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Zaenal Abidin

Universitas Negeri Semarang

Author-ID : 218310

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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 Fikri, Muhammad; Abidin, Zaenal
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/rji.v2i2.74267

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

Prediction of Student Graduation Predicts using Hybrid 2D Convolutional Neural Network and Synthetic Minority Over-Sampling Technique Wibisono, David Leandro; Abidin, Zaenal
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/rji.v1i1.65646

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.

Diagnosis of Heart Disease Using Optimized Naïve Bayes Algorithm with Particle Swarm Optimization and Gain Ratio Meidina, Anisa; Abidin, Zaenal
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/rji.v1i2.67278

Abstract. 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.

Co-Authors 'Izzati, Farah Diba . TRIVADILA aam alamsyah Aang Gunawan, Aang Abad Badruzaman Abas Setiawan Abas Setiawan Abdul Azis Abdul Aziz Abdul Rahman, Mohd Safian Bin Abror, Sirojuddin Acca, Ambo Achmad, Alfian Ade Elfhina, Ade Elfhina Ade Maria Ulfa Adhi Kusumastuti adi, Jumliadi Adiningsih, Baiq Endang Adnan, Bahana Aditya Afid, Muhammad Arif Nur Agung Prayoga, Dimas agung setiawan Agus Gunawan Agus Harjoko Agus Lukman Hakim Agus Slamet Agusinta, Lira Agustin, Pradita Ayu Ah. Yusuf Ahdi Topan Sofyan Ahmad Asrof Fitri Ahmad Baehaqi, Ahmad Ahmad Ilyas Ahmad Mardalis, Ahmad Ahmad Muzaki Ahmad Sofyan Ahmad Sofyan Ahmad Sopyan Ahmad Sudirman Abbas Ahmad Syarif Hidayatullah, Ahmad Syarif Ahmad Zaenudin ahmad, Sofyan Ahmat Adil Ahmed, Anjum Ahyar Ismail Aidah, Aidah Akbar Azi Hendro Kartiko Akbar, Helmy Akbar, Muhammad Ilham Akbar, Tofik Akmal Wildan, Diki Al Hakim, M. Faris Al-Bahri, Sayyidah Junaidah Alamsyah - Alamsyah, Aam Alamsyah, Aan Alee, Abdunrorma Sama Alfauzi, Abdul Syukur Alfi Muhimmah, Hitta Alfian Pangestu Ali Ramdhani, Miftah Faiz Ali, R Iskandar Ali2, Agus Alif Widodo, Muhammad Alifah, Nila Alma’ruf, Fattah Amanda, Aprilia Ambariyanto Ambariyanto Aminudin, Sukron Amperanoto, Agus Andhini, Anggie Nur Andi Massoeang Abdillah Andisa, Clara Cintaka Andre Rachmat Scabra Andreyanto W, Mirda Andri Dwi Hernawan Angelina, Putri Nur Angga, Prayogi Dwina Anggara, Ami Anggara, Dian Christopher Anggit, Timotius Anggraini, Shasa Nur Anggraini, Witari Anggriningrum, Dwi Prisita Anis Susanti Anita Anita Anjarwati, Atika Ankhoviyya, Nida Anna Fitri Hindriana Antoni, Amat Anwar, Choiril Apichat Upaichit, Apichat Apriani, Ari Aprianto , Iwan Aprido, Mohamad Apriliana, Titik Susilowati Ardana, Putu Pande Nico Ardianti, Nurul Rahmatia Arfat Arief Sabdo Yuwono Arief, Irma Isnania Arif, Asep Ginanjar Arimbi Rizki Hardin Arip, Asep Ginanjar Arliani, Rida Arnold Arnold Artanti, Dian Asep Priatna Asmara, Dewa Asri, Yuliana Assiddiq, Mahfuz Astuti, Bunga Harum Astuti, Ni Kadek Puji Aswanti Setyawati Asyari, Lutfi Atika Atika Atika, Missi Aulia Andi Mustika Aushafa Dyazra Avicena Sakufa Marsanti Awaludin S., Muhamad Robie Ayu Adhita Damayanti Ayu Diamahesa, Wastu Ayu S, Friska 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 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 Batun Citra Rahmadani, Thoy Brilian Swastika Buana, Panji Jayadi Budi Purwanto Budi Suprapto Budi Suprapto Budiharjo, Eka Bustami, Mohammad Reevany Cahyaningrum, Efrida Cahyanti, Lina Cahyo Budiman Candra Azhari Valdy, Rio Chen, Peter Choiriyah Widyasari Choirunisa, Maulia Isna Choirunnisa, Rizkiyanti Cika Hilda Fransiski Citria, Ika D.A. Lasse Dadang Komara Damiti, Sukmawati A Dardiri, Deden Darliah Darliah Darmawan, Radik Darmawati, Maulita Putri Darosy Endah Hyoscyamina Dartim Dartim Daryanti Datep Purwa Saputra Daud David Yunizar Dermawan, Awan Devi Ajeng Efrilianda Devi Marlita, Devi Dewi , Hasna Dewi Ariani Dewi Putri Lestari, Dewi Putri DEWI SARTIKA Dewi Septiani, Dewi Dewi, Azizah Putri dewi, hasna Diamahesa, Wastu Ayu Dina Amelia Diniariwisan, Damai DT, Kiki Reski Amalia Dwijanto Dwijanto, Dwijanto Dwina Angga, Prayogi Dwiyanti, Septiana Dyah Rini Indriyanti Dyo Dion Dewantara Edhie Budi Setiawan, Edhie Budi Edi Junaedi edy Edy Supriyanto Ejen Jenal Mutaqin Ekasari, Diah El-Yunusi, Muhammad Yusron Maulana Eliana Sari, Eliana Elsa Amelya Fitriany Emilyn Cabanda Endah Kurniasari Endang Sugiharti, Endang ENDRI ENDRI Entik Suticha Erliza Noor Erni Johan Erwansyah, Erwansyah Erwina Kartika Devi Eti Rohaeti Euis Saribanon, Euis Fachrial, Peppy Fadhil Farrelian Narantaka Fahira, Jian Fahmi Alfa Muslimu Fahmi, Achmad Gus Faizin Ahmad Faizzaturahmah*, Faizzaturahmah 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 Febrita, Joana Febriyanto, Hendra Fidia Fibriana Fidya Nur Styaningsih Fifi Gus Dwiyanti Fikri Maulana, Fikri Fitratunnisa, Erni Pelita Fitri Ayu Febrianti Fitri Nurdianingsih Fitri Rahmawati Fitri, Laely Mahfurotul Fitriani Fitrianti Sugiono, Friska Fitriyana, Deni Fajar Furqon, Nazilil Gatot Santosos Gracia Winaktu H, Nurfitrotul Habdin, Tapa'ul Haddade, Hasyim Hadzriil Jeeffry , Ku Haeran, Haeran Hafidhah Hafidhah Hafidz Hajri , Paris Hakim, Ahmad Luthfil Hamilaturroyya, Hamilaturroyya Hanasiah Hanasiah Handayani, Sri Handayani, Susanty Handika, Ayub Hanif, Fauzul Hapsari, Gusti Ayu Ratih Hardawiansyah, Hardawiansyah Hariri, Ahmad Hartanto Hartati Hartati Hartono Hartono Hartono, Ahmad Farid Harun, Nurhidayati Haryanto Haryanto Haryasena Haryasena Hasanuddin Rizal Hasni Diana Hasnih Hefni Effendi Helfi, Fendy Helmi Setyoningsih Hendra Agustina Heni Pujiastuti Hermansyah, Faisal Hermawan, Dessy HERU SUBRATA Hery Widijanto Hidayanti, Laili Huda, Mochammad Miftachul Hudaya, Aang Humairo, Syiva Husain, Muhammad Zakir Husairi, Ridwan I Ketut Ngawit, I Ketut IBNUL QAYIM Idris Affandi, Rangga Ika Rahmawati Ike Dwi Lestari Ilman, Ilman Imaduddin, M. Imam Sonny, Imam Ina Setiawati Indarini, Avivah Dwi Indrasena, Bangkit Indrawan, Rully Indriastuti, Agni Nur IPB, BPKB Iqbal, Muhammad Iqbal Inayatullah Irfani, Alawiyah Irma Isnafia Arief Irma Wardani Irmanida Batubara Ishak, Pratiwi ISMAIL, AGUS YADI Ismawati, Sri Ida Ismiyasari, Fatimah Nur Isnandar, Arvin Istanto Istiq'faroh, Nurul Jamir Singh, Paramjit Singh Jasmine, Nadia Jayawarsa, A.A. Ketut Jermanto Setia Kurniawan, Jermanto Setia Juhamran Juhamran Juli Astutik Juliani, Rany Jumanto Unjung JUMARDI Kadarsih, Sri Kahfi, Nazih Sadatul Kaimudin, Kaimudin Kamal, Yusron Kamila, Elfa Aida Kamis, Arasinah Karantiano Sadasa Putra Karim, Chamilul Hikam Al Karina Nur R Karnati, Neti Kartika Devi, Erwina Kartini Kartini Kasno Kasno Kaswadi, Hendri Khairunnisa, Afifah Khalid, Muhammad Yasir Khalikussabir, Khalikussabir Khasanah, Farida Nurul Khoidar Amirus Khoiratun Nisak, Sayida Khoiratun Nisak, Sayidah Kholissurahman, Kholissurahman Kholvi, Nifa Khoryanton, Ampala 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 Laili Hidayati Laksono Trisnantoro Larasati, Depi Latipa, Latipa Lauretha, Armydika Leonard Immanuel Leoninda, Maysriva Wahyu Lestari, Wuryaningsih Liana Mangifera Lidya Eka Wijayanti Lilis Karlina Lis Triasari Listyowati Liyantono . Lumbessy, Salnida Yuniarti Lumbessy, Salnida Yuniati M. Ali Iqbal M. Arif Musthofa M. Fahrurrozi Ma'ali, Izzul Maharani, Amanda Mahfooz, Ahmed Mandalika, Eka Nurminda Dewi Mardiana, Ainun 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 Mashadi, Moh. Mashuri Mashuri MASRUROH, CHASNA Masuwd, Mowafg Masyani, Khurul Maulana, Alek Maulana, Rahmat Maulia Indana Zulfa Maulidha, Lucky Maulitia, Ziyan Tirta Maya Lukita, Maya Ma’fud, Sukhrul Ma’mur, Masbur Meidina, Anisa Meidiza, Riski Meti Ekayani Mila Karmila Mila Karmila Ming, Hou Mintohari, Mintohari Mochammad Imron Awalludin Moh. Yusuf, Moh. Mudrikah, Mudrikah Muflihin, Iin Yunus Muh Nur Rochim Maksum Muhamad Luthfi Asyidiq Muhamad Zidan Rahmat Muhammad Daffa Izzuddin Muhammad Fikri Muhammad Ikhlas Muhammad Iqbal Muhammad Junaidi Muhammad Marzuki Muhammad Muttaqin Muhammad Ridwan Muhammad Sumsanto Muhammad Syukri MUHAMMAD TAJUDDIN Muhammad Thamrin Muhammad Zulfadhli, Muhammad Muhammad, Candra Hadi Muhammad, Norhazlin Muhimmah, Hitta Alfi Muhtarom, Aly Mukti, Abdul Muljono, Bambang Eko Mulyanto, Teguh Dwi Mun'amah, Anatun Nisa Mundi Astuti, Theresia Munggaran, Gilang Munip, Al Mustafiyanti, Mustafiyanti Musthofa , M. Arif Mustofa, Triono Ali Mutaat, Mutaat Muthoharun Jinan Mutia Erlina Arisandi Mutiara, Ni Luh Muzaidin, Muhammad Najeriyah, Najeriyah Nanda Diniarti Nanda William Nandang, Kris Nanin Nurnaningsih Naoto Matsue Napsin, Napsin Naufal, M Ahganiya Neng Rahayu Novita Neni Mariana Nida, Dani Saifun Niken Fatimah Nurhayati, Niken Fatimah Nilfatri Nilfatri, Nilfatri Ningrum, Nuraini Septia Nisak, Irma Dwi Khoirun Nisak, Sayida Khoiratun Niskaromah Noerdiana, Azizah Firdha Nofrisel, Nofrisel 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 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 Pambudi, Wiwid Arif Pamessangi, Andi Arif Pandri Ferdias, Pandri Paramaswari, Gusti Ayu Made Parmin - Parwoto, Parwoto Paryono Pebriana, Ida Bagus Yogi Penehafo, Amadhila Elina Permana, Muki Satya Permata Permata Perwitasari, Erni Pratiwi Pestano, Rayvin D Phusavat, Kongkiti Pipid Ari Wibowo Pitri, Alisyah Pradani*, Adesta Dellya Pradiana, Maulani Prasadja Ricardianto, Prasadja Prasojo, Genny Luhung Pratama, Agung Naufal Pratama, Galang Dimas Pratiwi, Julia Loviana Prawoto, Imam Prayuti, Yuyut Prihantono Prihantono Prihantoro, Irfan Fajar Prihatiningsih, Dwi Sis Priyambodo, Bayu Puad Hasan, Puad PUJI LESTARI Pujianto Pujianto Pujiasti, Dea Asri Pujiastuti, Asri Pusparini, Mustika Puspita, Ari Metalin Ika Puspitasari, Riska Putra, Angga Permana Putra, Derry Herlasetyadi Putra, Heriansyah Putra, Marfian Dwidima Putri Dewi, Azizah Putri, Annisa Wiratna Putri, Farika Tono Putri, Marshanda Antika Putriaji Hendikawati Qawi, M Robbi Qisthi, Chairul Umam Qori Amarullah, Risal R Fanny Priniti R. Madhakomala Rabi’atussamiah Rachmi Marsheilla Aguss Ragil Tri Indrawati Rahayu, Apriliyanti Dwi Rahmaanjali, Anggit Lukyta Rahmadani, Thoy Batun Citra Rahmah, Sintya Ayu Rahmawati, Nofi Rahmawati, Rahmawati Rahmawati, Wahyu Riski Rahminiwati, Min Rai Sita Rakhman, Nadia Ramadanintyas, Karina Nur Ramadhanintyas, Karina Nur Rangga Idris Affandi Rassyi, Sultan Fakhrur Ratna Safitri Rauf , Muhammad Retno Palupi Riam, Zaenal Abidin Riany, Etty Ricky Setiawan Ridwan Effendi Rifki, Salman Rifnadhi, Bayu Rina Mardiana Rini Andriani Risa Naili Fitriana Riska Nurul Putri Riska Ratnawati Riyad, Muhamad Riyadi, Ilham Slamet Riyanita, Kenik riyanto, diki Riza Arifudin Riza Arifudin Riza Faishol Rizkiani, Rizkiani Rochbani , Ita Tryas Nur Rochbani, Ita Tryas Nur Rohani ROHMAH, PUTRI AINUR Rohmat, Ali Ronald Ronald Rosady, Tomy Rosilawati, Leni Rosyidin, R. Sinsin Rozak, M. Abdul RR. Ella Evrita Hestiandari Rukmana, Adi Ruswadi, Silvina Dwi Sadikin Amir Saefullah Saefullah, Saefullah Safi'i, Imam Safitri*, Hestik Mellenia Safriana, Eni Sahrul Alim Sakinah, Zidna Nurus Salman Ardi Syamsu Salmande, Ali Salsabila, Haditsah Samlawi Samsudin Anis Santosa Santosa Santosa Santosa Saptono Waspodo Saputra, Ahmad Edi Saputro, Febrianto Suryo Sari Setiyani Sari, Diyan Retno Sari, Pipit Erlita Sari, Windi Mayang Saril, Mohamad Johan Sarunggu, Yudith Sarwono Sastradinata, Dhevi Nayasari Satito, Aryo Satrianingsih, Andi Selamet Riyadi Selamet Samsugi Sembiring, Rinawati Septi Ayu Maulidia Sestu Retno D. A Setiawan, Tia Setijowati, Umi Setyawan, M. Adin Setyowati, Dewi Nur’aeni Shah, Zubair Ahmad Sheila Gracia Ginting Sholikah, Mar'atus SHOLIKAH, MARATUS Siahaan, Julyanthi Marine Sidik Santoso, Sidik Sihombing, Priska Sijabat, Eduard Alfian Syamsya Sindi Sintiya, Titik Siswanto, Hanif Abdurahman Siti Fatimah Siti Maria 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 Redjeki Sri Samsundari Sri Sugiarti Sri Utami, Widia Sriharmanto, Sriharmanto Subarkah, Agus Sucipto Sudirman Sudirman Sudirman Sugeng Juwono Mardihusodo Suharto Suharto Suhono Suhono, Suhono sukri Sukri, sukri Sulaiman, Fauziah Sulastri Sulastri Sulistyani, Anjar Sulistyono Sulistyono Sulman, Edi Sulton Sholehuddin, Sulton Sumarjan Sumarjan, Sumarjan Sumliyah, Sumliyah Sunarti, Zeni Suningsih , Siti Sunyoto, Joni Bambang Supalal, Yusiono Supandi Supandi Supandi Suparno Suparno Supartini, Herlin Supriyatin Supriyono Supriyono Suraharta, I Made Suryadi Suryadi Suryonegoro, Bayu Murti 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 Wijayanto Taufiq Nugroho Tawakkal, M. Iqbal Teguh Trianung Djoko Susanto Thomas, Rosmery Thoy Batun Citra Rahmadani Tjut Awaliyah Zuraiyah Tomi Hardjatno Tomy Rosady Toni Setiawan Tri Mulyono Edi Saputro Tri Mulyono Edi Saputro Tri Utomo, Emod Tristidjanto, Hery Triyana P.D Try Gustary, Devian Tuti Rahmawati Umamah, Choirul Umi Nur Solikah Umi Salamah 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. Wahyu Isti Nugroho WAHYU SUKARTININGSIH Wahyu Utomo Wahyu Wijayanto Wahyudin Wahyudin Wahyudin, W. Wahyuningtyas, Ratna Wandi, Wandi Wankun, Liu Wardono Wardono Wargo Wargo, Wargo Wati, Besse Mirna WD Ari Pratama Wiarsih, Nur Wibisono, David Leandro Wibowo, Jayaman Wicaksana, Dinar Anggit Widiatmaka Widiyanti, Epa Widodo, Eko Rizqi Purwo 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 Yarni, Baiq Maoni Yatima, Khusnul Yatin Yatin Yatin, Yatin Yosi Pahala Yosi Pahala, Yosi Ysrafil, Ysrafil Yuana, Desy Yudi Setiawan Yulianti Yulianti Yunita Yunita Yunita, Irda Yusuf, Ghaitsa Zahira Sopha Zaenal Abidin Zahrotunnzibah, Asri Zaid Raya Argantara Zaimuddin, Zaimuddin Zainal Arifin Zainuddin, Zainuddin Zakharia, Rico Zaky Zaki Maharani Zaroni, Zaroni Zhazkeiya Sheelfa Irawaty Zuhri, Muhammad Isnan

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