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Naïve Bayes Algorithm for Classification of Student Major’s Specialization Syaputri, Astia Weni; Irwandi, Erno; Mustakim, Mustakim
Journal of Intelligent Computing & Health Informatics Vol 1, No 1 (2020): March
Publisher : Universitas Muhammadiyah Semarang Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26714/jichi.v1i1.5570

Abstract

Majors are important in determining student specialization. If there is an error in the direction of the student, it will certainly affect the education of subsequent students. In SMA Negeri 1 Kampar Timur, there are two majors, namely Natural Sciences and Social Sciences. To determine these majors, it is necessary to reference the average value of student grades from semester 3 to semester 5 which includes the average value of Islamic religious education, Indonesian, Citizenship Education, English, Natural Sciences, Social Sciences, and Mathematics. Naive Beyes algorithm is an algorithm that can be used in classifying majors found in SMA Negeri 1 Kampar Timur. To determine the classification of majors in SMA Negeri 1 Kampar Timur, training data and test data are used, respectively at 70% and 30%. This data will be tested for accuracy using a confusion matrix and produces a fairly high accuracy of 96.19%. With this high accuracy, the Naive Bayes algorithm is very suitable to be used in determining the direction of students in SMA Negeri 1 Kampar Timur.
SOSIALISASI PERILAKU MENYIMPANG BAGI REMAJA PUTUS SEKOLAH DI DESA BATU JANGKIH Jaswandi, Lalu; Kartiani, Baiq Sarlita; Mustakim, Mustakim; Irfan, M Zainul
Jurnal Dedikasi Madani Vol 3, No 2 (2025)
Publisher : Fakultas Ilmu Pendidikan dan Psikologi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/jdm.v3i2.14242

Abstract

Perilaku menyimpang adalah segala perilaku yang bertolak dari suatu tindakan yang bukan rata-rata atau perilaku yang jarang dan tidak sering dilakukan. Perilaku Menyimpang di kalangan Remaja merupakan bagian dari kemerosotan Moral dan kurangnya keberfungsian keluarga/orang tua dalam mendidik dan membesarkan anak-anaknya.Anak Remaja merupakan masalah utama yang dihadapi oleh orang tua. Untuk mengadapi hal tersebut, seluruhnya tergantung pada posisi bagaimana orang tua mengawasi anak-anaknya. Ketika ornag tua tdk bia mendampingi anaknya maka kemungkinan terburuknya lingkungan sekitar akan mempengaruhi kepribadian anak tersebut. Maka dari itu, kegiatan Sosiosialisasi ini diharapkan mampu memberikan kesadaran dan meningkatkan pengetahuan akan bahaya dari merokok, ngelem dan minum-minuman keras. Selain itu perlunya ada kegiatan rutin yang sifatnya kreatif dan menyenangkan bagi anak-anak remaja bulakindo agar bisa aktif dan tidak terkena imbas negative perkembangan zaman. Kegiatan kesenian dan olahraga dapat diterapkan untuk menggali jiwa inovatif dan kompetisi dari pemuda untuk membangun rasa percaya diri mereka.
Adolescents' Unhealthy Eating Behavior and Customer Engagement on Social Media in Sub-Urban Areas: Adolescents’ Unhealthy Eating Behavior and Customer Engagement on Social Media in Sub Urban Areas A'yunin, Elia Nur; Mustakim, Mustakim; Arumsari, Imas
Amerta Nutrition Vol. 8 No. 4 (2024): AMERTA NUTRITION (Bilingual Edition)
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20473/amnt.v8i4.2024.549-556

Abstract

Background: Social media exposure is one of the effective strategies for digital marketing of food and beverage products in this present era. In addition, adolescents are the dominant users of social media (75.5%), which affects their behavior and health status. Objectives: This study aimed to describe adolescent eating behavior and customer engagement with food, beverage, and drink-related content on social media in sub-urban areas and to analyze the relationship with their eating behavior. Methods: The procedures were carried out using a descriptive observational method with a cross-sectional approach at SMA XX in the sub-urban areas in Depok City. The participants comprised class X aged 15-16 years (n=277) who were selected using the total sampling method. In addition, adolescents' healthy eating behavior was measured by AFHC (Adolescent Food Habits Checklist). The data obtained were then analyzed using an independent T-test with a Confidence Interval (CI) of 95%. Results: The results showed that the majority of the participants had unhealthy eating behavior. In addition, two aspects of customer engagement behavior showed a significant relationship with healthy eating in adolescents. This behavior includes liking and commenting on food and drink advertisements/promotions on social media (p-value=0.051), sharing, reposting, or tagging someone in food and drink content, reviews of places to eat, or viral food trends (p-value=0.025). Conclusions: Customer engagement on social media significantly affected eating behavior of adolescents in sub-urban areas, particularly behavior of liking and sharing/reposting food adverts.
IMPLEMENTASI KEBIJAKAN BUMD BANK PAPUA UNTUK PENINGKATAN PENDAPATAN ASLI DAERAH PROVINSI PAPUA Mustakim, Mustakim; Asnawi , Meinarni; Aedah, Nur
JURNAL KEBIJAKAN PUBLIK Vol 7 No 2 (2024)
Publisher : Universitas Cenderawasih

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31957/jkp.v7i2.4425

Abstract

This research aims to examine and analyze the Implementation of Regional Owned Enterprise Policy in Increasing Original Regional Income in Papua Province. As well as reviewing and analyzing supporting and inhibiting factors for the implementation of Regional Owned Enterprise Policy in Increasing Original Regional Income in Papua Province. This research is important to optimize the role of BUMDs such as PT. Bank Papua in increasing Papua's Original Revenue for sustainable development. This research uses a qualitative research approach with the research location at PT. Bank Papua Papua Province. Data collection techniques are observation, interviews and documentation. Data analysis techniques are data reduction, data presentation, and drawing conclusions. The results of this research show that the implementation of the Regional Owned Enterprise Policy in Increasing Original Regional Income in Papua Province, researchers found that, Communication, implemented by the Papua regional government, can have a positive impact. Resources, adjust the amount of funds available or implement according to the amount of funds available. Disposition, source of income so that it can cause less than maximum results. Bureaucratic structure, agencies have obligations and responsibilities, and everything is carried out well by stakeholders as users. Supporting and Inhibiting Factors for Implementing Regional Owned Enterprise Policy in Increasing Original Regional Income in Papua Province, researchers found that, Internal factors, regional income from optimization efforts to extract large sources of income with good management. External factors, minimal control and supervision from PT. Papua Bank.
Perbandingan Performa Algoritma NBC, C4.5, dan KNN dalam Analisis Sentimen Masyarakat terhadap Krisis Petani Muda pada Media Sosial Facebook Nurkholis, Nurkholis; Permana, Inggih; Salisah, Febi Nur; Mustakim, Mustakim; Afdal, M
Building of Informatics, Technology and Science (BITS) Vol 6 No 3 (2024): December 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i3.6082

Abstract

In Indonesia, young farmers face various challenges and crises that hinder the growth and sustainability of the agricultural sector. They face obstacles such as lack of access to capital, limited technology, climate change, and low selling prices for their crops. In addition, they also often face problems in obtaining accurate and relevant information in an effort to facilitate better decision-making in agricultural businesses, so that the interest of young people today to become farmers is decreasing. The study aims to Compare the Performance of NBC, C4.5, and KNN Algorithms in the Analysis of Public Sentiment towards the Young Farmer Crisis on Facebook Social Media. The application of the K-Fold Cross Validation method is (K = 10). Sentiment analysis is carried out with 3 labels (positive, negative, and neutral). The data used in making the classification model (data from preprocessing the stemming column) using (Google Colab) amounted to 4,878 data with Positive sentiment of 43.13% (2,104), Neutral 39.59% (1,931), Negative 17.28% (843) from the initial data without nested comments, which is 4,981 and the total number of Facebook data is 2,900 likes, 6,700 comments, and 3.3 million viewers. The accuracy of the NBC algorithm is 57.32%, the C4.5 algorithm is 98.42%, and the KNN algorithm (K = 19) is 97.33%. It can be concluded that the results of the comparison of the performance of the three algorithms using (Rapidminer10.3), the C4.5 algorithm gets a higher accuracy of 98.42% and is superior because it produces a decision tree.
Perbandingan Algoritma Support Vector Machine dan Naïve Bayes dalam Menganalisis Sentimen Pinjaman Online di Twitter Ikhsani, Yulia; Permana, Inggih; Salisah, Pebi Nur; Mustakim, Mustakim; Rozanda, Nesdi Evrilyan
Building of Informatics, Technology and Science (BITS) Vol 6 No 3 (2024): December 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i3.6106

Abstract

Unemployment is one of the poverty factors in society, the large economic needs make it difficult for people to meet their daily needs, thus triggering high demand for loans in society. With the advancement of technology, online loans are now available to help people meet their economic needs. However, over time, many irresponsible parties have taken advantage of this. Marked by the emergence of many illegal online loans, which have triggered negative impacts such as the spread of customer personal data, terror on social media, to debt collection using debt collectors. So that it raises a lot of sentiment in society regarding online loans. For this reason, it is necessary to conduct a sentiment analysis with the aim of public response to online loans, which can be positive, negative or neutral responses. There are two datasets used, namely legal online loans and illegal online loans. This study uses two algorithms, namely SVM and Naive Bayes, the two algorithms will be compared to find out which algorithm is better at analyzing online loan sentiment. In addition, in its use, the two algorithms will also use the SMOTE technique to stabilize the data. The results obtained on legal loan data classification using SVM are quite better than Naive Bayes, with an accuracy rate of 69% with sentiment that often appears is positive sentiment. For illegal loan data, classification using the Naive Bayes algorithm is better than SVM with an accuracy of 75% and sentiment that often appears is neutral sentiment. Based on these results, it can be concluded that in analyzing sentiment using legal loan data, the best algorithm is the SVM algorithm, and for illegal loan data, the best algorithm is the Naive Bayes algorithm.
Analisis Sentimen Traveloka Berdasarkan Ulasan Google Play Store Menggunakan Algoritma Support Vector Machine dan Random Forest Rohimah, Siti; Afdal, M; Mustakim, Mustakim; Novita, Rice
Building of Informatics, Technology and Science (BITS) Vol 6 No 3 (2024): December 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i3.6300

Abstract

The internet has become a key element in supporting technological and information advances in various sectors of human activity. In the trade and tourism sector, the Traveloka application is the favorite choice of Indonesian people. Reviews or reviews from users play an important role for the Company to understand the level of customer satisfaction. However, currently there are several users who give high ratings but contain negative reviews. Based on these problems, this research aims to understand more deeply user opinions, so that they can be used to improve services and features as well as test and compare the accuracy of the two algorithms in classifying user sentiment. In this research, the Support Vector Machine and Random Forest classification methods were used. The research results show that Random Forest has superior and stable performance compared to SVM, with higher average accuracy for most features, such as Traveloka (71% & 67%) and Airplanes (75% & 74%). Evaluation with k-fold cross validation supports these results, with higher average Random Forest accuracy on features such as Traveloka (70% & 66%) and Airplanes (75% & 74%).
Implementasi Metode Holt-Winters dan FP-Growth dalam Melakukan Peramalan Stok Barang Pada Swalayan Berdasarkan Pola Asosiasi Loka, Septi Kenia Pita; Afdal, M; Novita, Rice; Mustakim, Mustakim
Building of Informatics, Technology and Science (BITS) Vol 6 No 3 (2024): December 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i3.6305

Abstract

At present, competition in the business world is extremely fierce, particularly in the convenience store sector. The development of retail trade is progressing rapidly, accompanied by the emergence of many small markets and online shops. This situation encourages store owners to make wiser decisions, such as managing stock replenishment. If overlooked, this matter way hinder employees from locating the necessary items, thereby increasing the potential risk of goods expiring or being damage before they are sold. Therefore, store owners need to understand consumer behavior and shopping habits to assist iin stock management. Based on this issue, the research aims to analyze consumer purchasing patterns and optimize inventory stock. The result of this experiment identified two best rules, namely biscuit and consumption/food, with a confidence of 53,61%, a support of 15,57%, and a lift ratio of 1,116 the error measurement MAPE shows a value of 6,79 using alpha, beta and gamma values of 0,1. The total predicted stock in 52,086 with an actual value of 72,275, which is close to actual value of data prior to the significant observed in the last three months.
THE IMPLEMENTATION OF EFFECTIVE LEARNING RESOURCES MODELS IN CIVIC EDUCATION LEARNING AT SD NEGERI 5 SUKARARA Mustakim, Mustakim; Suastika, I Nengah; Sanjaya, Dewa Bagus
Realita : Jurnal Bimbingan dan Konseling Vol 9, No 2 (2024): Volume 9 Nomor 2 Edisi Oktober 2024
Publisher : Universitas Pendidikan Mandalika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/realita.v9i2.12390

Abstract

The implementation of effective learning resource models in Civic Education (PKn) in elementary schools is crucial. This study aims to explore in-depth the learning resource models that have been implemented in Civic Education at SD Negeri 5 Sukarara, focusing on the analysis of teachers' experiences, students' perceptions, and the understanding of the interaction dynamics between teachers, students, and learning resources within the context of implementing effective learning resource models in Civic Education classes. This research uses a qualitative phenomenological approach with a case study type, involving Civic Education teachers and students of SD Negeri 5 Sukarara as participants. Data were collected through in-depth interviews, observations, and document studies, and analyzed using a thematic approach to identify patterns, themes, and meanings from the collected data. The results show that: 1) Teachers at SD Negeri 5 Sukarara have positive experiences in using effective learning resource models, such as interactive methods like question and answer, TGT, STAD, and CTL. They utilize various learning resources, including the surrounding environment, teaching materials, information technology, and creative media, which enrich students' learning experiences, increase their engagement, and facilitate the understanding of Civic Education concepts. 2) Students respond positively to effective learning resource models, which enhance their engagement and understanding. They find environment-based learning and information technology interesting and relevant, and they enjoy the variety of teaching methods that make learning more interactive and motivate them to learn. 3) The implementation of effective learning resource models creates positive interactions between teachers, students, and learning resources, with teachers acting as facilitators guiding students to interact with various resources. In conclusion, the implementation of effective learning resource models in Civic Education in elementary schools can increase student engagement, peer collaboration, and active participation in discussions, creating a dynamic learning environment that supports better learning outcomes and develops students' social and emotional skills.
THE INDEPENDENT CURRICULUM IN EDUCATIONAL THEORY REVIEW: CHALLENGES AND SOLUTIONS Mustakim, Mustakim; Suastra, I Wayan; Lasmawan, I Wayan
Realita : Jurnal Bimbingan dan Konseling Vol 9, No 2 (2024): Volume 9 Nomor 2 Edisi Oktober 2024
Publisher : Universitas Pendidikan Mandalika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/realita.v9i2.12391

Abstract

This research aims to: 1) Analyze the understanding and implementation of the concepts and basic principles of the Independent Curriculum within the context of existing educational theories; 2) Identify the main challenges in educational theory related to the implementation of the Independent Curriculum at the elementary education level; and 3) Evaluate and formulate proposed solutions in educational theory to address the challenges of implementing the Independent Curriculum at the elementary education level. This study employs literature research and case study methods to evaluate the implementation of the Independent Curriculum. The literature research design includes source identification, critical analysis, synthesis of findings, and conclusion drawing. The case study design involves selecting four public elementary schools in the village of Sukarara, data collection through interviews, classroom observations, and document analysis. The results indicate that: 1) Educators have a good understanding of the Independent Curriculum as a flexible curriculum that integrates local wisdom and encourages active student engagement. However, field implementation reveals a gap between theoretical understanding and practice, caused by limited training and resources; 2) The main challenges identified include teacher readiness, availability of educational resources, and administrative support. Many teachers feel unprepared to adopt more innovative and flexible teaching approaches. Additionally, limited resources such as teaching materials and technology pose significant barriers, especially in remote areas. Insufficient policy and administrative support at schools also act as impediments; and 3) Proposed solutions to address these challenges include ongoing professional training and development for teachers, provision of adequate educational resources, and flexible policy support. Enhancing community and parental involvement in the educational process is also considered important for creating a more inclusive and supportive learning environment. The implications of these findings are expected to provide guidance for policymakers and educational practitioners in effectively implementing the Independent Curriculum at the elementary education level.
Co-Authors . Ishomuddin A'yunin, Elia Nur A.A. Ketut Agung Cahyawan W Abd. Rasyid Syamsuri Abda Abda Abdi Negara Abdillah, Fardan Abdul Fattah Abdul Fattah Abdul Hadid abdullah, akhyar abdullah, akhyar abdullah, akhyar abdullah, akhyar Abror, Naufal Achmad Abubakar Adan, Ingrid Ayu Lestari Adelina Hasyim Adhiva, Jeni Adi Isma Adnan Adnan Adrian Adrian Adrianton Adrianton Aedah, Nur Afandi, Rival Agustien Lilawati Agustina AH. Asari Taufiqurrohman Ahirudin, Idul Ahmad Izzuddin Ahmad Muzaki Ahmad, Hariadi Aidillah Amri Lubis, Wahdan Aini, Delvi Nur Akmalia Putri, Fina Al Ayubi, Moch T A Ali Akbar Ali Rosidi ALI YUSUF Ali, Akbar Aliffiani, Siti Almin, Muh. Robil Amin, Novi Nurul Anam, M. Chairul Andi Ete Andi Nikhlani Andriawan, Ahmad Rizky Andriyani Andriyani Anhar, Mujahid Anisa Anisa Anisa Putri anne Hafina, anne Ansar, Zulfitrah Anugrah Puspita Ayu Muhammad Anwar Syahputra, Syofyan ANWAR, DEDY Aprilia, Ira Aprilla, Tyas Aprillia, Tyas Ardjanhar, Asni ARIASIH, ARUM Ariasih, Rr Arum Arif Marsal Ariyanti, Dyah Ariyanti, Fajar Arumsari, Imas Asbar Asbar, Asbar Asharah, Dina Asnawi , Meinarni Asni Asni Asrianto, Rudy Asrianto Asrori, Tamam Assiddiq, Muhammad Azwar Astri, Rahmi Aulia Astri, Zul Astuti, Farida Herna Aswar Aswar Atiqa, Nur Audina, Ayu Ayu, Dewi AYU, GLADIS Azlan, Azlan Azzahra, Aura Baharuddin, Andi Farid Baiq Sarlita Kartiani, Baiq Sarlita Kartiani Balkis, Ratu Batubara, Ana Uzla Baya, Nur Bela Purnama Dewi Chansrakaeo, Ruetaitip Chasanah, Nur Fitria Ulfa Cholidi Cholidi Cintawati, Cintawati Dani Hari Tunggal Prasetiyo Danial, Adang Darmadi, Herry Darmawan Darmawan Dayati , Umi Dewa Bagus Sanjaya Dewi Mustika Dewi Purnama Sari Dewi, Luh Yuliani Dewi, Luthfia Djoko Wahyudi Dwi Hastuti Dwi Iryaning Handayani Dwynne, Zaira Cindya Dwynne ELIHAMI, ELIHAMI Elsye Souvriyanti, Elsye Ependi, Edi Eriany, Eriany F. Safiesza, Qhairani Frilla Fadhilah, Faiz Fadila Fadila, Fadila Fadloli, Ahmad Siraj Fadly, Imam Faisal, Fahikra Fandi Ahmad Faradina Zevaya Fardan Abdillah M Farhan, Hamim Fathurrahman Fathurrahman Fauziyyah, Aisyah Nur Febi Nur Salisah Febrianti, Thresya Fhadli Noer, Fhadli Fidela, Mia Finasti, Finasti Fiqhuddin, Moh Agung Firda Firda Firman Firman Fitri, Li Idi'il Fitria, Cut Fitriah, Ma’idatul Fitriah Fitryana, Fitryana Ginting, Maulidna Giopani , Luna Aliska Giopani Gultom, Golfrid Gunarti Dwi Lestari Gurning, Umairah Rizkya Hadi, M. Samsul Hafan Sutawardana, Jon Hamka Ilyas Hamna, Hamna HANDARI, TRI Handriyani, Dewi Hanifah, Nida Hardiani Hardiani Hari Prihanto, Purwaka harni harni, harni Hartana, Dandung Rudy Hartati Hartati Hartati, Aluh Hartono Hartono Harwan Harwan Haryono Haryono Hasan Hasan Hasbullah Hasbullah Hasia Marto Hasrudin, La Ode Hasrullah Hasrullah, Hasrullah Hayatudin Hayatudin Herdiannisa, Zahra Adinda Herwina, Wiwin Herwina, Wiwin Heryanto Susilo Hidayat, Dinul Husainy, Husainy Husna, Nur Alfa I Ketut Sukarma I Nengah Suastika I Wayan Lasmawan I Wayan Suastra Ichwanul Mustakim Ida Bagus Putrayasa igam, Mingriani Ikhsani, Yulia Indria Nur Inggih Permana Insiano, Dewi Angraini Ipah Saripah, Ipah Iqrawati, Iqrawati Irfan, Ahmad Zainul Irfan, M Zainul Irmayani Irmayani Irwan Irwan Irwandi, Erno IRWANSYAH Isa, Muhammad Ikhlasul Amalsyah Ishaq , M Iskandar Iskandar Ismail Ismail Ismail Ismaya Ismaya Israyani, Israyani Istianah Surury Iswardani, Kurnia Ita Sarmita Samad, Ita Sarmita Iwan Suyatna Jabri, Umiyati Jamal Bake, Jamal Jamal Rauf Husain Jamsir Jamsir, Jamsir Jaswandi, Lalu Jaya, Nur Musfirah Jeki , Jeki Jeki, Jeki jenianti, rina Jeniska, Jeniska Jumiati Jumiati Junaidi Junaidi Juraeba, Juraeba justawan, justawan K, Dwi Putri KA Bukhori Kambolong, Makmur Karo-Karo, Justaman Arifin Kartika Nugraheni Kartini, Dwi Putri Kartini, Ragita Ayu Kasmaida kasmaida Kasmar, Kasmar Katimin, Katimin KHAIRUL HUDA, KHAIRUL Khairul, Muhammad Fadli Khojin Supriadi, Khojin Khozin, Khozin Kisman Salija, Kisman Kurdi Kurdi Kurnia Dermawan, Aji Kurnia, Dian Kurniawansyah, Fito Cahya Kusumaningati, Walliyana Kusumastuti, Nurry Ayuningtyas Ladamay, Ode Mohamad Man Arfa legito, Legito Lestari, Danur Lin, Ming Lisa Andriani Listiani Listiani Liwaul, Liwaul Liwaul, Liwaul Loka, Septi Kenia Pita loko, joko Lukman, Mutiara Sakinah M Dyah, Mutmainnah Muinuddin M. Afdal M. Afdal, M. Afdal M. Faqih M. Fathuddin Noor, M. Fathuddin M.Pd Prof. Dr. I Nyoman Sudiana . Maemunah Maemunah malasari, elfi Mardiana, Dhinny MARDIANI, DESIKA PUTRI Marhayudi, Putut Marlisman, Desty Pratiwi Martinus Agus S Mas Ahmad Baihaqi Mas'ud, Hidayati Masnur Masnur Mastuti, Indah Masud, Anis Anshari Maulana, Adam Febrian Maulidi, M. Irfan Maulidzam, Khofan Mediaty Meliana Meliana Melkisidik, Melkisidik MH, Nurdin Mirna Apriani Mirnandaulia, Meutia Mizna Sabilla Moh Nurul Qodir Moh. Erkamim Mohamad, Abdul Basir Bin Mohamed, Suziyani Muh Yusuf Muh. Jabir Muhammad Basri Muhammad Farhan Muhammad Muhibbi Muhammad Natsir Muhammad Riza Muhammad Rusdi Rasyid MUHAMMAD SAID Muhammad Taufiq Muhammad, Gazali Mujiburrahman Mujiburrahman Mujiono Mujiono Munir Munir, Munir Munzir, Medyantiwi Rahmawita Murtaqib Murtaqib Musayyachah, Musayyachah musdalifah, sitti Mustakim, Ichwanul Mustapa, Mustapa Mustari, Sri Hariati Mutmainnah Mutmainnah Nadir, Nadya Adillah Najamuddin Najamuddin, Najamuddin Najamuddin, M. Najwa, Lu'Luin Ni Made Sulastri Ni Wayan Widya Astuti Ningsih, Etik Susilowati Noor Dwi Kusuma Dewi, Indah Novianti Novianti Nugraha, Andhika Ghalyh Nunung Cipta Dainy Nur Eni Katmas Nur Insani Nur Khasanah NUR SELO WASI, NUR SELO Nur Siti Marchamah, Dwi Nur, Ahmad Ali Nurabdiansyah, Nurabdiansyah Nurbaedah, Nurbaedah Nurdianti, Irma Nurhaliza, Nana Nurkholis Nurkholis Nursidah Kasim Nursyawal Nacing Nurwahyudi, Lail Nusantara, Widya Pangestu, Prayugo Parkhurst, Helen Parmadi Parmadi Penti Suryani Pertiwi, Tata Ayunita Pertiwi, Tata Badai Prameswari, Nadisa Ardikha Prasetya, Agil Bagus Pratiwi, Rina Sekar Purba, Darry Christine Silowaty Purwati, Ninik Endang Purwati, Ninik Endang Putra, Aji Dupa Prita Putri, Celine Mutiara Putri, Shinta Ayunda Putri, Suci Maharani Qodriyati, Tri 'Ulya Qomariyah, Erni Rahayu, Dwi Sri Rahima Rahima Rahmadeyan, Akhas Rahman, Rizal Rahmat Siddiq, Asep Muhammad Rahmawita, Medyantiwi Ramadani, Faradila Ramadhani, Indah Ramdani, Hendi Rasyid, Muhammad Nur A. Rasyidin Rasyidin Raya Sulistyowati Rayani, Dewi Reski, Pilu Rice Novita Rini Puspitasari, Rini Riski, Pratiwi Rivo Nugroho Rizka, M. Arief Rizki Amalia ROFIK JALAL ROSYANAFI Romadhon, Muhammad Rondhianto Rondhianto Rosmiana, Sri Rosyanne Kushargina Rozanda, Nesdi Evrilyan RR. Ella Evrita Hestiandari Rufaidah, Rufaidah Rusman Efendi Rustiyan, Risma S, Galuh Arieliyna Anggraini Sadi Is, Muhamad Safitri, Annisa Apriani Sahrun, Sahrun sahrun, sahrun sahrun, sahrun Sakka Samudin Salamah, Sania Salisah, Pebi Nur Salwa, Nadalina Ghaida Sami'an, Sami'an Samin, Andriyanto Sampurno, Andhika Sari, Cut Putri Melita Sari, Shintya Terisna Sari, Windy Junita Sartono Sartono, Sartono Sedana, I Made Selamet Rahmadi Shadiq, Ja'far Sidek, Muhammad Sigit Gunawan Silalahi, Meriahni Siregar, Candra Yusuf Siswahyudianto Siti Hodijah Siti Maimunah Siti Rohimah Siti Sarah, Siti Siti Syahidatul Helma Soedjito Soeparman Sofiany, Intan Rosenanda Solehah, Rahayu Solly Aryza Sri Wulandari Suarti, Ni Ketut Alit Sugianto, Dedi Suhaimi Suhaimi Suhandini T.J, Yustina Suharjo, Imam Sukman S Sulfanita, Andi Sunarto Sunarto Sunyoto, Andrik Supriyono Supriyono Surachman Surachman Surahman Amin, Surahman Suryani Suryani Suryodinoto, Muh. Melyo Susanto , Shobri Firman Susanto, Shobri Firman Sutarto Sutarto Sutinah Made, Sutinah Suwitra, I Ketut Suwitra, I Nyoman Syabil, Irfan Syakura, Abd Syamsiar, Syamsiar Syamsu Yusuf Syaputri, Astia Weni Syarfi Aziz Syifaul Janan T, Nurfadila Takdir Takdir, Takdir Tantra, Kadek Mas Tarigan, Enda Rasilta Tarmizi Abbas TATI NURHAYATI Taufiq Taufiq Teguh, Pri Pambudi Tempo, Jesika Irena Gabela Thamrin Gama, Muh Tina Susanti Tjahjaningsih, Yustina Suhandini Tri Prihatiningsih Trismawati, Trismawati Tuhfatul Janan Udiarto, Bagus K Ulfa, Fara Ulfiana , Umaya Usman Made Utha, Arifin wa yanti, wa yanti Wahyudi Winarjo, Wahyudi Wathan, Lalu Elgi Hizbul Wawuru, James Van Alex Wibisono, Yudistira Arya Wibowo, Joko Wicaksono6, Febri Widiarni , Adyah Widiastuti, Fitri Widyaswari, Monica WIWIN YULIANINGSIH Yanti Komala Sari Yazika Rimbawati Yogaswara, Andre Yus Darusman, Yus Yusran Yusran Yustina Suhandini Tjahjaningsih Yuyun Wahyuni Zahro, Siti Fatimatus Zakariyah, M Fahmi Zarkasih Zarkasih Zarnelly Zarnelly Zharvina, Nihlah Zharvina ZN, Desty Humairo’ Zulfikar.Z Zulgani Zulgani Zulkifli Rangkuti