: challenges to territoriality. IIC-International Review of Intellectual Property and Competition Law, 51(2), 167-186.Search in Google Scholar

[2]Jiayi, S. (2023). From Mainstream Film to New Mainstream Film: An Analysis on the Development of New Mainstream Film. growth, 5(2), 9-13. JiayiS. (2023). From Mainstream Film to New Mainstream Film: An Analysis on the Development of New Mainstream Film. growth, 5(2), 9-13.Search in Google Scholar

[3]Chapain, C., & Stachowiak, K. (2017). Innovation dynamic in the film industry: The case of the Soho cluster in London. Creative industries in Europe: Drivers of new sectoral and spatial dynamics, 65-94. ChapainC. & StachowiakK. (2017). Innovation dynamic in the film industry: The case of the Soho cluster in London. Creative industries in Europe: Drivers of new sectoral and spatial dynamics, 65-94.Search in Google Scholar

[4]Sand, S. A. (2019). Small places, universal stories. Diversity, film policy and the geographical dimension of filmmaking. Nordisk kulturpolitisk tidsskrift, 22(1), 8-25. SandS. A. (2019). Small places, universal stories. Diversity, film policy and the geographical dimension of filmmaking. Nordisk kulturpolitisk tidsskrift, 22(1), 8-25.Search in Google Scholar

[5]Pannu, P., & Chopra, G. (2018). Themes and messages encoded in films: A case study. Indian Journal of School Health & Wellbeing. PannuP. & ChopraG. (2018). Themes and messages encoded in films: A case study. Indian Journal of School Health & Wellbeing.Search in Google Scholar

[6]Nelson, E. H. (2017). The new old face of a genre: The franchise teen film as industry strategy. Cinema Journal, 57(1), 125-133. NelsonE. H. (2017). The new old face of a genre: The franchise teen film as industry strategy. Cinema Journal, 57(1), 125-133.Search in Google Scholar

[7]McCracken, A. (2017). Tumblr youth subcultures and media engagement. Cinema Journal, 57(1), 151-161. McCrackenA. (2017). Tumblr youth subcultures and media engagement. Cinema Journal, 57(1), 151-161.Search in Google Scholar

[8]Wulff, H. (2022). Introducing youth culture in its own right: The state of the art and new possibilities. Youth Cultures, 1-18. WulffH. (2022). Introducing youth culture in its own right: The state of the art and new possibilities. Youth Cultures, 1-18.Search in Google Scholar

[9]Rusňáková, L., & Prostináková Hossová, M. (2022). Signs and Values of Mainstream Audio-Visual Content Intended for Children and Youth. Media Literacy and Academic Research, 5(2), 26-53. RusňákováL. & Prostináková HossováM. (2022). Signs and Values of Mainstream Audio-Visual Content Intended for Children and Youth. Media Literacy and Academic Research, 5(2), 26-53.Search in Google Scholar

[10]Dehart, J. D. (2020). ‘Finding meaning in life’: Exploring personal narratives in film and social media-based teaching. Literacy Learning: The Middle Years, 28(1), 23-30. DehartJ. D. (2020). ‘Finding meaning in life’: Exploring personal narratives in film and social media-based teaching. Literacy Learning: The Middle Years, 28(1), 23-30.Search in Google Scholar

[11]Andrea, R. (2024). Bridging film education and philosophical practice: enhancing critical thinking and ethical reflection in young audiences. Interdisciplinary Research in Counseling, Ethics and Philosophy, 4(11), 90-103. AndreaR. (2024). Bridging film education and philosophical practice: enhancing critical thinking and ethical reflection in young audiences. Interdisciplinary Research in Counseling, Ethics and Philosophy, 4(11), 90-103.Search in Google Scholar

[12]Chawla, G., & Srinivas, M. (2021). TO UNDERSTAND THE CHANGING MEDIUM PREFERENCES FOR CINEMA VIEWING IN YOUNG ADULTS SINCE THE PANDEMIC. GAP PARAMPARA-A GLOBAL JOURNAL OF ART, AESTHETICS AND CULTURE, 1(2), 1-7. ChawlaG. & SrinivasM. (2021). TO UNDERSTAND THE CHANGING MEDIUM PREFERENCES FOR CINEMA VIEWING IN YOUNG ADULTS SINCE THE PANDEMIC. GAP PARAMPARA-A GLOBAL JOURNAL OF ART, AESTHETICS AND CULTURE, 1(2), 1-7.Search in Google Scholar

[13]Cai, X., & Liu, C. (2023). Discipline and Rebellion—Spatial Construction and Theme Writing of China’s Domestic Youth Films in the Last Decade. Frontiers in Art Research, 5(1). CaiX. & LiuC. (2023). Discipline and Rebellion—Spatial Construction and Theme Writing of China’s Domestic Youth Films in the Last Decade. Frontiers in Art Research, 5(1).Search in Google Scholar

[14]Narayanan, J. (2019). CHAPTER SIX LINGUISTIC VERNACULARIZATION IN MALAYALAM CINEMA: URBAN KOCHI SLANG AND YOUTH IDENTITY. Text, Context and Construction of Identity, 76. NarayananJ. (2019). CHAPTER SIX LINGUISTIC VERNACULARIZATION IN MALAYALAM CINEMA: URBAN KOCHI SLANG AND YOUTH IDENTITY. Text, Context and Construction of Identity, 76.Search in Google Scholar

[15]Canosa, A., Wilson, E., & Graham, A. (2017). Empowering young people through participatory film: A postmethodological approach. Current Issues in Tourism, 20(8), 894-907. CanosaA., WilsonE. & GrahamA. (2017). Empowering young people through participatory film: A postmethodological approach. Current Issues in Tourism, 20(8), 894-907.Search in Google Scholar

[16]Kubrak, T. (2020). Impact of films: Changes in young people’s attitudes after watching a movie. Behavioral sciences, 10(5), 86. KubrakT. (2020). Impact of films: Changes in young people’s attitudes after watching a movie. Behavioral sciences, 10(5), 86.Search in Google Scholar

[17]Kumar, V. (2023). Youth culture: influence of media and globalization. Journal of Linguistics and Communication Studies, 2(4), 115-120. KumarV. (2023). Youth culture: influence of media and globalization. Journal of Linguistics and Communication Studies, 2(4), 115-120.Search in Google Scholar

[18]Chen, X. (2021). New Mainstream Films and Television Dramas in China: The Construction of Industrial Aesthetics and Consumption of Youth Culture. Journal of Chinese Film Studies, 1(2), 449-462. ChenX. (2021). New Mainstream Films and Television Dramas in China: The Construction of Industrial Aesthetics and Consumption of Youth Culture. Journal of Chinese Film Studies, 1(2), 449-462.Search in Google Scholar

[19]Puccia, A., Cabeza-Ramírez, L. J., de los Santos, M. M., & González-Mohíno, M. (2025). Bridging Cultural Capital: Youth-Driven Communication as a Catalyst for Well-Being in Film Festival Participation. Social Sciences, 14(1), 26. PucciaA., Cabeza-RamírezL. J., de los SantosM. M. & González-MohínoM. (2025). Bridging Cultural Capital: Youth-Driven Communication as a Catalyst for Well-Being in Film Festival Participation. Social Sciences, 14(1), 26.Search in Google Scholar

[20]Li, Z. (2021). From Literature to Image—Aesthetic Features of Space Megastructure Cities in American Sci-Fi Movies. International Journal of Languages Literature and Linguistics. https://doi. org/10.18178/ijlll, 3. LiZ. (2021). From Literature to Image—Aesthetic Features of Space Megastructure Cities in American Sci-Fi Movies. International Journal of Languages Literature and Linguistics. https://doi.org/10.18178/ijlll, 3.Search in Google Scholar

[21]Chen, S. (2021). Landscape city: Guangzhou landscape presentation in Chinese movies in the new century. Frontiers in Art Research, 3(5). ChenS. (2021). Landscape city: Guangzhou landscape presentation in Chinese movies in the new century. Frontiers in Art Research, 3(5).Search in Google Scholar

[22]Chen, F., & Mele, C. (2017). Film-induced pilgrimage and contested heritage space in Taipei City. City, Culture and Society, 9, 31-38. ChenF. & MeleC. (2017). Film-induced pilgrimage and contested heritage space in Taipei City. City, Culture and Society, 9, 31-38.Search in Google Scholar

[23]Okuyucu, Ş. E., & Çoban, G. (2023). Experiencing the corona effect in the city square through Lefebvre’s spatial trialectic: the case of Afyonkarahisar. Applied Nanoscience, 13(5), 3321-3334. OkuyucuŞ. E. & ÇobanG. (2023). Experiencing the corona effect in the city square through Lefebvre’s spatial trialectic: the case of Afyonkarahisar. Applied Nanoscience, 13(5), 3321-3334.Search in Google Scholar

[24]Coate, B., Verhoeven, D., & Davidson, A. (2017). The Cinema Cities Index: comparing urban cinema cultures around the world. Media International Australia, 163(1), 163-175. CoateB., VerhoevenD. & DavidsonA. (2017). The Cinema Cities Index: comparing urban cinema cultures around the world. Media International Australia, 163(1), 163-175.Search in Google Scholar

[25]Hielscher, E. (2020). The phenomenon of interwar city symphonies: a combined methodology of digital tools and traditional film analysis methods to study visual motifs and structural patterns of experimental-documentary city films. Digital Humanities Quarterly, 14(4). HielscherE. (2020). The phenomenon of interwar city symphonies: a combined methodology of digital tools and traditional film analysis methods to study visual motifs and structural patterns of experimental-documentary city films. Digital Humanities Quarterly, 14(4).Search in Google Scholar

[26]Parker, A. (2018). The spatial stereotype: The representation and reception of urban films in Johannesburg. Urban Studies, 55(9), 2057-2072. ParkerA. (2018). The spatial stereotype: The representation and reception of urban films in Johannesburg. Urban Studies, 55(9), 2057-2072.Search in Google Scholar

[27]Callistus Ireneous Nakpih. (2024). A modified Vector Space Model for semantic information retrieval. Natural Language Processing Journal 100081-100081. NakpihCallistus Ireneous. (2024). A modified Vector Space Model for semantic information retrieval. Natural Language Processing Journal 100081-100081.Search in Google Scholar

[28]Sonu Lamba, Pranav Vidyarthi, Mudit Aggarwal, Priyanshi Gangawar & Snehita Mulapalli. (2025). A BERT-Based Model to Analyse Disaster’s Data for Efficient Resource Management. SN Computer Science(2), 167-167. LambaSonu, VidyarthiPranav, AggarwalMudit, GangawarPriyanshi & MulapalliSnehita. (2025). A BERT-Based Model to Analyse Disaster’s Data for Efficient Resource Management. SN Computer Science(2), 167-167.Search in Google Scholar

[29]Liang Gao, Fang Cui & Chengbo Zhang. (2024). Library Similar Literature Screening System Research Based on LDA Topic Model. Journal of Information & Knowledge Management(05), GaoLiang, CuiFang & ZhangChengbo. (2024). Library Similar Literature Screening System Research Based on LDA Topic Model. Journal of Information & Knowledge Management(05),Search in Google Scholar

[30]Wang Xinsai, Feng Weiqiang & Feng Xiaoer. (2021). Research on image fusion algorithm based on K-means clustering and NSCT. SEVENTH SYMPOSIUM ON NOVEL PHOTOELECTRONIC DETECTION TECHNOLOGY AND APPLICATIONS XinsaiWang, WeiqiangFeng & XiaoerFeng. (2021). Research on image fusion algorithm based on K-means clustering and NSCT. SEVENTH SYMPOSIUM ON NOVEL PHOTOELECTRONIC DETECTION TECHNOLOGY AND APPLICATIONSSearch in Google Scholar