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Analisis Perbandingan Ruang dan Waktu pada Algoritma Sorting Menggunakan Bahasa Pemrograman Python Yayan Heryanto; F Fauziah; Trinugi Wira Harjanti
Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) Vol 4, No 2 (2023): Edisi April
Publisher : LPPM STIKOM Tunas Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/kesatria.v4i2.169

Abstract

The role of algorithms in software or programming is very important, so understanding the basic concepts of these algorithms is essential. A lot of programming logic has been made, and in sorting data, insertion sort, quick sort, bubble sort, selection sort, and merge sort algorithms have been used. If you get random data with values of 200, 300, 400, and 500, using the manual method will take a long time, so the five algorithms are used with the Python programming language to sort random data of integer data type. The time required and the size of memory used in each algorithm will be examined during the sorting process. An effective algorithm is one that has a short processing time and uses little memory, so that in this journal, the results for the time efficiency of the Quick Sort algorithm are superior, namely with inputs of 200, 300, 400, and 500, it takes 0.001 seconds, 0.001 seconds, 0.003 seconds, and for memory usage, the Bubble Sort algorithm is superior because it only requires a small amount of memory.
Metode Adaptive Neuro-Fuzzy Inference System (ANFIS) Untuk Memprediksi Kelulusan Mahasiswa F Fauziah
Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) Vol 4, No 1 (2023): Edisi Januari
Publisher : LPPM STIKOM Tunas Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/kesatria.v4i1.121

Abstract

To assure the quality of graduates, it is required to estimate the graduation rate of active students based on variables that influence it, such as first-through-sixth-semester GPAs, the number of credits taken each semester, etc. Graduation rate is a criterion for evaluating the accreditation of study programs and institutions, making it one of the benchmarks for higher education management policies. In order to forecast student graduation rates, an artificial neural network algorithm based on the Adaptive Neuro-Fuzzy Inference System approach was used to analyze data in this study. This technique is commonly employed for problem prediction. In the implementation of this technique, the sample data consist of around 627 student data from the classes of 2015 through 2018. With the result that predicts the number of years and months till student graduation. Good accuracy results were obtained with the approach utilized, which included the kind of membership function, namely gauss mf, gbell mf, trim mf, and traf mf. On average, it provided a R value of 0.99 at epoch values between 50 and 500, an MSE value of 0.04, and an accuracy rate of 96.97%
Algoritma Fisher Yates Pada Aplikasi Pembelajaran Teknik Pengambilan Gambar Menggunakan Kamera DSLR Berbasis Android Dewi Mawarni Santika; Fauziah Fauziah; Ben Rahman
Journal of Computer System and Informatics (JoSYC) Vol 4 No 4 (2023): August 2023
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josyc.v4i4.3867

Abstract

Dalam memenuhi kebutuhan pembelajaran yang efisien dan praktis maka pembuatan aplikasi pembelajaran sangat di butuhkan sekolah khususnya sekolah multimedia yang sangat tergantung dengan teknologi untuk proses belajar mengajar, buku memiliki keterbatasan untuk menampilkan teks dan gambar, mudah rusak jika terkena air dan mudah robek terlebih dengan adanya pembelajaran yang tidak memiliki buku Teknik Pengambilan Gambar Menggunakan Kamera untuk media pembelajaran sehingga menyulitkan bagi pelajar untuk menempuh Pendidikan yang maksimal. Dari permasalahan tersebut, penelitian ini akan membuat aplikasi Pembelajaran Teknik Pengambilan Gambar menggunakan kamera DSLR berbasis Android dalam upaya memudahkan dalam kegiatan belajar mengajar menjadi efisien dan praktis sehingga pelajar tidak perlu membawa buku, membeli buku dan aplikasi ini dilengkapi dengan unsur multimedia seperti teks dan gambar, dan video. Penelitian ini menggunakan Algoritma Fisher Yates untuk pengacakan soal yang terdiri dalam 15 soal dengan hasil dan terjadi random soal yaitu 4,1,9,11,8,6,15,2,3,5,10,13,7,12,14 pada proses algoritma fisher yates.
Pelatihan Daring Pemrograman Python di SMAN 58 Jakarta Nur Hayati; F Fauziah; Novi Dian Nathasia; Harun Al Jafar; Hanni Oktaviana; Laurensius Oliver J.S; Adelia Putri H
Jurnal TUNAS Vol 5, No 1 (2023): Edisi November
Publisher : LPPM STIKOM Tunas Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/jtunas.v5i1.97

Abstract

The Python programming language is included in one of the languages that is easy to learn and implement in various fields such as games, website applications, software development, mathematical simulations to scripting systems. So that not only companies, but academics also use python programming to complete research such as robotics, economics, machine learning, data science, data mining, deep learning to scientific computing. Based on this, the target for this service is python programming training for class X students of SMAN 58 Jakarta. Target training is given to high school participants with the aim of changing the image of youth that learning to program is not difficult and to provide a stimulant of comfort when they learn programming. In this training, Jupiter Notebook or Google Collabs software is used which can be accessed online without the need to install. This training is carried out online due to the condition of schools that are still implementing PPKM. The results of the training show that students can understand the basics of the Python programming language which can be seen from the results of the exercises that can be completed by most of the training participants.school. In this training, Jupiter Notebook software is used if it is adequate or can use google collabs online without the need to install. In the training,
MACHINE LEARNING FOR PREDICTING SPREAD OF COVID-19 IN INDONESIA Nur Hayati; Eri Mardiani; Fauziah Fauziah; Toto Haryanto; Viktor Vekky Ronald Repi
JITK (Jurnal Ilmu Pengetahuan dan Teknologi Komputer) Vol. 9 No. 2 (2024): JITK Issue February 2024
Publisher : LPPM Nusa Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33480/jitk.v9i2.5174

Abstract

In previous research, we carried out an analysis using the FBProphet model to predict the COVID-19 outbreak in Indonesia. The application of the FBProphet model to time series data is considered quite good because it produces a MAPE of 22.60% with a linear distribution. Additionally, based on the pattern in the previous dataset and the total number of active cases currently stands at 2,606, in this research we tried to use the Linear Regression (LR) model as a comparison with the FBProphet model by using additional data from the same data source, KAWALCOVID19 website. Data collection started from March 2, 2020 to December 19, 2021. The aim of this research is the same as previous research, namely predicting the spread of COVID-19. The analysis process is carried out by preprocessing the data by validating missing data and validating the format of the data variables. Then carry out descriptive analysis and data visualization so that it can be seen that in this 657 data there is a fluctuates data that non-periodically from July to August 2021. Next, model analysis is carried out using FBProphet and LR and validating the results of each model. The research results are in the form of evaluation metrics where the LR model gets better RMSE, MAE and MAPE values compared to FBProphet, namely 292.91; 178, 81 and 12.79%.
A COMPERATIVE ANALYSIS OF LINEAR REGRESSION AND RANDOM FOREST METHODS FOR PREDICTING PALM OIL PRICE SALES Surya Wijaya; Fauziah Fauziah
Jurnal Ilmiah Teknologi dan Rekayasa Vol 28, No 3 (2023)
Publisher : Universitas Gunadarma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35760/tr.2023.v28i3.10111

Abstract

Dalam penelitian ini dilakukan perbandingan antara model Regresi Linier dan Random Forest dalam memprediksi harga penjualan Crude Palm Oil (CPO). Pengumpulan data dilakukan yang bersumber dari data transaksi penjualan minyak kelapa sawit dari 2018 sampai 2020, kemudian dilakukan tahap preprocessing Selanjutnya, pemisahan data dilakukan untuk data pelatihan dan pengujian, dibagi menjadi empat skema pengujian: 90:10, 80:20, 70:30, dan 60:40. Kemudian, algoritma Regresi Linier dan Random Forest diterapkan pada empat skema tersebut. Akurasi kinerja setiap model kemudian diukur untuk nilai MAE, RMSE, dan MSE. Pada setiap skema pengujian, model Regresi Linier menghasilkan nilai MAE, MSE, dan RMSE yang lebih rendah daripada model Random Forest. Skema pengujian 80:20 menghasilkan nilai MAE, MSE, dan RMSE terendah untuk Regresi Linear. Berdasarkan hasil pengujian menunjukkan bahwa Regresi Linier lebih efektif dibandingkan Random Forest
Aplikasi Absensi Online Berbasis Web Menggunakan Algoritma Sequential Searching Arif Febrianto; Fauziah F; Iskandar Fitri
JURNAL REKAYASA INFORMASI Vol 10 No 2 (2021): JURNAL REKAYASA INFORMASI Vol 10 No 2 Oktober 2021
Publisher : PROGRAM STUDI SISTEM INFORMASI INSTITUT SAINS DAN TEKNOLOGI NASIONAL (ISTN)

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Attendance application is very important to know the presence of its employees in a company. The finger print method is very inconvenient for attendance managers, especially when recapitulating attendance data, plus the Aroma Kopi company currently has implemented WFH so that it requires sufficient time for attendance with the finger print method. Employees are required to make a work report by submitting proof of work and attendance. From the large number of employee data, it will be very difficult for data managers to find attendance data and employee data. The purpose of this study is to test the attendance application as a tool for employee attendance during the current WFH period, and can help data managers in searching data, so data can be found more quickly. And make it easier for system managers to report employee attendance which will later be submitted to superiors. Sequential Searching Algorithm is a method used to find data more quickly and effectively. In the test results of each tested function is valid, and it can be concluded that the Search method can run well and as expected. The speed performance of the sequential searching method with 10 employee data and 60 attendance data reached an average of 0.02 seconds.
Pengembangan Aplikasi Android Untuk Konversi Gambar ke Teks dengan Flutter dan OCR Menggunakan Metode Jaro-Winkler Rifqi Aldy Al Hafizh Harahap; Fauziah Fauziah; Ratih Titi Komala Sari
CICES (Cyberpreneurship Innovative and Creative Exact and Social Science) Vol 10 No 2 (2024): CICES
Publisher : UNIVERSITAS RAHARJA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/cices.v10i2.3405

Abstract

The need for tools for effective image to text conversion is increasing as a result of increasing reliance on mobile applications for daily activities and constraints in cross-platform application development. Addressing this demand by creating an Android application that uses Flutter and Optical Character Recognition (OCR) technology is the focus of this research. In particular, Jaro Winkler's method, which improves the accuracy of text extraction, is the main focus of this research. The research methodology uses a systematic approach, starting with a literature review to create a theoretical foundation and discover differences in current technology. The development uses Flutter's cross-platform capabilities and includes OCR for text extraction. The Jaro Winkler method is used to improve accuracy by increasing the similarity measure between extracted text and actual text, especially for unclear images. Despite issues with low-resolution images, the app has the ability to convert images to text accurately, as demonstrated by app testing and evaluation. The app's performance shows the possibility that a combination of Flutter, OCR, and Jaro Winkler's method can help create an effective image to text conversion tool. But the research also found some things that need improvement, especially in processing low-quality images and refining algorithms for better accuracy. Implementation of the Jaro-Winkler algorithm is used accurately and significantly. This is proven by a comparison of two sample words, "BRI" and "BNI," which produces a result of 0.7778, or a percentage value of 77.3% through manual calculation. Based on a comparison of the values in the application and calculations using Python with floating-point representation, there is a small difference in the final results, with a difference of only 3%, which results in a result of 80%..
Analysis of the Comparison Between Linear Regression, Random Forest, and Logistic Regression Methods in Predicting Crude Palm Oil (CPO) Price Surya Wijaya; Fauziah
Brilliance: Research of Artificial Intelligence Vol. 3 No. 2 (2023): Brilliance: Research of Artificial Intelligence, Article Research November 2023
Publisher : Yayasan Cita Cendekiawan Al Khwarizmi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/brilliance.v3i2.3334

Abstract

This study compared the predictive capabilities of linear regression, random forest, and logistic regression models for forecasting crude palm oil prices. Utilizing historical data from 02/11/2020 to 13/11/2023, the dataset underwent training and testing with three scenarios: 90:10, 80:20, and 70:30. Evaluation metrics, including RMSE, MSE, and MAPE, assessed model performance. Each method had unique strengths and weaknesses, and the choice depended on application needs. The goal was to improve decision accuracy in predicting crude palm oil price trends. In the 90:10 scenario, random forest outperformed linear and logistic regression, yielding smaller MSE (43948.56), MAE (80.37), and RMSE (209.64). Similarly, in the 80:20 scenario, random forest had smaller MSE (137787.61), MAE (106.38), and RMSE (371.20). In the 70:30 scenario, random forest showed smaller MSE (107582.32), MAE (104.13), and RMSE (328). Overall, random forest consistently demonstrated better performance than linear and logistic regression.
Comparison Analysis of K-Means and DBSCAN Algorithms for Improving Budget Absorption Efficiency in EIS Fery Salman; Fauziah
Brilliance: Research of Artificial Intelligence Vol. 3 No. 2 (2023): Brilliance: Research of Artificial Intelligence, Article Research November 2023
Publisher : Yayasan Cita Cendekiawan Al Khwarizmi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/brilliance.v3i2.3373

Abstract

This study aims to analyze the comparison between the K-Means and DBSCAN clustering algorithms in budget absorption within the Executive Information System (EIS). Realized budget achievement data from regional devices serve as the primary dataset for analysis. Before conducting experiments, the data undergo a preprocessing stage to eliminate outliers and apply normalization processes, ensuring the data is ready for further analysis. Subsequently, both algorithms, K-Means and DBSCAN, are applied to the budget achievement data to generate clusters corresponding to their respective characteristics. The research anticipates that the results will unveil significant findings in comparing the performance of K-Means and DBSCAN algorithms in budget absorption within the EIS context, especially within the scope of this study. Therefore, this analysis is expected to provide valuable insights for stakeholders aiming to enhance the efficiency and effectiveness of budget management through the optimal utilization of clustering algorithms within the EIS.
Co-Authors - Nurhayati AA Sudharmawan, AA Aah Sumiah Abdul Hanan Abdul Razak Munir Abdul Rosid Abdul Wahab Abdullah, Bualkar Abely, Nastasya Anis Abimayu, Riman Achir Yani S. Hamid Adam HR, Muhammad Adelia Putri H Adi Agungkusuma Wardana Adianto Adianto Adisaksana, Helmy Adisaksana Adriyani Adam Aei Dhelwis Okdhianthy Putri Afif Maulana Afriana, Fira Nur Afriani, Rini Afrianto, Muhammad Iqbal agrita, tri wera Agung Daniel Sipayung Agung Nugroho, Gamaliel Agung Raihan Agung Suharyanto Agus Gunaryati Agus Iskandar Agus Iskandar Agustian Agustian Agustina, Lisna Agustini Agustini, Agustini Ahlun Nazar Fadhullah Ahmad Fajar Ahmad Khuzaifi Ahmad Lutfi Ahmad Ridoh Ahmad, Masnia Aini Nurul Aini, Lilies Nur Aisya Putri, Bella Akmal Akmal Akmir Akmir Al Hikma Albaar Rubasy Albaar Rubhasy Aldisa, Rima Tamara Aldy Cantona Alfialita, Vini Alfian Cutryanto Alimuddin, Herman Alirahman, Agus Dian Alsa Neptiani Amalia Khansa Anaktototy , Helena Ananda, Ridwan Ighfirlana Anang Kurniawan Andalan, Dias Andez Apriansyah Andez Apriansyah Andi Fitriati Andika, Ayu Annastasya Andrianingsih Andrianingsih Andris, Vrio Andromeda Valentino Sinaga Angga Pratama Surya Anggira Ganda Kusuma Angraeny, Fiona Anisa Dwirizky Abdullah Anwar Anwar Ari Soeti Yani Arie Gunawan Arif Febrianto Arif, Arman Arif, Widyantono Arifin, Nurhikma Aris Gunaryarti Aris Gunaryati Aris Gunaryati Aris Gunaryati Aris Gunaryati Aris Gunaryati, Aris Arisandi, Wall Fitri Arisman, Arisman Sabir Arista Ardilla Aritonang, Nathasya Inneke Armus, Rakhmad Arnaz, Anisa Arrasuli, Beni Kharisma Arsal, Ulfah Widyastuti Arza Rufli Asep Nurdin Asep Sopian Asep Suherman Asty Almaida Asykurullah, Afton Auliyani, Reski Avi Khoirun Nizam Avilla, Beby Awal, Fahrul awaliatun, Wiwid Ayu Anora Ayulista, Ayulista Azhara, Siti aziz, mohammad zulkarnain Azizah Azizah Azka Nadya, Wuzira Azziahran, Aliyyah Putri Baginda Hamzah Bakhita, Rona Maulidia Banibas, Risma Barus, Dea Natalia Barus, Nia Tesalonika Br Bayu Abrianto Risnadi Bayu Anggara Ben Rahman Ben Rahman Bengi, Simah Bilo, Beny Bobby Reza Budi Darma budianto panjaitan Budiarti, L Endang Budiman, Ismail Mulya Bulkis Bulkis Chairul Gunawan Chairunnisa Chairunnisa Chandra, Muhammad Ali Cut Mutia, Cut Damanik, Eva Setia Rini Danang Aji Pangestu Darmawan, Dika Rizki Darmawan, Seno Eka Dede Saptoadi Dede Wandi Dede Wandi Dede Wandi Dede Wandi Dendi Rizka Poetra Deny Hidayatullah Deny Hidayatullah Deny Hidayatullah Derius Ardian, Kristian Desi Pertiwi Desmana, Satriawan Desreza, Nanda Desrina Desrina Destivanesha Rina Desty Rahma Fadilla Dewi B, Ceskakusuma Dewi Mawarni Santika DEWI SARTIKA Dhieka Avrilia Lantana Dhimas Mulia Anugraha Diana, Novita Diesna Sari Dika Rizki Darmawan Dimas Dandy Aryarajendra Suprapto Dimas Dandy Aryarajendra Suprapto Dinda Audilla Djohansah, Violetta Djoko Wahyono Drajat Edy Kurniawan Dwi Prasetyo, oktavian Dwi Wicaksono, Rangga Dwiyantoro, Dwiyantoro Efendi, Riyo Efrida Lubis Efridani Lubis Elvianda, Vriska Ema Martini Endah Tri Esti Handayani Endah Tri Winarsih Eri Mardiani Eri Mardiani Erlangga, Puteri Erviando, Robby Erwin Wicaksono Esti Handayani, Endah Tri Eva Setiarini Damanik, Eva Setiarini evawaty Evie, Sova Fachreza, Sodi Fachri Muhammad Fadhli, Teuku Fadhullah, Ahlun Nazar Fadillah, Muhammad Aldian Fadli, Radinal Fahrizal Firmansyah FAHRUDDIN, MUHAMMAD Fahrullah, Fahrullah Fajri Fajri Fakhrul Mu'minin Fakrurrozi Fakrurrozi Fakrurrozi, Fakrurrozi Farhah, Nabila Fitri Assy Farhan, Achmad Farhanah Ramdhani Sumardi Farizawati Farizawati Fasha, Muhammad Sanny Islami Fata, Akmalul Fathimah, Ema Fatika, Amelia Nur Fatimah Zuhra Fatmawati Fatmawati Fatmawati, Ade Fatmawati, Eka Fatmawati, Fatmawati Fawziyah, Salwa Fayza, Mella Fazira, Hafizha Fazlylawati, Ellyza Febriyanti Puspitasari, Ayu Fefi Hades Tawarai Feri Susanto Fery Salman fh, Arifudin fh, Muhrim Fhizyel Nazareta Fijri, Bayu Fikitri Marya Sari Fikri, Ahmad Futunul Fikry Ramadhana Firdha Razak, Firdha Firdus Firdus Firgiawan, Wawan Firman Firman Fitri Hijri Khana Fitri Yanti Fitri Yuliani, Fitri Fitri, Iskandar Fitriana Fitriana Fitriana, Sul Fitriani, Aprilya Fitriani, Indah Nur Fitrianisa, Elsya Fitry, Lely Frenda Farahdinna Furqaansyah, Yoga Galuh Prakoso Gani, Hamsu Abdul Gatot Soepriyono Gatti, Arlin MP Gilang Aditya Rama Gina S, Sherly Gina Supratman, Sherly Ginting, Anisa Stepani Br Gissani, Muhammad Fikri Gunanda, Muhammad Erfanni Gunaryarti, Aris Gunaryati, Agus Gusniarti Haerah, Kahar Hafizah, Firly Hakiki, Muhammad Hamdan Hamdan Hamdat, Aminuddin Handayani, Endah Tri Esti Handayani, Rury Rizki Handoko, Suhandio Handoyo, Alfandy Warih Hanis, Rianda Hanni Oktaviana Harjanti, Trinugi Wira Harkensia, Linur Steffi Harmein Pane HARMILAWATI Harun Al Jafar Haryono, Siswoyo Hasan Zaini Hasibuan, Ulfa Ganti Helmy, Abdullah Hendrayati Herawan, Brylyan Hermanto Hermanto Herni Susanti Herviani, Septy Heryanto, Yayan Hesty Nurrahmi, Hesty Hidayat M, Wahyu Hiljati, Hiljati Hilmi, Nasywa Himmah, Mahmudatul Hindarto, Djarot HL, Haruna Husna Husna HUTAGALUNG, DINA MARGARETHA Hutahaean, Paujiah Ika Widiastuti, Ika Ikhwan Yuda Kusuma Ilham Rizaldy Imal Istimal, Imal Imam Pambudi Utomo Imelda Febrianti Imran Rajif Akmal Ina Agustina Ina Agustina Ina Agustina Ina Agustina Ina Agustina Ina Agustina Indah Kurniasih, Khamdiyah Indah, Aulia Chairunisa Yaumil Indirwan, Indirwan Indra Lukmana Insany Fitri Nurqamar Intihani, Siti Intihani, Siti Nur Ira Diana Sholihati Ira Diana Sholihati Ira Diana Solihati Irawan, Anggi Irma Andriani Irma Hakim Irman Irman Ishak Ishak Iskandar Fitri Iskandar Fitri Iskandar Fitri Iskandar Fitri Iskandar Fitri Iskandar Fitri, Iskandar Iskandar, Dani Isminarti, Isminarti Isnaini Isnaniah, Isnaniah Isnawati Osman Iswandi, Heri Ivan Setiawan Ivanna, Julia Jafar, Harun Al Jalil, Sri Jauhari Jamaluddin Jamaluddin Jubir, Jubir juita, Wanda Juli Melia Jumadin ., Jumadin Jumari Jumari Jumari Jumari, Jumari Junenda, Muhamad K, Khamdiyah Indah Kabubu, Rusmala Dewi Kamaruddin, Muhammad Junaid Kardila , Lesi Karuwal, Ritha Lusian Keysa D, Alzhira Khaerawati, ST. Khairudin Khairudin Khairullah, Muhammad Azmi Khansa, Amalia Khofifah Khofifah Khuzaifi, Ahmad Kiki Amalia Kinanti Kinanti, Kinanti Kirana, Ade Komala Sari, Ratih Titi kuniawan, tomi Kurnia, Raden Hebat Kurniasih, Khamdiyah Indah Kusumanagara, Tasha Fitria L. Endang Budiarti, L. Endang Ladika, Anwar Wali Laelatul Fauziah Lantana, Dhieka Laoli, Friska Murni Kasih Lase, Nur Idaman Laurensius Oliver J.S Lawalata, Izaac L D Lenni Fitri Lidia, Besse Lili Tansliova LILIK BUDIPRASETYO Lindung Halomoan Art Lubis, Andi Pratama LUBIS, EFRILAYANI Lubis, Masita Lui Haekal Fasha Lukiyana, Lukiyana Lumbangaol, Sriyanti Lusiana Lusiana M. Gufroni M. Iqbal M. Nur Salim Maani, Arifatul Maharani Maharani, Maharani Maharani, Rosa Melia Mahreza, Irham Rafi Makarao, M Maksum, Umar Malia, Anda Cahya Malik Abdul Aziz Sujudi Malta Nelisa Maming, Jumidah Mantiri, Randi Manurung, Rinto Manurung, Tania Mariana Maranatha Silaban, Mustika Marpaung, Rizky Arafani Nurhikmah MARYANA, ANA masniati masniati Masreviastuti, Masreviastuti Masthura, Syarifah Maulana, Rinaldy Afian Maulia Sari Maulida, Maulida Maulidan, Farhan Ikhsan Mawaddah Mawaddah, Mawaddah Maylenny, Maylenny Mazwan Mazwan Meiditra, Irzon Melani, Reina Miguel angel esquivias Padilla, Miguel angel esquivias Mirwansyah, Dedy Mirza Azkia Muhammad Adiba Misworo, Misworo Mochammad Januar Finandi Mohamad Farhan Kantami Mohamad Ilyas Abas Mohammad Iwan Wahyuddin Mohammad Ridwan Muazza Muazza Muchtar, Ibnu Hasan Muflihat, Syakia Muhairon, Muhairon Muhajir Muhajir, Muhajir Muhamad Harun Muhamad Iqbal Wasta Purnama Muhamad Rayhan Akbar Muhamad Rizki Muhamad Sopiyan Muhamad Sopiyan Muhammad Abdillah Muhammad Ali Muhammad Fadel Sasongko Muhammad Furqon Sjofjan Muhammad Harun Muhammad Hatta Muhammad Hidayat Muhammad Iqbal S Muhammad Japar Muhammad Khairul Muhammad Nur Muhammad Nurdin Muhammad Nurdin Muhammad Nurdin Muhammad Raditya Muhammad Rafiq Zayana Muhammad Rafli MUHAMMAD RIZAL Muhammad Syaifudin Muhammad Syaifudin MUHAMMAD YUSUF Muhlis Muhlis Muhtar Muhtar Muis, Andi Abd. Mulyadi Mulyadi Mulyadi, Yahya Bin Mulyani, Tika Sri Mulyatina, Mulyatina Mulyono Mulyono Murtarsiah, Murtarsiah Muslimin Kara Mustakim, Feri Mutmainnah, Nabilatul N Nurhayati Nabila Cahyani Nabilah, Mei Syara Nadhira Trisa Pradipta Nadia, Farah Nahdia Asri Umami Nainggolan, Yohanna Thresia Nanjar, Icmi Ikhtiari Natahsia, Novi Dian Natashia, Novi Dian nawangsari, desi Nawangsari, Desy Nicholas Renaldo Ningpasti, Anggi Karya Nisa, Aulia Nisa, Nurul Nisa, Raiyatul Nora, Syarifah Novi Amalia Novi Dian Natashia Novi Dian Natashia Novi Dian Natasia Novi Dian Nathasia Novi Dian Nathasia Novi Dian Nathasia Novia, Lely Noviana, Fitri Nugraha, Eggy Nugroho, Catur Adi Nugroho, Ibnu Aldi Nur Afiah, Nur Nur Alfatih, Muhamad Priya Nur Aprilia Nur Arifin, Nur Nur Azizah Nur Hayati Nur Hayati Nur Hayati Nur Hayati Nur Hayati Nur Hayati Nur Hayati Nur Rahmawati Nur Sultan Salahuddin Nur Widya Pratiwi Nur'aini, Nur'aini Nuraeni Kadir Nurasiah*, Nurasiah Nurazizah, Siti Nurhafni Rahayu Nurhayati - Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurhayati Nurholis Nurholis Nurholis Nurholis, Nurholis Nurkholidah, Enik Nurkholis, Fiqih NURLAELA NURLAELA Nurqalbi, Nurqalbi Nursa'adah, Nursa'adah Nurtjahjani, Fullchis Nurul Ilmi, Nurul Nurul Mutmainnah, Nurul Nurwijayanti Oktaviani, Annisa Nanda Oktaviyana, Cut Pamungkas, Ajeng Sukma Pamungkasari, Panca Dewi Pangestu, Danang Aji Parisa, Rika Parlambang, Bagas Poernomo Sari, Raden Roro Sri Pohan, Selamat Prabandari, Rani Pradiva, Azriel Putra Pramardika, Dhito Dwi Pramudani, Nadia PRASETYO ADI NUGROHO, PRASETYO ADI Prasetyo, Dodi Eko Prasetyo, Elang Prasetyo, Sisman Pratama, Fidya Arie Prayogo, Anang Prianto, Deki Prismadito, Hansen Puji Hari Santoso Pulungan, Febry Rahmadhani puput, Puput Wahyu Hidayat Purba, Arini Anestesia Purnama, Ari Puspita, Retchi Puspita, Zelvia Ayu Putra Sitorus, Andi Putra, Yadi Putra, Yogi Irdes Putri Kusumaningrum, Anisa PUTRI WULANDARI Putri, Nurwidya PUTRI, SILVIA Putriana Mayang Sari Rachman, M Yudy Raden Ahmad Dedy Mardani, Raden Ahmad Dedy Radithya Pramuditha Yenadi Raditya, Muhammad Raditya, Muhammad Maheswara Radityatama, Mohamad Dimas Rafael, Rafael Rafiqah, Rafiqah Rafli, R Rahayu Lestari Rahma, Ummi Nur Rahmah, Andi Muhlisa Rahmah, Fahnidar Rahman Ambo Masse Rahman, Ben Rahmaniah Rahmaniah, Rahmaniah Rahmansyah, Rizky Rahmatika, Nur Azizah Rahmawati, Feti Rahmawati, Rahmawati Rahmawati, Sadiah Ayu Rahmayana, Riska Rajagukguk, Thetty Surienty Raka Adji Setiawan Ramadhan, Hanzhalah Ramadhany , Nuramaliyah Ramadonna, Yullya Ramlan Silaban Ramlan, H. RANGGA ADITYA Rani Handayani Ratih Titi Komalasari Ratna, Uki Septi Redjeki, Finny Rena Cahya Hutama Reni, Reni Guswita Retno Dwi Suyanti Reza, Elfira Yolanda Ria Angin, Ria Riana, Riska Iva Ridwan Ahmad Ma'arif Ridwan Ahmad Ma'arif Ridwan Ahmad Ma'arif Rifqi Aldy Al Hafizh Harahap Rifqi Ananda Rifqi Naufal Senja Pratama Rihlasyita, Wilda Rijanto, Widio Rima Tamara Aldisa Rima Tamara Aldisa Rima Tamara Aldisa Rimma Sianipar Rini Rini RINI RINI Riska Amelia Riska Andriani Riska, Yuli Risnadi, Bayu Abrianto Riyan Wahyu Nur Hidayah Riyantoro Riyantoro Riyantoro, Riyantoro Riyo Efendi Rizal Mukra Rizki Akbar Mahdafiki Rizki Pebrian Rizki, Khaira Rizky Ramadhan Rizky Ramadhan, Rizky Rochani Rochani Rosalita, Rosalita Rosma Rosma, Rosma Rosnaini Daga Rostiana, Diana Herlina Ruslaili, Ruslaili S, Muhammad Iqbal Sa'bani, Fika Khirza Saad, Alfiah Sabaruddin Sabaruddin Sabila, Fadlilah Izzatus Sabir, Arisman Safira, Ishma Safitri, Cindy Ade Safriana, Zaira Sahib, Muh. Quraisy Saidah, Andi Sakdah, Nurul Salaheldin, Salaheldin Salam, Karta Negara Salamah, Ade Salsabila, Miska Saman, Saman Samodra, Galih Sanita Dhakirah Santosa, Puji Raharja Sappeami, Sappeami Saragih, Grachya Hanna Lory Sari Dwiyanti Tutik Sari Ningsih Sari, Depita Sari, Putriana Mayang Sari, Resty Okta Iman Sari, Riska Mayang Sari, Syakila Sastrawan, Sastrawan Sembiring, Endang Alemisa Septi Andryana Septiyani, Anisah Setiawan, Feri Setiawan, Raka Adji Setiawan, Sabar Shabrina Shabrina, Shabrina Shaleh, Shaleh Shalihati, Ira Diana Sholihati, Ira Diana Sholohati, Ira Diana Siampa, Mardianti Rombebua Sihombing, Veronika Dinar Romauli Sihotang, Yeni Eriska Sikki, Nurhaeni Silvianetri, Silvianetri Sinay, Hermalina Sipahutar, Dina Rosanna Siskaramayanti, Siskaramayanti Siti Amaliati, Siti Siti Humairah Siti Maesyaroh, Siti Siti Nur Aini Siti Nur Aisyah Siti Ruqaiyah Baharuddin Siti Saidah Sitorus, Herman Aldona P. Sodi Fachreza Soebijoso, Soeprapto Solly Aryza Sophia, Sophia Sopiyan, Muhamad Sri Handayani Sri Intan Maharani SRI RAHAYU Sri Ramadhantya, Azzahra Stefanie Inggried Gorap Suarantalla, Ryan Suardin, Alfiah SUBHANADRI, SUBHANADRI Suci, Qur’aini Hamidea Sudirman, Andi Sugiarti, Wahidiyah Suhardiman Suhardiman Suhdi, Sulaiman Sujatmiko Sujatmiko Sujianto Sujianto Sujudi, Malik Abdul Aziz Sulakhudin Sulakhudin Sumardi . Sumarno . Sunarni Suprapto, Dimas Dandy Aryarajendra Supriyono Supriyono Suri, Nursukma Suriani Suriani Surienty Rajagukguk, Thetty Surohman, Eldam Surya Wijaya Surya Wijaya Surya, Angga Pratama Suryana, Muhamad Fajar Suryanto, Mikael Hang Susanti, Desi Tri Susilo, Akhbar Sutrisno , Ahmad Budi Suwandaru, Rachman Suwerjo, Mulyono Swandana, Ayu Syafina, Rahmi Syafir, Muhammad Isnawan Syafruddin Syafruddin Syah, Justiyulfah SYAHARANI, LATIFAH Syahbani Farhan Syahputra, Mustika Darma Syaiful Syaiful Syaiyuti, Amelia Ramdhani Syamila, Zahra Wafda Syamsuar, Apdoludin Ludin Syarif Fadillah Syifa Faradilla Fabrianne Syukriyyah, Alfiyah Zahra T. Armansyah Tamam, Munjir tantri, fenny ayu taofikmakarao, M Makarao Tarigan, Osmondo Jorey Pratama Tarihoran, Naf’an Tasha Fitria Kusumanagara Taufik Makarao, Taufik Tharida, Maimun Thresia Dewi Kartini Berek Tiarnida Nababan Tita Noviani Tongku Nizwan Siregar Toto Haryanto Tri Astuti Tri Ichsan Saputra Tri Ichsan Saputra Tri Ichsan Saputra Tri Waluyo Trinugi Wira Harjanti Trisni Susiyanti Ubay, Saskia Nur Ucuk Darusalam Ucup Maulana Ulfa Ulfa Ulinnuha, Alvin Ulva, Nadila Nurul Upi Resti Wahyuni Utary Maharany Barus Vanditama, Jery Vianti, Devi Irma Vicki Irvan Maulana Viktor Vekky Ronald Repi Wa'asaro Telaumbanua Wahda, Wahda Wahid, M Syahid Nur Wahidah, Wahidah Wahidin Ashari, Nur Wahyu Mahatma Kurniawan Wahyu Suratman Wahyuddin, Mohammad Iwan Wandi, Dede Wardana, Adi Agungkusuma Wardhani Hakim Wati, Salmi Wicaksono, Erwin Widahayati, Widahayati Widya Arwita widyaningsih, tri wahyu WIJANARKO, SIGIT Wijaya, Andika wisnu Wijaya, Surya Wijaya, Yunan Fauzi Wildan Alfy Syahry Winarsih Winarsih Winarsih Winarsih Winarsih, Endah Tri Winarti, Endah Wulandari, Gita Ayu Andhiani Wulandari, Novita Eka Wulansari, Kasiyati Yunita Yadi Putra Yanti Saraswati Yayan Heryanto Yedizha Afif Farhani Yoan Elviralita Yoga Furqaansyah Yohana Mastarida Manurung Yosua Jonathan Taringan Yuda, Fitra Yulia Istia Ningsih, Yulia Istia Yuliani , Syami Yulianto, Lili Dwi Yulianto, Rochmad Adi Yulita Sirinti Pongtambing Yunan Fauzi Wijaya Yunan Fauzi Wijaya Yuniarti Yuniarti Yusmanita, Yusmanita Yusri Wahyuni Yusrika, Yusrika Yusuf, Muhammad Yasril YUYUN ELIZABETH PATRAS, YUYUN ELIZABETH Zahra Wafda Syamila Zaiturrahmi, Zaiturrahmi Zakiah, Nur Zannah, Liadi Zayana, Muhammad Rafiq Zipan, Zipan Zuhra Hisyafitri Zuhrinal M. Nawawi ZULKARNAIN, SITI HAFSAH Zulkipli Zulkipli Zumratul Meini