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Comparative Analysis of Naïve Bayes Algorithm Performance in English and Indonesian Text Sentiment Classification on Duolingo Application in Playstore Serlina, Andi; Rahim, Abdul; Arbansyah
Teknika Vol. 14 No. 1 (2025): March 2025
Publisher : Center for Research and Community Service, Institut Informatika Indonesia (IKADO) Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34148/teknika.v14i1.1207

Abstract

Text classification is an important topic in Natural Language Processing (NLP), especially when conducting research on user reviews on language learning apps such as Duolingo. This study compares the effectiveness of the Naïve Bayes algorithm in identifying sentiment in English and Indonesian reviews on the Duolingo app on Playstore. The approach includes data collection, text preparation (case folding, tokenization, stopword removal, and stemming), and Naïve Bayes algorithm evaluation for each dataset. Model performance was evaluated using accuracy, precision, recall, and F1-score. The Naïve Bayes method obtained 84% accuracy on the English dataset with a 90:10 data split and 67% accuracy on the Indonesian dataset with the same split ratio. The difference in the results obtained is due to several variables, including the use of informal language, slang, and more complicated word variants in Indonesian, which make proper classification more difficult for the model to achieve.
PERBANDINGAN METODE NAÏVE BAYES DAN SUPPORT VECTOR MACHINE UNTUK ANALISIS SENTIMEN PADA ULASAN PENGGUNA APLIKASI ALIBABA DI GOOGLE PLAY STORE Rahmat, Rahmat; Rahim, Abdul; Arbansyah, Arbansyah
JATI (Jurnal Mahasiswa Teknik Informatika) Vol. 9 No. 2 (2025): JATI Vol. 9 No. 2
Publisher : Institut Teknologi Nasional Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36040/jati.v9i2.13269

Abstract

Alibaba Group adalah perusahaan asal China yang telah memperluas jangkauannya ke pasar internasional, termasuk Indonesia. Dengan semakin banyaknya ulasan produk di Alibaba. Menghadapi masalah dengan semakin banyaknya ulasan produk yang sulit untuk dikelola dan dianalisis secara manual. Hal ini bisa menyebabkan penurunan kualitas layanan dan menyulitkan Alibaba dalam bersaing di pasar e-commerce yang ketat. Untuk itu, analisis sentimen menjadi penting agar Alibaba bisa lebih memahami apa yang diinginkan pelanggan, meningkatkan kualitas layanan, dan tetap kompetitif. Penelitian ini bertujuan untuk menganalisis dan membandingkan performa algoritma Naïve Bayes dan Support Vector Machine dalam analisis sentimen ulasan pengguna aplikasi Alibaba yang diambil dari Google Play Store pada periode Februari 2022 hingga Desember 2024. Sebanyak 10.000 ulasan diproses melalui teknik web scraping dan diklasifikasikan menjadi sentimen positif dan negatif. Proses ini mencakup tahapan preprocessing seperti Case Folding, Stopword Removal, Tokenizing, dan Stemming untuk memastikan data siap digunakan. Hasil pengujian menunjukkan bahwa algoritma Suppot Vector Meachine memiliki keunggulan dalam analisis sentimen positif dengan akurasi sebesar 88,48%, precision 88,95%, recall 99,09%, dan f1-score 93,75%. Sebagai perbandingan, Naïve Bayes memiliki akurasi 87,46%, precision 87,47%, recall 99,93%, dan f1-score 93,29% pada sentimen positif. Namun, pada sentimen negatif, Naïve Bayes lebih unggul dalam precision sebesar 83,33%, sedangkan Support Vector Meachine memiliki f1-score lebih tinggi yaitu 26,08%. Secara keseluruhan, Support Vector Meachine lebih unggul dalam menganalisis sentiment ulasan pada aplikasi alibaba. Temuan ini memberikan wawasan bagi pengembang aplikasi Alibaba untuk memilih algoritma yang sesuai guna meningkatkan analisis sentimen dan mendukung pengambilan keputusan strategis.
ANALISIS SENTIMEN ULASAN PENGGUNA TERHADAP APLIKASI K24KLIK DI GOOGLE PLAY STORE DENGAN ALGORITMA NAÏVE BAYES Damayanti, Fitri; Rahim, Abdul; Azmi Verdikha, Naufal
JATI (Jurnal Mahasiswa Teknik Informatika) Vol. 9 No. 2 (2025): JATI Vol. 9 No. 2
Publisher : Institut Teknologi Nasional Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36040/jati.v9i2.13298

Abstract

Aplikasi K24Klik adalah platform yang menyediakan layanan kesehatan dan farmasi sehingga memudahkan siapa saja mendapatkan informasi obat dan melakukan pemesanan tanpa harus mengunjungi apotek secara langsung. Meskipun bermanfaat, pengguna masih mengeluhkan aplikasi K24Klik, seperti keterlambatan pengiriman, pembatalan tanpa persetujuan pengguna, dan sering terjadi gangguan pada sistem. Oleh karena itu, penelitian bertujuan untuk mengetahui efektifitas algoritma Naive Bayes yang diterapkan dalam menganalisis sentimen ulasan pengguna terhadap aplikasi K24Klik di Google Play Store. Pada kajian ini, metode yang diterapkan dalam menganalisis sentimen ulasan pengguna meliputi, Pre-processing data seperti case folding, tokenizing, stopword removal dan stemming, serta Algoritma Naïve Bayes diimplementasikan dalam mengelompokkan sentimen ulasan kedalam kategori positif, netral dan negatif. Dalam penelitian ini dilakukan dengan 3 perbandingan pembagian data latih dan data uji, seperti 90:10, 80:20, dan 70:30, untuk menentukan rasio yang efektif dalam melakukan analisis sentimen. Dari penelitian ini didapatkan hasil dimana rasio 80:20 menunjukkan hasil terbaik dengan akurasi 80%, presisi 83%, recall 96%, dan F1-score 89%. nilai tersebut membuktikan kemampuan algoritma Naïve Bayes dalam menganalisis sentimen ulasan pengguna aplikasi dengan sangat baik. Hasil pengujian ini diharapkan dapat menambah masukan bagi pengelola aplikasi dalam memperbaiki kualitas layanan di masa mendatang.
Upaya Peningkatan Kemampuan Perawat Dalam Memenuhi Kebutuhan Spiritual Care Pasien Dalam Program Pelatihan In House Training Ramli, Rachmat; Sima, Yenni; Samila, Samila; Prihatini, Surya; Halmar, Halbina Famung; Mulia, Madepan; Rosmiati, Rosmiati; Hajrah, Fifit; Rahim, Abdul
Barongko: Jurnal Ilmu Kesehatan Vol. 3 No. 2 (2025): Barongko : Jurnal Ilmu Kesehatan (Maret)
Publisher : Asosiasi Guru dan Dosen Seluruh Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59585/bajik.v3i2.576

Abstract

A nurse must be able to understand each different response from the patient to the suffering they experience and provide appropriate health services in each different response, both ongoing and future. Spiritual care is an activity in nursing to help patients that is carried out through attitudes and actions of nursing practice based on the values ​​of spiritual nursing, namely recognizing human dignity, kindness, compassion, serenity and gentleness. The purpose of this study was to improve the knowledge and skills of nurses in providing spiritual nursing care. The research method was patient spiritual care in an in-house training program. Results There was an increase in the knowledge and skills of nurses after participating in the activity. The conclusion shows that In-House Training can improve the knowledge and skills of nurses about spiritual nursing care.
The Role of Social Media Preaching Content on Understanding Islam Among Adolescents in Lentea Village, South Kaledupa District, Wakatobi Regency Arman, Arman; Rahim, Abdul; Rusli, Rusli
Jurnal Ilmu Pendidikan dan Humaniora Vol. 14 No. 1 (2025): Jan: Education and Humanities
Publisher : Insan Akademika Publications

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Abstract

This study analyzes the impact of social media content on the understanding of Islam in Lentea Village, South Kaledupa District, Wakatobi Regency. Social media is the main means of spreading Islamic teachings in the digital era. With a qualitative approach and case study method, data were collected through observation, documentation, and interviews with active social media users. The results of the study indicate that da'wah content on social media plays an important role in increasing the understanding of Islam, especially for the younger generation. In addition to forming religious attitudes and behavior, social media also faces challenges, such as the lack of quality content. The main inhibiting factor is the limited facilities and forums for religious activities. Therefore, synergy between the community, religious leaders, and the government is needed to provide adequate facilities. The use of social media as a da'wah medium also needs to be continuously developed so that it has a wider impact in increasing the understanding of Islam and shaping the character of the younger generation.
Application of the An-Nafs Muhasabah Method to Students' Spiritual Awareness in Islamic Religious Education Subjects at State Junior High School 2 Baubau Sagita, Yuni Pratiwi; Ridwan , Muhamad; Rahim, Abdul
Jurnal Ilmu Pendidikan dan Humaniora Vol. 14 No. 1 (2025): Jan: Education and Humanities
Publisher : Insan Akademika Publications

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Abstract

This study aims to analyze the implementation of the Muhasabah An-Nafs method in increasing students' spiritual awareness in Islamic Religious Education (PAI) subjects at SMP Negeri 2 Baubau. Amidst the challenges of modernization that can erode spiritual values, the Muhasabah An-Nafs method is applied as a self-reflection strategy to help students evaluate their actions, understand religious teachings better, and strengthen their relationship with Allah SWT. This study uses a qualitative approach with data collection techniques through observation, interviews, documentation, and questionnaires. The results showed that the majority of students who followed this method experienced an increase in spiritual awareness and positive changes in daily behavior. Students felt more able to control their lusts, were more disciplined in worship, and better understood the essence of Islamic teachings. In addition, the role of teachers in guiding students and the use of creative media such as inspirational videos and group discussions have been shown to increase the effectiveness of this method. The conclusion of this study confirms that Muhasabah An-Nafs is an effective method in shaping students' spiritual character. For more optimal results, it is recommended that self-reflection be made a routine habit in the learning process. With consistent support from educators and schools, this method can become an integral part of building students' spiritual and moral awareness in the educational environment.
Islamic Religious Education Teachers' Efforts in Implementing Multicultural Education to Grade Ix Students at State Junior High School 11 Baubau Inang, Inang; Madi, Madi; Basri, Basri; Rahim, Abdul
Jurnal Ilmu Pendidikan dan Humaniora Vol. 14 No. 1 (2025): Jan: Education and Humanities
Publisher : Insan Akademika Publications

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Abstract

This study aims to analyze the efforts of Islamic Religious Education (PAI) teachers in implementing multicultural education at State Junior High School 11 Baubau and its impact on students. The methods used include the integration of multicultural values ​​in learning, heterogeneous group discussions, case studies, and extracurricular activities. The results of the study indicate that this approach is effective in increasing students' awareness of tolerance, changing social interaction patterns, and reducing conflicts and social stereotypes. However, there are challenges such as differences in student understanding, limited resources, and the influence of the family environment. Therefore, a strategy is needed to strengthen the curriculum, teacher training, increase diversity-based activities, and the involvement of parents and the community to support the sustainability of multicultural education in schools.
Factors Influencing Student Activeness in Religious Extracur-ricular Activities at State Elementary School 3 Katobengke, Baubau City Adi, Muh. Yudi Prasetya; Rahim, Abdul; Maudin, Maudin
Jurnal Ilmu Pendidikan dan Humaniora Vol. 14 No. 1 (2025): Jan: Education and Humanities
Publisher : Insan Akademika Publications

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Abstract

This study aims to analyze the factors that influence student activity in religious extracurricular activities at SD Negeri 3 Katobengke and the impacts they cause. This study uses a qualitative descriptive method with data collection techniques through observation, interviews, and documentation. The research sample consisted of 166 respondents, including the principal, supervising teachers, and students in grades IV-VI who participated in religious extracurricular activities. The results of the study indicate that student activity is influenced by internal and external factors. Internal factors include personal motivation and student interest in religious activities, while external factors include parental support, the role of teachers and supervisors, the school environment, and peer influence. As many as 55% of students are classified as active, 30.2% are quite active, and 14.8% are less active in participating in these activities. Student activity in religious extracurricular activities has a positive impact, such as increasing religious awareness, discipline, and strengthening social relationships.
The Urgency of Instilling the Character of Trustworthiness in Students in an Effort to Form Muslim Personalities Case Study at Wangkanapi State Elementary School Hasan, Meily Hasniar Kartika; Rahim, Abdul; Sulasri, Sulasri
Jurnal Ilmu Pendidikan dan Humaniora Vol. 14 No. 1 (2025): Jan: Education and Humanities
Publisher : Insan Akademika Publications

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Abstract

Amanah is a moral value that reflects honesty, responsibility, and trust in carrying out tasks and obligations. Therefore, instilling this trait from an early age is very important to shape the character of students with integrity. This study aims to analyze the importance of instilling the trait of amanah in Wangkanapi Elementary School, Baubau City, and to identify effective methods for its implementation in the school environment. The research method used is a qualitative approach with observation techniques, interviews, and literature studies to collect data from students, teachers, and school policies related to character formation. The results of the study show that students who understand and are accustomed to the trait of amanah tend to be more responsible, honest, and able to establish good social relationships. In addition, the role of teachers, the school environment, and parental involvement greatly influence the success of instilling the value of amanah. Effective strategies include habituation in daily activities, role models from teachers and parents, and integration of amanah values in the curriculum. Therefore, cooperation between schools and families is very necessary to build student character based on amanah values from an early age.
PERBANDINGAN KINERJA METODE NAÏVE BAYES DAN SUPPORT VECTOR MACHINE UNTUK ANALISIS SENTIMEN ULASAN PENGGUNA APLIKASI PINTU Obos, Achmad Ariesta; Rahim, Abdul; Arbansyah, Arbansyah
Jurnal Informatika dan Teknik Elektro Terapan Vol 13, No 2 (2025)
Publisher : Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jitet.v13i2.6220

Abstract

The Pintu app is a cryptocurrency investment platform in Indonesia designed to buy, sell, store and send cryptocurrencies easily. The app targets the younger generation and retail investors through its ease of use and user-friendly features. This study compares the performance of two machine learning methods, Naïve Bayes and Support Vector Machine (SVM), in sentiment analysis of Pintu app user reviews. 10,000 user review data were collected through web scraping and labelled as positive or negative sentiment. The preprocessing stage includes Case Folding, Stopword Removal, Tokenizing, and Stemming, followed by TF-IDF transformation for data vectorisation. Data imbalance is addressed using the SMOTE technique, and model validation is performed using K-Fold Cross Validation. The results show that SVM has superior performance compared to Naïve Bayes. SVM achieved 92.55% Accuracy, 93.20% Recall, and 95.06% F1-score, while Naïve Bayes recorded 91.50% Accuracy, 91.07% Recall, and 94.28% F1-score. However, Naïve Bayes excelled in Precision, with a value of 97.71% compared to SVM at 97%. Overall, SVM showed an optimal balance between Accuracy, Recall, and F1-score, making it the more effective method for sentiment analysis of Pintu app user reviews.
Co-Authors *, Yulius Yohanes ., Margiyono A. Heri Iswanto Abd Rahman Abdillah, Fardan Abdul Hafid Abdul Harris Abdul Mutalib Khilian Abdul Mutalib Khilian Abdul Rahim Abdul Rahim Abdullah Abdullah Abdurrohim, Nur Huda Abror, Irfan Fiqry Achmad, Arda Fahmi Aco Saparuddin Pernyata Acoci, Acoci Ade Safitri, Ade Adelina, Fitriah Adhayani, Sri Adi Sutrisno Adi, Muh. Yudi Prasetya Adi, Qadarudin Fajri Aditya Murtilaksono Adiwena, Muh Adiwena, Muh. Adlin " Afa, Musadia Afrizal Nehemia Toscany Agus Awaludin Agus Siswanto Agus Siswanto Ahmad Daholu Ahmad Hussaein Ahmad Najib Aiman, Ummu Aini, Rini Qurratul Akhmad Rizali Akmal Akwan Sunoto Alan, Alan Aldrian Alfawas, Thoriq Ikhwan Ali Sadikin Ali Sadikin Alimuddin Alimuddin Alvinalia Alvinalia Amadhan Takwir Amalia vartika Amarullah Amat Jaedun Amir, Djohar Amira Fadhlin Amiruddin K Amiruddin K Ananta, Gede Pramudya Anastasia Datam Dendo Anci, Anci Andareas Pangkung Andi Bustan Didi Andi Kamal M. Sallo Andi Khaeruni Andi Nurul Izzah Andi Sulfanita Andini Pratiwi Andri Kusuma Andri Kusuma Angellina, Viona Anggi Agusti Anthony Anggrawan Anti, Wa Ode Anwar Ramli Apollo Apollo Aprilian Habar Arbansyah Arbansyah, Arbansyah Ardana, Mirhansyah Ardian Arief Argi Nur Faturrohman Arham Muhazzaf Ari Setiawan ARI SETIAWAN Arif, Ilham Arinal Arini, Larasuci Arista, Silvia Arman Arman Arman Armansyah Putra, Armansyah Armid Armid, Armid Arsalaan, Ahmad Tsaaqib Arsyad, Berti Arvita, Yulia Ashar, Ashari Asriyanti, Satri Aswat, Agusalim Aswat, Hijrawatil Asyep Syaefudin Aulia Rakhman Aulia, Wilna Awaluddin, Andi Ayu Ferenika Ayu Lestari, Indah Azaluddin Azaluddin Aziz, Fatahul Azrita Mardhalena Baehaqi Bahril, Bahril Balubi, Abdul Muis BANDUNG SAHARI Barito, Raditya Andromeda Basri Basri Basri Beny Bhia, Vinsensius Isodorus Birje, Herman Burhanuddin Taebe Cahyana Putra Pratama Callista Alodya J Catra Indra Cahyadi Chairi, Febri Ananda Charisma Wulan Widananda Charisma Wulan Widananda Chitra Anggriani christofer satria DAMAYANTI BUCHORI Darmanto Darmanto Darmayanti Darmayanti Darmayanti Darmono Dede Andri Wahyudin Denar Regata Akbi Derian, Christian Desi Kisbianty, Desi Desy Tri Inayah Dewi, Yunita Fourina Diah Indah Priyani Diah Indah Priyani Diah Retno Dwi Hastuti Dian Rahmayanti Rivai Dian Syafitri Chani Saputri Difinubun, Hasan Disa, Wa Dite Umbara Alfansuri, Dite Umbara Dito Anurogo, Dito Dodi Sandra Dwi Ratna Sari, Dwi Ratna DWI SANTOSO Dwi Susanto Dwi Susanto Dwiyatno, Saleh Dyah Susilowati E1011161010 Mirawati E1011161018 Kristoper Bosco Cery E1011161091 Tegar Oktavianus Wanday Eddy Suratno Effiyaldi Ega Kurnia Eko Satria Elly Jumiati Elman Azizov Elsoin, Wensislaus Yulius Elvazira, Eda Elyakim Nova Supriyedi Patty, Elyakim Nova Supriyedi Emalia Endianah, Tenty Enggar Kartikasari, Enggar Ernawati Erwin Erwin Erwin Erwin Ety Rosa Setyawati Eva Zulisa Evy Nurachma Eze, Chidinma Esther Eze, Val Hyginus Udoka Fachry Abda El Rahman Fahra, Reni Fahreza Agung Firmansyah Fajrul Pallah, Bintang Farisatma, Farisatma Faruqi, Ismail Fatmawati Fatmawati Fatmilia Werangalu Faturrohman, Argi Nur Fauzi, Zihan Nur Fauziah Khairani Lubis, Fauziah Khairani FAUZIAH KHAIRANI, FAUZIAH Fawal Fatwa Muslimin Fayyaza, Adiela Febrina, Lizma Febryanti Sthevanie Fendy Yulianto Feranika, Ayu Ferdha Nayoan Feriyanto, Richie Ferry, Ferry Fibriyansari, Tiara Firayanti, Yuni Fitrah Adelina Fitrah Adelina Fitri Damayanti Fitriyani, Ika Fradilah Rustam Fradilah Rustam Fredrick, Albert Futri, Vegi Intan Gumel, Salisu GUSNAWATY HS, GUSNAWATY Habibi, Fikri Hadi Kuncoro Hadi, Heri Sopian Hafifah, Shintia Hafizah Rahma Saputri Hafizah Rahma Saputri Hajra Yansa Hajrah, Fifit Hakim, Azizul Halimatuzzahro Halimatuzzahro Halimatuzzahro, Halimatuzzahro Halimi, Ahmad Halmar, Halbina Famung Handayani, Fitrianti Haqqi, Auliya Harahap, Arifuddin Muda Hardika, Rianindya Chandra Hartini Haritani Haryadi, Wahyu Haryanto Haryanto Haryanto, Iwan Hasan, Meily Hasniar Kartika Hasanah, Aulyatun Hasanah, Fatiatul Hasanah, Siti Hadijah Hasanuddin, Asrani Hasbiadi Hasbiadi Hasmadi, Ipan Hassanah, Nurul Hastuti Hastuti Helah Hesegem Helna Wardhana Hendrayani, Hendrayani Hendris HERRY MULYONO Herti Yani, Herti Hery Kurniawan Hery Tri Waloyo Hidayat, Ebied Hidayat, La Ode Hidayatullah, Arief Hilya Hisam Ahyani Huiyyatul, Nasibah Husain, Muhammad Zakir I Made Tangkas I Nyoman Arcana I NYOMAN SUTAMA Ibrahim Ibrahim Ida Rochmawati If'all, If'all Ihsan, Ersi Arviana Iju, Sesilia Karolina Ilham, Muhammad Fauzan Nur Ilma Wiwit Rahina Wati Ilma Wiwit Rahina Wati Ilmiah, Dunyati Ilolu, Roymanto Ilyas, Hamka Inang, Inang Indra Utama Tanjung Iqbaliqbal, Iqbaliqbal Irawan Irdhan Epria Darma Putra Irfani, Amira Irhas Irhas, Irhas Iriani, Restu Irma Irmayani Irmayani Irmayanti Irmayanti, Irmayanti Irwansyah Irwansyah Isdairi Isdairi Isdairi, Isdairi Ismawati Ismawati Iwan Setiawan Iye, Risman Izzati, Fatya Auna Jabir, Jabir Jannah, Zuhrupatul Jasmir Jasmir, Jasmir Johni Paul Karolus Pasaribu Joko Pranoto, Wawan Joni Iskandar, Joni Jufri Jufri Juhasdi Susono Jumaydin Jumaydin, Jumaydin Jumiati Jumiati Junaidi Junaidi Juniaty Arruan Bulawan Junudin, Maya Jusu, La K, Munawir Kadar Risman Kahar, Amrun Kamasiah, Kamasiah Kamsiah Kamsiah Karim Karim, La Ode Muhammad Kasim, Amrah Katureebe, Yazid Kertanah, Kertanah Khairuddin Khairuddin Khanisa Octavia Khasanah, Aprilia Devi Nur Khatimah, Nurul KHOIRUL ANAM Khosiyono, Banun Havifah Cahyo Khotim Hanifudin Najib Kirana, Sukma Ayu Candra Konto Iskandar Dinata Korniawati, Dian Kurnia, Muhammad Ridho Kurniabudi Kurniabudi, Kurniabudi Kurniati Kurniawan Nur Ramadhani La Mpia La Ode Sahrin Djalia Lambouw, Giovani Anggasta Pratiwi Lamusu, Darni Laode Sahrin Djalia Laras Sabrina, Hanan Latif, Sarifudin Andi Latipah, Asslia Johar Latipah, Johar Laura Prasasti Lestari, Heni lia, Alvina LILIK BUDIPRASETYO Lima, Cristina Normalita de Linda, Linda Lestari Lismawati, Dewi Astuti Listia, Dewi Lola Yorita Astri, Lola Yorita Lukman Lutfatul Azizah, Lutfatul M Irwan Bustami M. Zahari Made Ardika Madi Madi, Madi Magfirah Maghfirah, Awan Mahmudah Titi Muanifah Mahyudin Mahyudin Manurung, Pardamean Mappapa, Fritlyanti Marampa, Nikolaus Tebi Mardhiana Mardhiana Mardhiana Mardiana R. Margareth, Simangunsong Karin Jessica Marhamah Marhamah Maria Rosario Markuna Markuna Marlina Marlina Marlina Marlissa, Damaris Martinus, Martinus Martoyo Martoyo, Martoyo mashendra, Mashendra Masriyanto, Masriyanto Masud, Anis Anshari Matje, Irman Maudin Maudin, Maudin Maulana, Harry Fajar Mauvizar, Erly Meirista, Etriana Mellia Wasti Mau Melyani Sutra Dewi Mifta Kurnia Ikhsani Mifta Kurnia Ikhsani Miftakhul Huda Millenia, Alivia Puttri Wisnu Minal Juadli Minna El Widdah Misbahuddin Mudrika Mudrika Muh Sutri Mansyah Muh. Asriadi AM Muhamad Fajar Sidik Muhamad Fajar Sidik Muhamad Nur Intan Ode Muhamad Ridwan Muhammad Amrullah Pagala Muhammad Aris Muhammad Basri Muhammad Gazali Muhammad Sofirin Muhammad Yusnan MUHAMMAD YUSUF Muhazzaf, Arham Mujianto, Agus Muktadir, Agung Mulia, Madepan Muliawansyah, Dandung Multazam, Riana MULYADI Mulyadi Mulyadi Mulyani, Dita Tri Mumpuni Anggrayni, Irra Musahrain, Musahrain Musdalifah Musdalifah Mustakim, Rezki Amalia Wahyuni Mustofa Mustofa Musyahid , Ahmad Muti’ah, Muti’ah Mutmainah, Naeli Mutmainna, Fadliatun Nabela, Silvio Juliana Nadhia Putri Nadiyah Ameylia Najamuddin Najamuddin, Najamuddin Nanda Betris Dea Maretta Nasrulloh Nasrulloh Natsir, Irmawaty Naufal Azmi Verdikha Nawangwulan, Kurniati Ni Made Suaniti Nida Afifah Rahma Noviana Noviana Novita Anggraini Nugroho, Fandi Nugroho, Muhammad Fawzul Alif Nunung Suryana Jamin Nur Azmi Yati Nur Dila Agustina Nur Rahman, Rohim Nur Zahra, Wa Ode Nuraeni Nurcholish Arifin Handoyono, Nurcholish Arifin Nurdiansyah, Rendy Nurdin, Andi Nurdy, Awang Herjunie Nurfathma, Andi Rhany Nurfatia Nurhairunnisah, Nurhairunnisah Nurhayati Nurhayati Nurillahi Febria Leswana Nurjannah Nurkhalisah, Nurkhalisah Nurlela, Lela Nurlena, Nurlena Nurlina Nurlina Nurlina Nurlina Nurmaisah Nurmaisah, Nurmaisah Nurmalasari Nurmalasari Nurmayanti, Wiwit Pura Nurmayanti, Wiwit Putra Nurmi Nurrahman, Arief Nurul Obos, Achmad Ariesta Octaviany, Dinda Nur Okta Praditya, Ginza Onu La Ola, Onu P Purwanto Pannyiwi, Rahmat Paolus Donatus Haka Paramitha, Cindy Pareza Alam Jusia Pareza Alam Jusia, Pareza Alam Paris, Atika Salman Pebrianto, Feri Pebrianto, Roli Perkasa, Windayani Permana, Yedi Widya Pijaryani, Indria Pitriyana, Sisi Pratama, Indra Dika Pratiwi, Dwi Setyo Pratiwi, Vinni Dini Prayogo, Lito Prihatini, Surya Prisila, Lika Priyudahari, Bhujangga Ayu Puput Alpria Nina Puspawan Hariadi Putra, Alvin Gonama Putra, Sandy Pratama Putri Ayu Lestari Putri Indri Fitria Ningrum Putri, Amelia Putri, Dian Cantika Putri, Faddilah Syah Putri, Novy Zaskia Putri, Rafika Chudriana Putriani, Iis Quevara, Ernesto Ce Qurratul Aini, Rini R, Mustafa R. Rusli RACHMAT RAMLI Rachmat Trijono Raden Rosnawati Rafi Pradipa Rahayu, Aydri Rahim, Muhammad Ibnu Fajar Rahmadana, Novia Rahmadani, Rafi Rahman saibi Rahmat Rahmat Rahmat Rahmat Supriyanto Rahmat Supriyanto Raihan Raihan, Raihan Ramadhan, Risca Ariska Ramadhani Chaniago Ramisa, Starni Randiana, Prasetia Ratu Tazkiyatun Nufus Rayhana Jafar Rein, Rein Reny Refitaningsih Peby Ria Resna Yanti Reva, Gadies Ricky Fajar Adiputra Ridwan , Muhamad Rifka Doembana Risman Iye Risman, Kadar Risna Risna Rista Aldilla Syafri Ristu Haiban Hirzi, Ristu Rita Nurianti Rizal Nufal Candra Rizal Nufal Candra Rizbudiani, Adilla Desy Rizqullah, Muhammad Azril ROBY SETIAWAN Rochman, Bagus Fathur Rogalendo, Abdul Jaman Romansyah Sahabuddin Rosmiati Rosmiati Roswuro, Roswuro Rudiman, Rudiman Rusdiono Rusdiono Rusdiono, Rusdiono Rusli, Rolan RUSNI RUSNI E1011161161 Ruth Dameria Haloho Sabar, Wardihan Sabon, Yuliana Olga Siba Sabrin Sabrin, Sabrin Saddam Husein Safaruddin Yahya Safitri, Rida Echa Safrin Salam Sagita, Yuni Pratiwi Saiyid Syech Sakti, Muhammad Anugerah Puji Salingkat, Chitra Samiati, Indah Samiati, Samiati Samila, Samila Samsul Hadi Santika Haira Santika, Jeksen Saputra, Muhammad Ramadhani Saputri, Amelia Ajeng Saraswati, Dika Sari, Mitha Rahma Sari, Reny Novita Sastriana, Hanipar Mahyulis Satri Asriyanti Satrian Suhendar Satrian Suhendar Satriani Satriani Sayekti Harits Suryawan, Sayekti Harits Seftiani Nur Serah, Yayan Serlina, Andi Setiawan Assegaf Setiawan, Wendy SETIAWATI, AYU Sifa, Muhammad Sijabat, Survey Sima, Yenni Sinta Purnamasari Siti Amalia Sitti Nur Hasana Sri Astuti Iriyani Sri Astuty Sri Wahyuni St Habibah Suardin Suardin, Suardin Sucihati, Roos Nana Sudarmin Sudarmin Sukarno Sukarno Sukirno Sukirno Sulaimon, Jamiu Temitipe sulasri Sulasri, Sulasri SULASTRI Sultan , Lomba Sultan, Lomba Sultan Sumarno, Teguh Adi Sumarsih Sumbawati, Novi Kadewi Sunuwati, Sunuwati Suprianto Suprianto Suriyani, Ade Irma Surtinah, Siti Suryana, Nia Kurniasih Suryawan, Sayekti Harist Suwarno Suwarno Suyanti Suyanti Suyanto, Hari Syafni, Fadly Syahraeni Kadir Syamsu Alam Syamsuddin Syamsul Bahri Bahar Syarief Fajaruddin Syarief Fajaruddin Syarifah Hudayah Syifa, Salsabila Syilvia Wenny J Syukrul Hamdi Taghfirul Azhima Yoga Siswa Tanjung, Farhan Tarigan, Maya Natalia Br Tarno Tarno TARYATMAN TARYATMAN Taufiqurrahman, Muh Thomas Didimus Hane Thomas Didimus Hane Titik Pitriani Muslimin Trie Hierdawati Trio Ardhian Trisniawati Trisniawati, Trisniawati Tunas Agung Jiwa Brata Turyamureeba, Silaji Tutriani, Novi Ulfa, Alifiya Rofikhatul Usman, Al Zaima Uswatun Hasanah Wandani, Elliza Rizki wanday, tegar Oktavianus Wardani, Muhammad Westri Andini, Dinar Widia Komala Sari Widiastuti, Ria Wimbrayardi Wimbrayardi Witno Witno Witri, Witri WIWIK SUSANAH RITA Y. Erning Indrastuti Yafi, Zidni Reynard Yahya, Safaruddin Yati, Nur Azmi Yeheskiel, Yeheskiel Yermia Yermia, Yermia Yesi Anggun Sari Yeti Kurniati Yossinomita Yosua Yosua YUDI NUR SUPRIADI Yumna Yumna, Yumna Yusfik, Yusnita Yusnan, Muhammad Yusuf, Dewi Nurhayati Zakirah Raihani Ya’la Zaynassyakur, Muhammad Yazid Zubair, Zubair Zuhija, Siti Chairani Femi Zuhrufillah, Irfani Zuhut Ramdani Zulfiati, Her Maria