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All Journal SAMARAH: Jurnal Hukum Keluarga dan Hukum Islam Eksakta : Berkala Ilmiah Bidang MIPA EDUKATIF : JURNAL ILMU PENDIDIKAN MEDIALOG: Jurnal Ilmu Komunikasi Biopendix: Jurnal Biologi, Pendidikan dan Terapan Dinasti International Journal of Management Science Specta Journal of Technology Abdimas Galuh : Jurnal Pengabdian Kepada Masyarakat Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Teknik Informatika (JUTIF) Vivabio : Jurnal Pengabdian Multidisiplin Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran CENDEKIA : Jurnal Ilmu Pengetahuan Bulletin of Computer Science Research PAEDAGOGY : Jurnal Ilmu Pendidikan dan Psikologi Jurnal Agro Dedikasi Masyarakat (JADM) Jurnal Teknologi International Journal of Social Science, Education, Communication and Economics Tedc Jurnal Ilmu Perpustakaan dan Informasi Islam Jurnal Primagraha Frasa: English Education and Literature Journal Journal of Child, Family, and Consumer Studies eProceedings of Management TOFEDU: The Future of Education Journal Jurnal Rakat Sehat : Pengabdian Kepada Masyarakat Semar : Jurnal Sosial dan Pengabdian Masyarakat Indo Green Journal E-Amal: Jurnal Pengabdian Kepada Masyarakat Jurnal Pengabdian Masyarakat SAPANGAMBEI MANOKTOK HITEI Prosiding Dedikasi: Pengabdian Mahasiswa Kepada Masyarakat Journal of Agriprecision & Social Impact Jurnal Pengabdian Nusantara Indo Green Journal JIEP: Jurnal Ilmu Ekonomi dan Pembangunan Himpunan: Jurnal Ilmiah Mahasiswa Pendidikan Matematika Zad Al-Ummah: Jurnal Pengabdian Masyarakat Jurnal Desain Lingkungan Binaan Indonesia (JDLBI)
Salsabila, Syifa
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Journal : Jurnal Teknik Informatika (JUTIF)

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Geo-Sentiment Analysis of Public Opinion of X Users towards the Documentary Film Dirty Vote using the Bidirectional Long Short-Term Memory Method Salsabila, Syifa; Sibaroni, Yuliant; Prasetiyowati, Sri Suryani
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 2 (2025): JUTIF Volume 6, Number 2, April 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.2.4195

Abstract

Presidential elections held every five years, often generates significant public discourse. The 2024 presidential election saw the release of the documentary Dirty Vote, which raised allegations of electoral fraud and sparked polarized opinions on social media, especially on X. This study aims to analyze public sentiment toward Dirty Vote using geo-sentiment analysis and the Bidirectional Long Short-Term Memory (Bi-LSTM) model. Data were collected from geotagged tweets, with sentiment classified as positive, negative, or neutral. The research explored various data processing techniques, including TF-IDF for feature extraction, FastText for feature expansion, and balancing methods like SMOTE and class weighting to address data imbalance. Results showed that the baseline Bi-LSTM model achieved an accuracy of 71.57% and an F1-Score of 74.05%. When enhanced with TF-IDF and FastText, accuracy increased to 77.07%, though the F1-Score dropped slightly to 72.95%. Applying SMOTE resulted in a decrease in accuracy to 76.45%, but significantly improved the F1-Score to 74.93%. Exploratory data analysis revealed that negative sentiment was most concentrated in Java Island, particularly Jakarta, and peaked during February 2024, coinciding with the documentary's release and the election period. This study significantly contributes to understanding how geographic locations influence public opinion on sensitive political issues. A lack of understanding of geographically-based sentiment patterns can hinder identifying regional needs, leading to poorly targeted policies. By integrating data analysis methods with geographical approaches, this research provides deep insights for designing more effective, data-driven public intervention strategies and supports policymaking that is more responsive to the dynamics of public opinion.
Co-Authors Afreni Hamidah Afwani, Royana Agustina, Amanda Ahmad Fakhri Hutauruk Aidina, Wenny Alfiasari Alwi, Ahmad Amelia, Rani Marizah amperawati, metty Analianasari Analianasari Andriantha, Riza Azalia, Ailsa Aziz, Ade Azzahra, Giana Azzahra, Siti Silmi budiyanti, setia Cahyu Lestari, Himawati Choiriah, Adinda Dabukke, Lamser Daulay, Afrahul Fadhila Dede Aprylasari Dhini Dewiyanti Dinn Wahyudin, Dinn Donsu, Chrisviana Efendi Efendi Embong Bulan, Cristhina Eny Fahrati Fairuzana, Nadhira FARADILLA, FARADILLA Farida Farida Fatdo Wardani, Ika Kania Fitriah Fitriah Ginting, Andres M. Gultom, Eva Solina Halawa, Clara. N. Hashifah, Nabilah Heriyanti, Silvia Widyani Islamy, Arafi Iqhbal Jani Master, Jani Januarti, Putri Jaufillaili, Jaufillaili Jefri Pandu Hidayat Jeujanan, Mariana Jodion Siburian Johanis, Alya Juliati, Juliati Kalangi, Paulus Kartika, Fiki khairunisa, Yasmin Khairunnisa Khairunnisa Khoirunisa, Nita Kisworo Utami, Naning Kusumiyati Lamisi Kananda, Ishmael Luthfiana, Syafira M Perdiansyah Mulia Harahap M. Zuhri Mahera, Adinda Kholif Mahir Pradana Maulidza, Maulidza Mt, Erdiansyah Putra Mulatasih, Endah Ratnasari Mutmainnatul Qolbiy, Iin Naibaho, Amanda D. Ngala, Enjel Nina, Vinda Nitami, Chantika Nur Rohman Nurainy, Yulia Nurhaliza, Minadila Nurlita, Nurul NURWATI, BUNGA Panggabean, Revalina Parinduri, Ahmad Nawawi Pesak, Geraldy Prana Dwija Iswara, Prana Dwija Prastiwi, Rieke Pratiwi, Adinda Putri Yahya, Rifqi Amalia Putri, Dilah Hardiyana Putri, Dilla Hardiyana Putri, Rika Helmalia Putri, Rizka Julia Rachmat Maulana, Rio Rahastama, Swastya Rahayu, Elsa Putri RAMADHAN, FADHIL Ramadhan, Rahmad Puji Nur Raudatuljannah, Annisya Rianta Reosunaung, Esterlita Ridwan, Ridwan Rofi’ah, Rofi Rohmahwati, Agustin Rohman, Asri Aprilia Ropikoh, Syipa Nur Saifudin Zuhri Salaki, Deiby Salsabila, Niken Alya Salsabila, Satriani Saparuddin Saparuddin Saragih, Dosni M R Sari, Erika Fitri Sariadi Sariadi Septianingsih, Cesilia Arum Sibarani, Fitri Siregar, Titin Nurbanin Siti Azizah Solihati, Septia Sri Suryani Prasetiyowati Sugiharto, Cliff Adam Suminar, Ratna Supriady, Muhammad Rofiyudhin Sutini Sutini, Sutini Syafwan, Elvathna Tania Novianti, Dwi TATANG HIDAYAT, TATANG Tentia, Ine Tita Rohita Tunur, Ajeng Syaripah Umayrah, Anggi Ummu Harmain, Ummu Wawo, Rohelio Wulandari, Ratna Rizky Yuliant Sibaroni Yulianty Yulianty Zahra, Mahar Hazzillia Az Zubaidi, Ariyan