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Zaenal Abidin

Universitas Negeri Semarang

Author-ID : 218310

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Articles

Title

QR-Code Based Visual Servoing and Target Recognition to Improve Payload Release Accuracy in Air Delivery Missions using Fully Autonomous Quad-Copter UAV Bondan Eka Nugraha; Zaenal Abidin
Recursive Journal of Informatics Vol. 3 No. 1 (2025): March 2025
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/rji.v3i1.4430

Abstract. Unmanned Aerial Vehicles (UAVs) are increasingly utilized for package delivery due to their efficiency and automation capabilities. UAVs can execute autonomous flight missions using Global Positioning System (GPS)-based navigation. However, challenges arise in the final stage of delivery, known as the last-mile delivery problem. The limitations of GPS-based navigation, the absence of recipient authentication, and shifting drop-off points create reliability and safety concerns. External factors such as varied environmental topography further contribute to delivery inaccuracies, highlighting the need for a more precise approach. Purpose: Many studies have explored UAV navigation and delivery systems, but challenges in last-mile delivery remain unresolved. This research introduces an improved UAV delivery system using computer vision (CV) and image-based visual servoing (IBVS) with QR Codes as location markers. The aim is to enhance UAV navigation accuracy and recipient verification, ensuring more reliable package deliveries. Methods/Study design/approach: The study implements a CV-based navigation system where QR Codes serve as landing markers for UAVs. Image processing is conducted using a companion computer linked to the UAV's flight control system. The IBVS method enables UAVs to adjust their position in real-time, minimizing GPS errors. Recipient verification is performed through QR Code scanning before releasing the package. The system is tested through computer simulations and real flight experiments to assess accuracy and effectiveness. Result/Findings: Experimental results demonstrate that UAVs equipped with the IBVS method can successfully complete package delivery missions with improved accuracy. GPS errors are corrected by aligning the UAV's position with QR Code markers, and recipient authentication is verified before package release. Real-flight tests confirm that this approach significantly enhances UAV delivery reliability compared to conventional GPS-based navigation. Novelty/Originality/Value: This research presents a novel integration of computer vision and UAV navigation for addressing last-mile delivery challenges. By leveraging IBVS and QR Code-based authentication, UAVs can perform fully autonomous, precise, and secure package deliveries. This method offers a viable solution to improve UAV-based logistics, reducing delivery errors and enhancing operational safety.

Sentiment Analysis of Jobstreet Application Reviews on Google Play Store Using Support Vector Machine Algorithm with Adaptive Synthetic Febryan Surya Shantika; Zaenal Abidin
Recursive Journal of Informatics Vol. 3 No. 2 (2025): September 2025
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/rji.v3i2.11891

Abstract. Purpose: This research aims to test the performance result of the Support Vector Machine (SVM) classification algorithm using the help of Adaptive Synthetic (ADASYN) oversampling to analyze sentiment in Jobstreet application reviews on the Google Play Store. Sentiment analysis is a significant method to understand the market needs and application improvement. Methods/Study design/approach: The dataset originates from Google Play reviews gained using the scrapping method, comprising 5,174 reviews with 11 attributes. The process begins with data scrapping, data labeling, and data preprocessing, including casefolding, tokenizing, filtering, and stemming using Python programs. The data is then weighted and split using an 80:20 ratio. Then applying oversampling ADASYN on a clean dataset before using SVM classification to produce the performance result. Result/Findings: Both scenarios are conducted on SVM classification to classify the dataset. The evaluation results indicate that using SVM classification without ADASYN produces an accuracy result of 89.08%. Other scenarios by using SVM classification with the ADASYN sampling approach produce an accuracy result of 89.95%. The performance in accuracy result by using the ADASYN sampling approach on SVM classification shows an increasing result of 0.87%. Novelty/Originality/Value: This study employs two result scenarios of SVM classification by using the ADASYN sampling approach. It contributes to the literature by demonstrating the usability of the ADASYN oversampling approach to optimalize the SVM classification result used for sentiment analysis in Jobstreet application reviews on the Google Play Store.

Analysis Of The Use Of Nazief-Adriani Stemming And Porter Stemming In Covid-19 Twitter Sentiment Analysis With Term Frequency-Inverse Document Frequency Weighting Based On K-Nearest Neighbor Algorithm Muhammad Fikri; Zaenal Abidin
Recursive Journal of Informatics Vol. 2 No. 2 (2024): September 2024
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/fqc79v89

Abstract. This system was developed to determine the accuracy of sentiment analysis on Twitter regarding the COVID-19 issue using the Nazief-Adriani and Porter stemmers with TF-IDF weighting, along with a classification process using K-Nearest Neighbor (KNN) that resulted in a comparison of 48.24% for Nazief-Adriani and 48.24% for Porter. Purpose: This research aims to determine the accuracy of the Nazief-Adriani and Porter stemmer algorithms in performing text preprocessing using a dataset from Indonesian-language Twitter. This research involves word weighting using TF-IDF and classification using the K-Nearest Neighbor (KNN) algorithm. Methods/Study design/approach: The experimentation was conducted by applying the Nazief-Adriani and Porter stemmer algorithm methods, utilizing data sourced from Twitter related to COVID-19. Subsequently, the data underwent text preprocessing, stemming, TF-IDF weighting, accuracy testing of training and testing data using K-Nearest Neighbor (KNN) algorithm, and the accuracy of both stemmers was calculated employing a confusion matrix table. Result/Findings: This study obtained reasonably accurate results in testing the Nazief-Adriani stemmer with an accuracy of 50.98%, applied to sentiment analysis of COVID-19-related Twitter data using the Indonesian language. As for the accuracy of the Porter stemmer, it achieved an accuracy rate of 48.24%. Novelty/Originality/Value: Feature selection is crucial in stemmer accuracy testing. Therefore, in this study, feature selection is carried out using the Nazief-Adriani and Porter stemmers for testing purposes, and the accuracy data classification is conducted using the K-Nearest Neighbor (KNN) algorithm

Diagnosis of Heart Disease Using Optimized Naïve Bayes Algorithm with Particle Swarm Optimization and Gain Ratio Anisa Meidina; Zaenal Abidin
Recursive Journal of Informatics Vol. 1 No. 2 (2023): September 2023
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/b1xr8v79

Purpose: This study aims to apply feature selection particle swarm optimization (PSO) and gain ratio to the naïve Bayes algorithm and gauging the level of accuracy before and after applying PSO feature selection and gain ratio to the naïve Bayes algorithm in the diagnosis of heart disease.Methods/Study design/approach: Data collection is done by using taking the Cleveland dataset obtained from the UCI machine learning repository. The data used in this study were 303 samples. The data is processed using the preprocessing stage. The naïve Bayes algorithm is used for a classifier, while PSO and gain ratio for feature selection.Result/Findings: The results of the study revealed that the classification accuracy of the naïve Bayes algorithm without the application of feature selection in the Cleveland dataset is 86.88%, while the results of the classification accuracy of the naïve Bayes algorithm after applying PSO and gain ratio in the Cleveland dataset is 93.44%. Application of PSO and gain ratio as feature selection algorithms can improve classification accuracy by 6.56%.Novelty/Originality/Value: This study combines the PSO feature selection and gain ratio on the naïve Bayes algorithm using the Cleveland dataset. The research model that was carried out was enriched by carrying out the preprocessing stages, namely data cleaning, changing the number of class labels, data normalization, and data discretization. This study shows that using a combination of the PSO feature selection algorithm and the gain ratio gives better accuracy to the naïve Bayes algorithm in diagnosing heart disease.

Prediction of Student Graduation Predicts using Hybrid 2D Convolutional Neural Network and Synthetic Minority Over-Sampling Technique David Leandro Wibisono; Zaenal Abidin
Recursive Journal of Informatics Vol. 1 No. 1 (2023): March 2023
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/rwnrr791

Abstract. With the rapid growth of technology, educational institutions are constantly looking for ways to improve their services and enhance student performance. One of the significant challenges in higher education is predicting the graduation outcome of students. Predicting student graduation can help educators and academic advisors to provide early intervention and support to students who may be at risk of not graduating on time. In this paper, we propose a hybrid 2D convolutional neural network (CNN) and synthetic minority over-sampling technique (SMOTE) to predict the graduation outcome of students. Purpose: Knowing the results and how the Hybrid 2D Convolutional Neural Network (CNN) and Synthetic Minority Over-sampling Technique (SMOTE) algorithms work in predicting student graduation predicates. This algorithm uses a dataset based on family background variables and academic data. Methods/Study design/approach: This study uses the Hybrid 2D CNN algorithm for the classification process and SMOTE for the minority class over-sampling. Result/Findings: The prediction accuracy of the model using SMOTE is 96.31%. Meanwhile, the model that does not use SMOTE obtains an accuracy of 95.32%. Novelty/Originality/Value: This research shows that the use of a Hybrid 2D CNN algorithm with SMOTE gives better accuracy than without using SMOTE. The dataset used also proves that family background and student academic data can be used as a reference for predicting student graduation predicates.

Comparative Analysis of BERT, RoBERTa and ALBERT Model Performance with Text Data Augmentation in Multilabel Toxic Comment Classification Annisa Kunarji Sari; Zaenal Abidin
Recursive Journal of Informatics Vol. 4 No. 1 (2026): March 2026
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/rji.v4i1.25436

Abstract. Toxic comments on social media pose serious challenges to online safety and moderation efforts. These comments are often multilabel in nature and suffer from class imbalance, making them difficult to classify accurately using standard methods. Purpose: This study investigates the use of three transformer-based language models, BERT, RoBERTa, and ALBERT, for multilabel toxic comment classification through fine-tuning. The main objective is to address class imbalance and evaluate model performance after data augmentation. Methods/Study design/approach: The Toxic Comment Classification dataset, consisting of six overlapping labels, was used in this study. A data augmentation strategy was applied using synonym replacement techniques from WordNet and easy data augmentation (EDA) to increase the representation of minority classes. After balancing the data, the dataset was split into training, validation, and testing sets. Each transformer model was fine-tuned using the Hugging Face Transformers library with the same hyperparameter settings. Model evaluation was conducted using accuracy, precision, recall, and both micro and macro F1-scores. Result/Findings: The RoBERTa model achieved the best performance, with 86.73% accuracy and a micro F1-score of 92.35%, outperforming BERT and ALBERT. The macro F1-score also improved significantly compared to previous studies using imbalanced datasets, indicating better recognition of minority classes such as threat and identity hate. Novelty/Originality/Value: This study highlights the effectiveness of combining text data augmentation with transformer-based models in handling multilabel classification tasks involving imbalanced data. The use of simple augmentation methods notably improves performance and fairness across labels, contributing to the development of more robust toxic comment detection systems.

Co-Authors 'Izzati, Farah Diba . TRIVADILA A Rahman aam alamsyah Aang Gunawan, Aang Abas Setiawan Abas Setiawan Abdul Azis Abdul Aziz Abdul Rahman, Mohd Safian Bin Abror, Sirojuddin Acca, Ambo Achmad, Alfian Ade Maria Ulfa Adhi Kusumastuti adi, Jumliadi Adiningsih, Baiq Endang Aditya Rigiyanti, Henry Affandi, Muhammad Bisri Afid, Muhammad Arif Nur Afkarina, Afizah Nur Afni Hanifah, Nisa Agung Prayoga, Dimas agung setiawan Agus Gunawan Agus Harjoko Agus Lukman Hakim Agus Ramdhan, R. Moch Agus Slamet Agusinta, Lira Agustin, Pradita Ayu Ah. Yusuf Ahdi Topan Sofyan Ahmad Asrof Fitri Ahmad Baehaqi, Ahmad Ahmad Ilyas Ahmad Mamba'udin Ahmad Mardalis, Ahmad Ahmad Muzaki Ahmad Sofyan Ahmad Sofyan Ahmad Sopyan Ahmad Sudirman Abbas Ahmad Zaenudin Ahmad, Humaira ahmad, Sofyan Ahmat Adil Ahmed, Anjum Ahyar Ismail Aidah, Aidah Akbar Azi Hendro Kartiko Akbar, Helmy Akbar, Muhammad Ilham Akbar, Tofik Akhmad Jufri Akmal Junaidi Akmal Wildan, Diki Al Hakim, M. Faris Al-Bahri, Sayyidah Junaidah Al-Munip, Al-Munip Alamsyah - Alamsyah, Aam Alamsyah, Aan Alfauzi, Abdul Syukur Alfi Muhimmah, Hitta Alfian Pangestu Ali Ramdhani, Miftah Faiz Ali, Muh Irfan Ali, R Iskandar Ali2, Agus Alif Widodo, Muhammad Alifah, Nila Alma’ruf, Fattah Amanah, Nanah Amanda, Aprilia Ambariyanto Ambariyanto Aminudin, Sukron Amperanoto, Agus Amsyari, Isa Anas Miftah Fauzi Andhini, Anggie Nur Andi Massoeang Abdillah Andisa, Clara Cintaka Andre Rachmat Scabra Andreyanto W, Mirda Andri Dwi Hernawan Andry Nico Manik Angelina, Putri Nur Angga, Prayogi Dwina Anggara, Ami Anggara, Dian Christopher Anggit, Timotius Anggraini, Shasa Nur Anggraini, Witari Anggriningrum, Dwi Prisita Anggyi Trisnawan Putra Anis Susanti Anisa Meidina Anita Anita Anjarwati, Atika Ankhoviyya, Nida Anna Fitri Hindriana Annisa Kunarji Sari Ansori, Mufid Antoni Arif Priadi Antoni, Amat Anwar, Choiril Anwar, Choril Apichat Upaichit, Apichat Apriani, Ari Aprido, Mohamad Aprido, Muhamad Apriliana, Titik Susilowati Ardana, Putu Pande Nico Ardiansyah Farel Ardianti, Nurul Rahmatia Arfat Arie Wahyuni Arief Hidayat Afendi, Arief Hidayat Arief Sabdo Yuwono Arief, Irma Isnania Arif, Asep Ginanjar Arifiani, Librita Arimbi Rizki Hardin Arimurti Susanto, Niken Hapsari Arip, Asep Ginanjar Aris Hartono Ariyanto, Umar Arliani, Rida Arlinda, Maileni Arnold Arnold Artanti, Dian Asep Priatna Asmara, Dewa Asri, Yuliana Asrofi, Asrofi Assiddiq, Mahfuz Astuti, Bunga Harum Astuti, Imelda Puji Astuti, Ni Kadek Puji Aswanti Setyawati Asyari, Lutfi Atâ€™haya, Amarina Atika Atika Atika, Missi Aulia Andi Mustika Aulia Apriani, Aulia Auliah, Jami'atul Auliyah, Annisah Nur Aushafa Dyazra Avicena Sakufa Marsanti Awaludin S., Muhamad Robie Ayu Adhita Damayanti Ayu Diamahesa, Wastu Ayu S, Friska Ayu Sitanini Azhar, Khaliful Azlinda Azman, Azlinda Azzahra, Pamela Mutiah A’la, Nurul A’yun, Fatihatul Badriah, Saidah Baedowi, Kholil Bagus Amalrullah Utomo, Bagus Amalrullah Bagus Dwi Hari Setyono Bahana Aditya Adnan Baharun, Hasan Bahri, A. Saeful Bahri, A.Saeful Bahtiar, Fahmy Zuhda Baihaqi, Handika Dito Aulia Baiq Hilda Astriana, Baiq Hilda Baros, Vionita Basarah, Muhamad Ali Baso Pallawagau Basri Fahriza Batun Citra Rahmadani, Thoy Bondan Eka Nugraha Brilian Swastika Buana, Panji Jayadi Budi Purwanto Budi Suprapto Budi Suprapto Budiharjo, Eka Bugiman, Handy Bungsu, Rajo Bustami, Mohammad Reevany Cabanda, Emilyn Cahyaningrum, Efrida Cahyanti, Lina Cahyo Budiman Cahyo Utomo, Arief Candra Azhari Valdy, Rio Chen, Peter Choiriyah Widyasari Choirunisa, Maulia Isna Choirunnisa, Rizkiyanti Cika Hilda Fransiski Citria, Ika D.A. Lasse Dadang Komara Dali, Azharuddin Mohd Damiti, Sukmawati A Dantjie, Daniel Christyan Dardiri, Deden Darliah Darliah Darmawan, Radik Darmawati, Maulita Putri Darosy Endah Hyoscyamina Dartim Dartim Darwisman, Samuel Daryanti Datep Purwa Saputra Daud David Leandro Wibisono David Yunizar Deniar , Shannaz Mutiara Dermawan, Awan Devi Ajeng Efrilianda Devi Marlita, Devi Dewi , Hasna Dewi Ariani Dewi Novita Sari Dewi Putri Lestari, Dewi Putri DEWI SARTIKA Dewi Septiani, Dewi Dewi, Azizah Putri dewi, hasna Diamahesa, Wastu Ayu Dian Artanti Arubusman, Dian Artanti Dina Amelia Dinar Dewi Kania Dini Yulianti Diniariwisan, Damai Djalal Fuadi Djuddah, Moeh DT, Kiki Reski Amalia Dwijanto Dwijanto, Dwijanto Dwijayanto, Arik Dwina Angga, Prayogi Dwiyanti, Septiana Dyah Rini Indriyanti Dyo Dion Dewantara Edhie Budi Setiawan, Edhie Budi Edi Junaedi edy Edy Supriyanto Ejen Jenal Mutaqin Eka Handriani eka rahmawati Ekasari, Diah EKO YULIANTO El-Yunusi, Muhammad Yusron Maulana Elfrida Rizky Riadini Eliana Sari, Eliana Elin Herlina, Elin Ellen Rumintang Elok Widiyati, Elok Elsa Amelya Fitriany Emilyn Cabanda Endah Kurniasari Endang Sugiharti, Endang ENDRI ENDRI Entik Suticha Erlita Sari, Pipit Erliza Noor Erni Johan Eti Rohaeti Euis Saribanon, Euis Fachrial, Peppy Faedloni, Muhammad Hasan Fahada, Muhammad Raja Fahira, Jian Fahmi Alfa Muslimu Fahmi, Achmad Gus Faizin Ahmad Faizzaturahmah*, Faizzaturahmah Fajar Asrori, Ahmad Fajriyah, Ayi Farida Ariyani Farika Tono Putri Fariq Azhar Farisyi, Sofwan Farokhah, Laely Fathurrahman, Reza Fatimatuzzahro, Siti Fatimatuzzaro, Fatimatuzzaro Fatmala, Isni Nadia Fatmawati F, Fatmawati Fatmawati Fatmawati Fatmawati, Fatmawati Fauzia, Elfa Fauziyyah, Ana Febriana, Nurlita Febriansyah Febrita, Joana Febriyanto, Hendra Febryan Surya Shantika Fidia Fibriana Fidya Nur Styaningsih Fifi Gus Dwiyanti Fikri Maulana, Fikri Fitratunnisa, Erni Pelita Fitri Ayu Febrianti Fitri Nurdianingsih Fitri Rahmawati Fitri Rahmawati Fitri, Laely Mahfurotul Fitriana, Risa Naili Fitriani Fitrianti Sugiono, Friska Fitriyana, Deni Fajar Florentina Yuni Arini, Florentina Yuni Furqon, Nazilil Gatot Santosos Gautama So, Idris Gracia Winaktu H, Nurfitrotul Habdin, Tapa'ul Haddade, Hasyim Hadi, Addini Nurilma Hadzriil Jeeffry , Ku Haeran, Haeran Hafidhah Hafidhah Hafidz Hajri , Paris Hakim, Ahmad Luthfil Hakim, M. Faris Al Hanasiah Hanasiah Handayani, Sri Handayani, Susanty Handika, Ayub Hanif, Fauzul Happy Yulia Hapsari, Gusti Ayu Ratih Hardawiansyah, Hardawiansyah Hariri, Ahmad Hartanto Hartati Hartati Hartono Hartono Hartono, Ahmad Farid Harun, Nurhidayati Haryanto Haryanto Haryasena Haryasena Haryono, Merda Budi Hasanuddin Rizal Hasanudin, Sofyan Hasbi, Bahiyah Hasnan Hasni Diana Hasnih Hayat, Punjul Saeful Hefni Effendi Helfi, Fendy Helmi Setyoningsih Hendra Agustina Heni Pujiastuti Heriyanto, Taufik Hermansyah, Faisal Hermawan, Agus Dian Hermawan, Dessy HERU SUBRATA Hery Tristijanto Hery Widijanto Hidayanti, Laili Hidayat Hidayat, Moh. Syamsul Hindriana, Anna Fitria Huda, Mochammad Miftachul Huda, Syahrul Hudaya, Aang Humairo, Syiva Huong Le Husain, Muhammad Zakir Husairi, Ridwan Husna, Happy Bunga Isyraqul I Ketut Ngawit, I Ketut IBNUL QAYIM Ida Zahara Adibah, Ida Zahara Idris Affandi, Rangga Ika Rahmawati Ike Dwi Lestari Ilman, Ilman Imaduddin, M. Imam Sonny, Imam Immanuel, Leonard Ina Setiawati Inayatullah, Muhammad Iqbal Indarini, Avivah Dwi Indrasena, Bangkit Indrastama, Mahogra Indrawan, Rully Indrawati, Dewi Suci Indriastuti, Agni Nur IPB, BPKB Iqbal, Muhammad Iqbal Inayatullah Irdika Mansur Irfani, Alawiyah Irma Isnafia Arief Irma Wardani Irmanida Batubara Ishak, Pratiwi Islah, Ahmad Nur ISMAIL, AGUS YADI Ismawati, Sri Ida Ismiyasari, Fatimah Nur Isnaini Isnandar, Arvin Istanto Istiq'faroh, Nurul Istiqomah, Santun Nur Iswadi, Al-Kirana Rizqiani Iwan Aprianto Jamir Singh, Paramjit Singh Jasmine, Nadia Jayawarsa, A.A. Ketut Jayawibawa, Marcellus Jermanto Setia Kurniawan, Jermanto Setia Juhamran Juhamran Juli Astutik Juliani, Rany Jumali, Akhmad Jumanto Unjung JUMARDI Jurnal Wicara Kadarsih, Sri Kahfi, Nazih Sadatul Kahpi, Heri Sapari Kaimudin, Kaimudin Kamal, Yusron Kamila, Elfa Aida Kamis, Arasinah Kancanadana, Galuh Karantiano Sadasa Putra Karim, Chamilul Hikam Al Karina Nur R Karnati, Neti Kartika Kartika Devi, Erwina Kartini Kartini Kasau, Muhammad Raja Mulia Darmawan Kasno Kasno Kaswadi, Hendri Khairunnisa, Afifah Khalid, Muhammad Yasir Khalik, Subehan Khalikussabir, Khalikussabir Khasanah, Aswatun Khasanah, Farida Nurul Khoidar Amirus Khoiratun Nisak, Sayida Khoiratun Nisak, Sayidah Kholissurahman, Kholissurahman Kholvi, Nifa Khoryanton, Ampala Kresno Bayu Edi Putra Kurahman, Fauzi Kurniawan Kurniawan Kurniawan Kurniawan Yudhi Nugroho, Kurniawan Yudhi Kurniawan, Rhesi Kurniawati, Rizka Triya Kusnanto Kusnanto Kustoro Kusumah, Yuda Kuswanto Kuswanto Kuswanto Kuswanto, Asep Laely Yuliani Said Laesa Oktaviani, Anggit Laila Nurjannah, Oktafa Laili Hidayati Laksono Trisnantoro Larasati, Depi Lasse, D.A. Latifatul Inayati, Nurul Latipa, Latipa Lauretha, Armydika Leonard Immanuel Leoninda, Maysriva Wahyu Lestari, Wuryaningsih Lia Mulyani, Lia Lia Rosmalia Liana Mangifera Lidya Eka Wijayanti Lilis Karlina Lilis karlina, Lilis Listyowati Listyowati Listyowati Liyantono . Lumbanraja, Favorisen R Lumbessy, Salnida Yuniarti Lumbessy, Salnida Yuniati M. Alamsyah M. Ali Iqbal M. Arif Musthofa M. Fahrurrozi M. Yogi Riyantama Isjoni Ma'ali, Izzul Magfirahti, Ranggaini Maharani, Amanda Mahfooz, Ahmed Maisah Maisah Mardia, Aina Mardiana, Ainun Mardikha Putra, Agusti MARIA BINTANG Marinah Marinah Marlangen, Retno Marleza Adriyani Marlita Marlita, Marlita Marsanti, Avicena Sakufa Martasila, Dimas Sari Marwah Limpo Marwendi, Reza Okva Maryanti Maryanti Maryati, Nenden Mar’atus Sholikah Masduki Ahmad Mashuri Mashuri MASRUROH, CHASNA Masuwd, Mowafg Masyani, Khurul Maulana Yusuf Maulana, Alek Maulana, Rahmat Maulana, Riswandi Maulia Indana Zulfa Maulidha, Lucky Mauliditya, M. Maulitia, Ziyan Tirta Maya Lukita, Maya Mayunita, Alfina Laila Ma’fud, Sukhrul Ma’mur, Masbur Mega Fatimah Rosana Meidina, Anisa Meidiza, Riski Meilinda, Siska Metamelya, Baiq Areta Meti Ekayani Mila Karmila Mila Karmila Ming, Hou Mintohari, Mintohari Mirza Abdi Khairusy Mochammad Imron Awalludin Mochtar, Solihin Mudjijanto, Mudjijanto Mudrikah, Mudrikah Muflihin, Iin Yunus Muh Nur Rochim Maksum Muhamad Luthfi Asyidiq Muhamad Riyad Muhamad Zidan Rahmat Muhammad Akbar Muhammad Daffa Izzuddin Muhammad Fikri Muhammad Fikri Muhammad havis Muhammad Ikhlas Muhammad Iqbal Muhammad Junaidi Muhammad Junaidi Muhammad Marzuki Muhammad Muttaqin Muhammad Ridwan Muhammad Sumsanto MUHAMMAD TAJUDDIN Muhammad Thamrin Muhammad Zulfadhli, Muhammad Muhammad, Candra Hadi Muhammad, Norhazlin Muhimmah, Hitta Alfi Muhtarom, Aly Mukti, Abdul Mukti, Asteen Retno Muljono, Bambang Eko Mulyanto, Teguh Dwi Mun'amah, Anatun Nisa Mundi Astuti, Theresia Munggaran, Gilang Munip, Al Murtadho Murwani, Jeremia Lorenzo Stefano Muslihat, Ratna Mustafiyanti, Mustafiyanti Musthofa , M. Arif Mustofa, Triono Ali Mutaat, Mutaat Mutawali Muthoharun Jinan Mutia Erlina Arisandi Mutiara, Ni Luh Muzaidin, Muhammad Naharuddin Naharuddin Najeriyah, Najeriyah Nanda Diniarti Nanda William Nandang, Kris Nandika, Rahma Ayu Nanin Nurnaningsih Naoto Matsue Napsin, Napsin Narantaka, Fadhil Farrelian Naufal, M Ahganiya Neng Rahayu Novita Neni Mariana Nida, Dani Saifun Niken Fatimah Nurhayati, Niken Fatimah Nilfatri Nilfatri, Nilfatri Ningrum, Nuraini Septia Nisa Nuur, Khaerun Nisa, Amelia Nisak, Irma Dwi Khoirun Nisak, Sayida Khoiratun Niskaromah Noerdiana, Azizah Firdha Nofrisel, Nofrisel Norfitayana, Fredy Norhasliza Ghapac Novi Eka Wati Novi Qonitatin Noviansari, Revita Dwi Novitasari, Neny Nugraha Luhur Nugraheti Sismulyasih SB, Nugraheti Sismulyasih Nugroho, Setyo Pambudi Nunik Cokrowati Nur Aini, Intan Nur Arifin Nur Hafifah Nur Hanifah Nur Hidayati, Siti Nur Safitri Nurazizah, Kaylha Salsabilla Nurcahya, Pramu Pinilih Eka Nurcholish, Muhammad Olish Nurdin, Agus Nurhattati Nurhayati Nurhayati Nuri Muahiddah Nurjali Nurmansah, Seno Aji Nurmaulawati, Rina Nurnaningsih, Nanin Nursery Alfaridi S Nasution Nurul Fatimah Nurul Fatqur Rohmah Nurul Fatqurrahman Nurul Hidayati Nurul Hiedayati NURUL ISTIQOMAH Nurul Latifatul Inayati Nuryanto, Sukarir Nur’aeni Setyowati, Dewi Nuur Azizah, Aliyah Nuur, Khaerun Nisa Octaviani, Reni Dian Octira, Mila Oktaviani, Ria Oktaviani, Tri Ulfa Okva Marwendi, Reza Onggu, Aulia Raddin Padang Yanuar Padusung, Padusung Pahrul Irfan Palupi, Palupi Pambudi, Wiwid Arif Pamessangi, Andi Arif Pandri Ferdias, Pandri Pangestu, Salvinia Iga Panunggul, Victor Bintang Paramaswari, Gusti Ayu Made Parjito , Parjito Parmin - Parwoto, Parwoto Paryono Pebriana, Ida Bagus Yogi Penehafo, Amadhila Elina Perdana, Muhamad Putra Permana, Muki Satya Permata Permata Permata, Permata Pertiwi, Deby Try Meliana Perwitasari, Erni Pratiwi Pestano, Rayvin D Phusavat, Kongkiti Pilisia, Ade Elfhina Pipid Ari Wibowo Pitayanti, Asrina Pitri, Alisyah Prabowo, Dimas Luhur Aji Pradani*, Adesta Dellya Pradiana, Maulani Prasadja Ricardianto, Prasadja Prasojo, Genny Luhung Pratama, Agung Naufal Pratama, Galang Dimas Pratami, Alin Rizki Pratiwi, Julia Loviana Pratiwi, Vira Prawinegara, Jerman Prawoto, Imam Prihantono Prihantono Prihantoro, Irfan Fajar Prihatiningsih, Dwi Sis Priyambodo, Bayu Puad Hasan, Puad PUJI LESTARI Pujianto Pujianto Pujiasti, Dea Asri Pujiastuti, Asri Purwanti, Shandy Novilya Purwanto Purwanto Pusparini, Mustika Puspita, Ari Metalin Ika Puspitasari, Riska Putra, Angga Permana Putra, Derry Herlasetyadi Putra, Dodik Putra, Heriansyah Putra, Marfian Dwidima Putri Camilla Putri Dewi, Azizah Putri, Annisa Wiratna Putri, Farika Tono Putri, Marshanda Antika Putri, Sandra Febby Eka Putriaji Hendikawati Qawi, M Robbi Qisthi, Chairul Umam Qori Amarullah, Risal Qusyaeri, Fikri R Fanny Priniti R. Madhakomala Rabi’atussamiah Rachmi Marsheilla Aguss Raden AH Rafiansyah Ragil Tri Indrawati Rahayu, Apriliyanti Dwi Rahmaanjali, Anggit Lukyta Rahmadani, Thoy Batun Citra Rahmah, Sintya Ayu Rahmatina A. K Rahmawati, Nofi Rahmawati, Rahmawati Rahmawati, Wahyu Riski Rahminiwati, Min Rai Sita Rakhman, Nadine Ramadanintyas, Karina Nur Ramadhan, Devi Aulia Ramadhanintyas, Karina Nur Ramidi, Ramidi Rangga Idris Affandi Rassyi, Sultan Fakhrur Ratna Safitri Rauf , Muhammad Reni Ardwiyanti Retno Palupi Revina, Revina Riam, Zaenal Abidin Riany, Etty Ricky Setiawan Ridwan Effendi Rifki, Salman Rifnadhi, Bayu Rina Mardiana Rinandhi, Candra Rini Andriani Riska Nurul Putri Riska Ratnawati Riyanita, Kenik riyanto, diki Riza Arifudin Riza Arifudin Riza Faishol Rizkiani, Rizkiani Rochbani , Ita Tryas Nur Rochbani, Ita Tryas Nur Rofi, Abdul Rohani ROHMAH, PUTRI AINUR Rohmat, Ali Roif, Tio Naufal Ronald Ronald Rosady, Tomy Rosiana Ulfa Rosida Rosilawati, Leni Rosyidin, R. Sinsin Rozak, M. Abdul RR. Ella Evrita Hestiandari Rukmana, Adi Ruswadi, Silvina Dwi S Idris Sadikin Amir Saefullah Saefullah, Saefullah Safi'i, Imam Safitri*, Hestik Mellenia Safriana, Eni Sagir, Junaidi Sahril Sahrul Alim Sakinah, Zidna Nurus Salam, Anis Fuad Salman Ardi Syamsu Salmande, Ali Salsabila, Haditsah Salsabilla, Hecha Samlawi Samsudin Anis Santosa Santosa Santosa Santosa Saptono Waspodo Saputra, Ahmad Edi Saputra, Datep Purwa Saputro, Febrianto Suryo Saputro, Soemino Eko Saputro, Wira Sari Setiyani Sari, Diyan Retno Sari, Pipit Erlita Sari, Windi Mayang Sari, Zeti Saril, Mohamad Johan Sarina, Siti Sarunggu, Yudith Sarwono Sastradinata, Dhevi Nayasari Satia, Merry Satito, Aryo Satrianingsih, Andi Satyagraha, Anggit Sekarjannah, Fitri Arum Selamet Riyadi Selamet Samsugi Septi Ayu Maulidia Septia, Adilla Dwi Sestu Retno D. A Setia Kurniawan, Jermanto Setiawan, Tia Setijowati, Umi Setyowati, Dewi Nur’aeni Shah, Zubair Ahmad Sheila Gracia Ginting Sholahuddin Al-Fatih Sholihath, Lia Laelatul SHOLIKAH, MARATUS Siahaan, Julyanthi Marine Sidik Santoso, Sidik Sigit Haryanto Sihombing, Priska Sijabat, Eduard Alfian Syamsa Sijabat, Eduard Alfian Syamsya Siliasih, Roro Sindi Sintiya, Titik Siswahyudianto Siswanto, Hanif Abdurahman Siti Fatimah Siti Fatimah Siti Fiki Ikmah, Siti Fiki Siti Maria Ulfa Slamet Riyadi Slamet, Indah Soekirman, Atong Soenarky, Wiwin Iky Soewondo, Aghniyah Mawaddah Soewondo, Aghniyah Mawaddah Mahar Azizi Sofwan, Prima Yuana Solimah, Siti Solinda, Martha Sonika Maulana Sri Harmanto Sri Redjeki Sri Samsundari Sri Sugiarti Sriharmanto, Sriharmanto Subarkah, Agus Subastian, Djamal Sucipto Sudirman Sudirman Sugeng Juwono Mardihusodo Sugiharto, Aan Sugiono, Friska Ayu Fitriani Suharto Suharto Suhono Suhono, Suhono sukri Sukri, sukri Sulaiman, Fauziah Sulastri Sulastri Sulistyani, Anjar Sulistyono Sulistyono Sulman, Edi Sulton Sholehuddin, Sulton Sumarjan Sumarjan, Sumarjan Sumarna, Andri Sumliyah, Sumliyah Sunarti, Zeni Suningsih , Siti Sunyoto, Joni Bambang Supalal, Yusiono Supandi Supandi Supandi Suparno Suparno Supartini, Herlin Supriyatin Supriyono Supriyono Suraharta, I Made Suripno Suripno Suryadi Suryadi Suryobuwono, Abdullah Ade Suryobuwono, Abdulllah Ade Suryonegoro, Bayu Murti Susanto, Diki Suseno, Effan Dwi susi yanti Susilawati, Yulia suwarsono, Ribut Su’adah . Syafei, Isop Syahroni Hidayat Syawalina Fitria TARMUJI TARMUJI, TARMUJI Tatang Herman, Tatang Taufiq Akbar Taufiq Akbar Wijayanto Taufiq Nugroho Tawakkal, M. Iqbal Teguh Trianung Djoko Susanto Thomas, Rosmery Thoy Batun Citra Rahmadani Timotius Anggit Kristiawan Tjut Awaliyah Zuraiyah Tombuku, Aditia Ferdi Tomi Hardjatno Tomy Rosady Toni Setiawan Tri Candra Wulandari Tri Mulyono Edi Saputro Tri Mulyono Edi Saputro Tri Utomo, Emod Triasari, Lis Triliana, Kezya Tristidjanto, Hery Triyana P.D Triyana, Lily Try Gustary, Devian Turki, Harith Ismael Tuti Rahmawati Umamah, Choirul Umi Nur Solikah Umi Salamah Upa, Fatmawati Pua Uswatun Chasanah Utami, Anisa Dwi Utami, Annisa Dwi Utomo, Emod Tri Uyan Wiryadi Ventura, Raghusfi Bhuena Veronica, Anita Viqram, Viqram Vyani Kamba Waang, Dinda Christasya Wachidi Wagino, W. Wahidin Wahidin Wahyu Isti Nugroho WAHYU SUKARTININGSIH Wahyu Utomo Wahyu Wijayanto Wahyudin Wahyudin Wahyudin, W. Wahyuningtyas, Ratna Wamiliana Wamiliana Wamiliana Wandi, Wandi Wankun, Liu Wardono Wardono Wargo Wargo, Wargo Wati, Besse Mirna WD Ari Pratama Wiarsih, Nur Wibisono, David Leandro Wibowo, Jayaman Wibowo, Pipid Ari Wicaksana, Dinar Anggit Widad, Muhammad Bahrul Widia Sri Utami Widiansyah, Sigit Priebadi Widiastuti, Lusia Komala Widiatmaka Widiyanti, Epa Widodo, Eko Rizqi Purwo Widodo, Ervin Wijaya, Henry Putra Imam Wijaya, Ifan Badra Wijaya, Rio Natanael Wilis Hariani Pangestu Willa Pratika Wiryanto, W. Wulan Febriana Fitrianingrum Wulan Marniasih Wulan Purnami, Baiq Wulandari, Triyana yadin yadin, yadin Yahaya, Mohd Haizzan Yana Tatiana, Yana Yarni, Baiq Maoni Yatima, Khusnul Yatin Yatin Yatin, Yatin Yoga Prihatin Yogatama, Alfath Yosi Pahala Yosi Pahala, Yosi Ysrafil, Ysrafil Yuana, Desy Yudi Setiawan Yuliana, Rena Yulianti Yulianti Yuniarti Lumbessy, Salnida Yunita Yunita Yuris Bahadur Wirawan, Yuris Bahadur Yusuf, Ghaitsa Zahira Sopha Yuyut Prayuti Zaenal Abidin Zahrotunnzibah, Asri Zaid Raya Argantara Zaimuddin, Zaimuddin Zainal Arifin Zainuddin Zainuddin Zainuddin, Zainuddin Zakharia, Rico Zaky Zaki Maharani Zaroni, Zaroni Zhazkeiya Sheelfa Irawaty Zuhri, Muhammad Isnan

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