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Journal : Enrichment: Journal of Multidisciplinary Research and Development

Covid-19 Sentiment Analysis Using Random Forest Classification Salsa Safira Nur Syamsi; Asep Id Hadiana; Yulison H. Chrisnanto
Enrichment: Journal of Multidisciplinary Research and Development Vol. 1 No. 6 (2023): Enrichment: Journal of Multidisciplinary Research and Development
Publisher : International Journal Labs

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55324/enrichment.v1i6.53

Abstract

The spread of the COVID-19 pandemic has reached a significant global scale, changing the dynamics of people's lives around the world. Social media platforms such as Twitter have become important channels for individuals to share experiences, voice opinions, and participate in discussions related to this pandemic. Sentiment analysis emerged as an important approach to reveal changes in people's attitudes and emotions in facing this challenge. This research involves analyzing sentiment during the COVID-19 pandemic to understand the feelings, attitudes, and views of the community after the peak phase of the pandemic. This study refers to previous findings which show that the Random Forest Algorithm provides the highest accuracy in this analysis. Through testing with the Random Forest Algorithm method, model accuracy testing is carried out using a confusion matrix and comparing test data and training data in a ratio of 80:20. Test results show that this model achieves an accuracy rate of 91%, providing a more comprehensive view of changes in public sentiment during the COVID-19 pandemic.
Co-Authors Abidillah, Gunawan Adelia Siti Rukoyah Agri Yodi Prayoga Agus Komarudin Agus Komarudin Agus Komarudin Albi Mulyadi Sapari Anggoro, Sigit Anggun Titah Islamiyyah Azy Mushofy Anwary Begawan Raka Sakti Sakti Dewi Marini Umi Atmaja Dewi Ratnasari DEWI RATNASARI Diah Tri Wahyuni Eddie Khrisna Putra Faiza Renaldi Faiza Renaldi Fajri Rakhmat Umbara Fajri Rakhmat Umbara Fajri Rakhmat Umbara Fajri Rakhmat Umbara Fajri Rakhmat Umbara Fajri Rakhmat Ferdiansyah Ferdian Ferina Nur Maulidya Firman Alamsyah Galih Yuga Pangestu Engko M Grace Christian M. Purba Gunawan Abdillah Gunawan Abidillah Hadi Apryana Helsa Hawariyah Hovi Sohibul Wafa Hovi Idham Pratama Putra Indah Putriani Fajar Sidik Ipan Sugiana Irma Santikarama Irma Setiawati Kasyidi, Fatan Lugina Masri Mahbub Arrozi As As Melina Melina Melina Melina Muhamad Eka Purnama Rijaludin Muhammad Hasan Thoriq Almuwaffaq Thoriq Pryma Saputra Ginting Puspita Nurul Sabrina Puspita Nurul Sabrina Puspita Nurul Sabrina Puspita Putra, Eddie Krishna Putri Eka Prakasawati Rafli Firdaus Raflialdy Raksanagara Rezki Yuniarti Rezky Yuniarti Ria Amelia Junandes Ridwan Ilyas Rifaldi Elpry Rizal Rizal Dwiwahyu Pribadi Rizal Febrian Fahrezi Rizky Bayu Oktavian Rizky Fauzi Achman Rukoyah, Adelia Siti Salsa Safira Nur Syamsi Sevty Nourmantana Shisi Prayesti Siti Rohaeni Siti Widiani Syechru Denny Irja Gotama Tacbir Hendro P Tacbir Hendro P Tacbir Hendro P Tacbir Hendro Pudjiantoro Tacbir Hendro Pudjiantoro Tacbir Hendro Pudjiantoro Tacbir Hendro Pudjiantoro Tacbir Pudjiantoro Hendro Tachbir Hendro Taufiq Akbar Herawan Thomas Adi Nugroho Tulus Harry Lamramot Tulus Wahyuni Rodiyah Risfianti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Witanti Wina Winalia Winalia Winta Witanti Yudi Setiadi Permana Yulianto Dwi Saptohadi Yulison H Chrisnanto Yulison H. Chrisnanto Yulison Herry Chrisnanto Yulison Herry Chrisnanto Yulison Herry Chrisnanto