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Auradian Marta
Jurusan Ilmu Pemerintahan, Fakultas Ilmu Sosial Dan Ilmu Politik, Universitas Riau
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Journal : Journal of Communication Studies

 1 
Sentiment Analysis and Communication Networks Towards Ridwan Kamil in #PilkadaJakarta2024 on Social Media X (Twitter) Bayu Putra; Yasir; Auradian Marta
Journal of Communication Studies Vol. 5 No. 2 (2025): JCS: Journal of Communication Studies
Publisher : Program Studi Komunikasi dan Penyiaran Islam, Fakultas Dakwah, Institut Agama Islam Sunan Giri Ponorogo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37680/jcs.v5i2.7749

Abstract

The development of social media has changed the landscape of political communication, especially in shaping public opinion towards political actors ahead of regional head elections. This study aims to analyze public sentiment and the structure of communication networks towards Ridwan Kamil in the context of the 2024 Jakarta Pilkada on social media X (Twitter). The methods used include sentiment classification with the Naïve Bayes Classifier (NBC) algorithm and network analysis using the Social Network Analysis (SNA) approach through the Gephi software. A total of 2,000 tweets were analyzed after undergoing pre-processing stages, including cleaning, case folding, tokenizing, stopword removal, and stemming using TF-IDF. The classification results show that 45.6% of tweets are positive, 31.8% are neutral, and 22.6% are negative, with a model accuracy of 62.90% and a margin of error of ±2.56%. In terms of communication structure, the network was found to be fragmented and influenced by informal nodes such as @BungkusTukang, @NalarPolitik_, and @irenejuliency, while the @ridwankamil account played a strategic role as a liaison between clusters. The communication patterns formed followed the configuration of a personal star ego network and a bridge-type one. These findings indicate that digital political communication is dominated not only by official actors but also by non-institutional actors who significantly influence public discourse
Co-Authors ', Isril ', Rahmadita ', Wazni - Afrizal Aandriannto " Abdul Aziz Syauqi Affan Sulaeman Affan Sulaeman Akbar Fadhli Akmal, Sirajuddin Ali Yusri Althoof Eka Putra Amanda, Calvin Annas Rizaldi Annisa Ratna Pertiwi Arsyi Adriansyah Sianturi Asta, Refaldo Astri Priyani Meiningrum Asyraf Rifardi Atikah Haura Awang Buana Azzahra Tiara Ramadhan Bakri, Jihan Aulia Balqis, Natasya Sabilla Balqis, Natasya Sabillah Baskoro Wicaksono, Baskoro Bayu Putra Bizikrillah, Wahyu Arif Budiarto, Agung Syarif Bunga Ramadhani Crisnova Genesia Purba Delra Maulida Risma Desbanita, Irda Desi Anggraini Desi Nova Yanti, Desi Nova Dinda Kamia Evkha Putri Dzaky Ummarah Elsa Prisanda Ema Fitri Lubis Exposto, Indy Maya Fakhrul, Muhammad Febri Yuliani Febrina Febrina Fella, Fella Fhisilmi Kaffah Fransio, Karldo Gianio Vergien, Gianio Ginting, Randi Malik Hadi Hadi Handoko, Tito Hari Wahyudi Harirah. MS, Zulfa Harry Helmy Hasanuddin Hasanuddin Hasanuddin Hasanuddin Hasanuddin Hasanuddin HERI WAHYUDI Hery Suryadi Hery Suryadi Hsb, Aminah Rahmah Hsb, Siti Agustina Ibnu Mulkan Ichsan, Ali Muhamad Ilham Akbar Indah, Dini Permata Iqbal Miftakhul Mujtahid Irawan, Alfha Rizi Irawan, M. Alfa Rizi Ishak Ishak Ishak Ismandianto Isril Isril, Isril J, Gilang Ramadhani Jermsittiparsert, Kittisak Jose Onward Sidabutar Juwita Ade Putri Kartini " Kesumagiri, Heru Andhika KHAIRUL ANWAR Khairul Anwar Kusuma, Aditya Wafiq Dwi Leo Agustino Leo Agustino lestari, winda Lilian Sinta Ria Siagian Lusi Fitrianti M. Fatah Fuqaha, M. Fatah M. Saeri M. Tinov M. Yogi Riyantama Isjoni M.Y. Tiyas Tinov M.Y.Tiyas Tinov, M.Y.Tiyas Mahabah, Mohammad Arif Nur Malinda, Shella Margina Ferlan Maryuhembri " Maulana Zusma Meliyana, Etika Meris Essio Mento Mia Salmiati Mila Putika Jerni Moh. Maliki MS, Zulfa Harirah. Muchid Muhammad Amin, Raja Muhammad Ridwan Muhammad Ridwan Musa Thahir Mutiara Cahyani Putri Mutiara Rizkia N, Muhammad Iqbal Nabila Putri Elvina Nadia Marsanda Nanda Maulina Natasha, Elisabeth Michelle Levine Nazelia, Marsella Nindya Septi Destari Noka, Isara Abda Nora Saulina Novriza Awwalin Nisa Nugroho, Wahyu Nugroho Nupus, Gulam Syahdi Nur Fauziah Subati Nuriyanto ", Nuriyanto Oktafien, Fania Puteri, Eka Maya Putri Permai Putri Ramadhani Putri, Nadya Zahara Putri, Ninda Amelia Putri, Shafiqa Hanisra Putri, T. Rika Fahira R.M. Amin Rafiqatul Aulia Rafli Nur Ikhsan Rahmah Hidayati Rahman, Sauqina Alwafi Rahti Junita, Rahti Raihan, Mukodaf Raisya Vio Lathifa Raja Amin Raja Muhammad Amin Raja Muhammad Amin Raja Muhammad ` Amin, Raja Muhammad ` Ranggi ", Ranggi Reza Putri Harnefi Ria Suci Pertiwi Ria Suryani Riandy Wendra Rinaldi, Rendy Rio Ranzani Saputra Risya Nofriani Riyanto Amsrof Ramadhan Rizky Kurniawan Rudi Setiyawan Rury Febrina Saidori, Amanda Santoso, Bulyah Saputra, Alziad Sarah Florita Sari , Elvina Mutia Sari , Sintia Eka Puspita Sari, Elvina Mutia Sari, Reskika Sari, Sintia Eka Puspita Seli Okta Kumala Sewitri, Sewitri Sianipar, Robinson Sigit Mulyono Silva, Yana Simanjuntak, Aloysius Wisely Sofyan Hadi Sofyan Hadi Sonia Safira Steven ANTHONY Sujianto Sulaeman, Affan Sulistiyo, Nasep Vandi Suprison " Sutrianika " Syaiful Anwar Syaiful Fikri Tasya Adriani Taufik Hidayat Telaumbanua, Mesra Damai Tiyas Tinov Tiyas Tinov Tri Novaldy Destri, Tri Novaldy Usman Usman Utang Suwaryo Utang Suwaryo Utang Suwaryo Vannesah Nara Tasya Halim Vieka Juniaty Putri Wahyu Imam Gusnedi Wahyudi, Firma Wahyuni Putri Pratama Wan Asrida Wicaksono, Luluk Reza Yasir Yoga Setiawan, Yoga Yogi Aryo Logce Yogi Wirandicha Yonda, Gita Afwah Yuanda Kurnia Fernandi, Yuanda Kurnia Yulia, Rischa Yunny Rachma Wati Yurita Zahara Zulkaranaini, Zulkaranaini Zulkarnaini Zulkarnaini