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All Journal Jurnal Obsesi: Jurnal Pendidikan Anak Usia Dini SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Journal of Information Systems and Informatics Journal of Computer System and Informatics (JoSYC) Enggang: Jurnal Pendidikan, Bahasa, Sastra, Seni, dan Budaya KLIK: Kajian Ilmiah Informatika dan Komputer Formosa Journal of Science and Technology (FJST) Jurnal Pengabdian Masyarakat Waradin Jurnal Nusantara Berbakti Faedah: Jurnal Hasil Kegiatan Pengabdian Masyarakat Indonesia J-Abdimas Cenderawasih Journal of Education Papua Baru Interdisciplinary Journal of Social Sciences
Yan Dirk Wabiser
Universitas Cendrawasih
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : KLIK: Kajian Ilmiah Informatika dan Komputer

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Sentiment and Toxicity Analysis in the Narratives of Wamena's Cultural Heritage: Understanding Community Perspectives and External Influences Yan Dirk Wabiser; Yerik Afrianto Singgalen
KLIK: Kajian Ilmiah Informatika dan Komputer Vol. 5 No. 1 (2024): Agustus 2024
Publisher : STMIK Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/klik.v5i1.1941

Abstract

This study analyzes digital narratives surrounding Wamena's cultural heritage using the Digital Content Reviews and Analysis Framework, focusing on sentiment, toxicity, and thematic content. The research explores the complex interplay between community perspectives, cultural preservation, modernization, and external influences such as tourism. Toxicity analysis revealed that while most online discourse is supportive, there are instances of harmful language that could disrupt social cohesion, with toxicity scores peaking at 0.50790. These findings highlight the need for continuous moderation to foster a positive digital environment. Sentiment analysis provided a deeper understanding of emotional tones, showing a predominance of positive sentiments and highlighting frustration and dissent related to cultural erosion. The study employed machine learning algorithms for sentiment and toxicity classification, with the Support Vector Machine (SVM) enhanced by Synthetic Minority Over-sampling Technique (SMOTE) demonstrating superior accuracy at 87.29%. Content analysis identified vital themes such as community dynamics, cultural resilience, and the dual impact of tourism as both an economic catalyst and a potential threat to cultural integrity. The findings underscore the importance of maintaining an inclusive digital environment that promotes constructive dialogue and cultural preservation. This framework provides valuable insights for policymakers and community leaders, emphasizing the need for culturally sensitive strategies to manage digital content and support sustainable cultural tourism. Future research should expand this framework to other contexts to enhance the understanding of digital communication dynamics in diverse cultural settings.
Co-Authors Arsydik, Lintang Zahara Asweni, Dirga Firhan Nuari Bernarda Meteray Elka Mimin Gintu, Agung Rimayanto Helen Yuliance Ester Wabiser Hery Widijanto Inggamer, Mamberuman Marthen Iryouw, Veronika Lusia Narsia Amsad Marten Inggamer, Mamberuman Mimin, Elka Mutaqin, Alim Petrus Irianto Pinia, Nyoman Agus Perdanaputra Sario Itlay Veronika Iryouw Yerik Afrianto Singgalen Yuliana, Chelsi Yurenius B. Makayan