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Optimasi Decision Tree Menggunakan Teknik Boosting pada Prediksi Penyakit Diabetes Nopedi, Pedi; Saifudin, Aries
Jurnal Informatika Universitas Pamulang Vol 8 No 3 (2023): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/informatika.v8i3.35226

Abstract

Early detection of diabetes is very important to reduce the consequences caused by the disease. Diabetes is influenced by many factors, so to make a diagnosis requires a complex analysis. The dataset used to analyze the prediction of diabetes is using machine learning algorithm. The machine learning algorithm is used to classify someone with diabetes or not based on the factors that have been set as input. The results of the diagnosis/prediction that are not perfect are caused by many misclassifications. To reduce classification errors, it is proposed to apply decision tree and boosting techniques. The classification algorithm used in this study is Random Forest. The experimental results show that decision tree and boosting techniques and a combination of the two can reduce misclassification in diabetes prediction.
Penerapan Pengujian Black Box Sistem Informasi Manajemen Dosen Yeremias Dala Sula, Yohanes; Alvares Dace, Alfredo; Harya Daffa, Muhammad; Hari Dwiguna, Raihan; Saifudin, Aries
LOGIC : Jurnal Ilmu Komputer dan Pendidikan Vol. 2 No. 1 (2023): Logic : Jurnal Ilmu Komputer dan Pendidikan
Publisher : Shofanah Media Berkah

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Abstract

Pengelolaan informasi dosen di Universitas Nusa Nipa melalui sistem informasi manajemen dosen (SIMDOS). SIMDOS adalah aplikasi berbasis web yang bertujuan untuk mengembangkan informasi guna meningkatkan sumber daya manusia dan efisiensi dosen. Dalam rangka memastikan semua proses dan fungsi di dalam SIMDOS berjalan sesuai harapan pengguna, pengujian fungsional sangat penting. Pengujian ini dilakukan dengan menggunakan metode pengujian black box, yaitu melalui eksekusi data uji dan pemeriksaan fungsional perangkat lunak. Metode pengujian black box adalah pendekatan yang tidak memperhatikan detail internal perangkat lunak, tetapi fokus pada uji program dengan memasukkan data pada setiap form. Proses pengujian black box dilakukan untuk menentukan apakah program bekerja sesuai dengan kebutuhan perusahaan. Tahap penelitian dimulai dengan penelitian pendahuluan untuk mendapatkan informasi yang relevan, diikuti dengan identifikasi sistem dan perencanaan pengujian. Selanjutnya, dilakukan pengujian menggunakan pendekatan kotak hitam (black box). Dokumentasi pengujian dibuat untuk melacak semua proses dan hasil pengujian. Analisis sistematis dilakukan untuk mengevaluasi hasil pengujian sebelumnya, dan rekomendasi pengujian diberikan untuk perbaikan lebih lanjut. Hasil implementasi dan pembahasan pengujian black box menggunakan alat otomatisasi TestProject pada SIMDOS menunjukkan bahwa sistem informasi dapat mengelola informasi instruktur dengan baik. Pengujian ini meliputi pengujian sistem secara keseluruhan dan hasil analisis pengujian. Dari 53 tes yang diuji dengan SIMDOS, 51 hasil tes sesuai dengan harapan, sedangkan 2 hasil tes tidak sesuai. Dengan demikian, metode pengujian black box dengan bantuan alat otomatisasi telah memberikan hasil yang memuaskan dalam menyelesaikan masalah pengelolaan informasi dosen melalui SIMDOS. Pengujian ini dapat menentukan kesesuaian aliran aktivitas untuk proses bisnis yang diinginkan pengguna, dan memberikan pemahaman yang lebih baik tentang kinerja sistem informasi.
Pengujian Black Box Pada Aplikasi System Inventory Warehouse Berbasis Desktop Menggunakan Metode Equivalence Partitioning Galih Aria Sunarso, Muhamad; Saifudin, Aries
LOGIC : Jurnal Ilmu Komputer dan Pendidikan Vol. 2 No. 2 (2024): Logic : Jurnal Ilmu Komputer dan Pendidikan
Publisher : Shofanah Media Berkah

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Abstract

Pengujian Application atau software memerlukan verifikasi untuk menentukan apakah itu sesuai dengan spesifikasi yang dibutuhkan atau tidak. Proses validasi yang tidak lengkap dapat mengakibatkan data tidak valid Penyimpanan atau pemrosesan yang tidak memadai, seperti penyimpanan data kami di aplikasi atau Perangkat lunak dengan proses verifikasi yang tidak sempurna, yang dapat menyebabkan kesalahan dalam proses penyimpanan data. Oleh karena itu, kualitas verifikasi harus ditingkatkan agar akurat agar tidak menghalangi penggunaan perangkat lunak. Dalam penelitian ini, kami menggunakan metode pengujian black box Partisi ekuivalen agar kelemahan pada aplikasi atau software diketahui nantinya uji. Hasil pengujian sistem menunjukkan bahwa pengujian dapat meningkatkan kualitas aplikasi atau perangkat lunak bebas bug.
Cover Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 1 No. 1 Oktober 2018 Saifudin, Aries
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 1 No. 1 (2018): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

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Abstract

Daftar Isi Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 1 No. 1 Oktober 2018 Saifudin, Aries
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 1 No. 1 (2018): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

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Abstract

Pengembangan Sistem Manajemen Bimbingan di Program Studi Teknik Informatika Universitas Pamulang Fitriyana, Suci; Saifudin, Aries
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 1 No. 1 (2018): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

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Abstract

Time becomes the main problem in doing guidance. Because students and lecturers collide with each other in time to conduct guidance, which makes the completion of the student's final assignment delayed. So that it makes it difficult for supervisors and study program officials to see the development of students who do guidance. Application to deal with time clashing with each other in guidance and the difficulty of seeing the development of guidance students. Thus, a guidance management system is created that can reduce the problem. This management system makes it easy for students and lecturers to carry out guidance at any time without having to clash time and come to campus, supervisors and study program officials are easy to see the development of student guidance without having to meet directly.
Rancang Bangun Aplikasi Panduan Pariwisata di Kabupaten Banyuwangi Mobile Berbasis Android Hanum, Wira Shilviana; Saifudin, Aries
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 2 No. 2 (2019): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

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Abstract

Tourism is a very important sector for the development of a region and tourism is one of the means of promotion to introduce the beauty of nature and the uniqueness of the culture in the area. Including for Banyuwangi Regency which is one of the regencies in East Java Province. This regency has many objects or tourist destinations which are a mainstay and the development of the tourism sector must be accompanied by the development of information technology. Smartphone is one form of technological development and one of the most popular smartphone technology bases based on its operating system is Android.The use of android smartphones in the development of the world of tourism in the information technology era is important for the public and tourists to have knowledge about objects or tourist destinations that will be targeted. In supporting the needs of the tourism information system in Banyuwangi Regency, an Android-based application was created. An application on an android smartphone that suits the needs of travelers equipped with interesting features. This application contains information about tourist objects that are equipped with visual media such as pictures, videos and Google Maps facilities to facilitate in finding tourist locations that will be addressed by the public and tourists.
Pengujian Black Box pada Aplikasi Sistem Seleksi Pemenang Tender Menggunakan Teknik Equivalence Partitions Arwaz, Aini Arifta; Kusumawijaya, Theja; Putra, Rediansyah; Putra, Kurnia; Saifudin, Aries
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 2 No. 4 (2019): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

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Abstract

The tender winner selection system is important to ensure the winner will complete the project well. If there is a selection error that caused the project to fail, the application must be tested and error free. Testing in this study uses Black Box Testing. The Black Box Testing Method consists of several methods including Equivalence Partitions, Boundary Value Analysis, Comparison Testing, Sample Testing, Robustness Tesing, and others. Among the many methods of testing, in this study the method of testing Equivalence Partitions was chosen. The purpose of the Equivalence Partitions method is to look for errors in functions that are wrong or missing, errors in the interface, errors in data structures or database access, performance errors, initialization errors and final destinations. Based on the test results show there are still many shortcomings when validating data to be entered, so that it can cause data stored in the database does not match the expected data.
Pengujian Black Box berbasis Equivalence Partitions pada Aplikasi Seleksi Promosi Kenaikan Jabatan Krismadi, Adi; Lestari, Ana Fisca; Pitriyah, Anisah; Mardangga, I Wayan Putra Ardhie; Astuti, Muji; Saifudin, Aries
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 2 No. 4 (2019): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

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Abstract

To guarantee the application (software) Selection Promotion Preferment is free from errors, testing is needed to test the quality of the application. This application has a problem when delete data, then the application will be tested with the Equivalence Partition-based Black Box Method thoroughly regarding the use, benefits, and results found from the use of the software. In testing the software Selection Promotion Preferment using Weight Product Method consists of 6 forms. Equivalence Partition-based Black Box method tests the quality of the application that will be carried out by testing software documentation with the discovery of errors on each form that is divided into three error models, namely errors in Function, Data Structure and Interface. The results of this test, to ensure the quality of the Selection Promotion Preferment application is free from errors by finding unintentional errors in the Selection Promotion Preferment application.
Pengujian Black Box pada Sistem Aplikasi Informasi Data Kinerja Menggunakan Teknik Equivalence Partitions Sinulingga, Andri Ricat; Zuhri, Muhammad; Mukti, Rizky Budi; Syifa, Zia; Saifudin, Aries
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 3 No. 1 (2020): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

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Abstract

Software that contains defects (errors) can cause harm. Losses caused can affect all stakeholders. Losses can take the form of financial, time, and others. So before the software is implemented it needs to be tested. Testing on an application aims to check whether a program is running properly or not. In testing this software will use Blackbox Testing. Black Box Testing Method consists of several techniques, including Equivalence Partitions, Boundary Value Analysis, Sample Testing, and so on. Among the many testing techniques, in this study the testing technique was chosen using Equivalence Partitions. Equivalence Partitions technique is a test based on data input on each form in the performance data information application system, each menu input will be tested and grouped according to function whether it is valid or invalid. Testing is done on 4 forms that will be filled with data form added jobdesk, form added work targets, form edit work targets, form approve work targets, and employee performance while in the company. The test results show that there are still many shortcomings when validating data to be entered, so that it can cause data stored in the database to be incompatible with the expected data. The results of this test can be used as input to improve the application of performance data for the future.
Co-Authors Aas Asari Abd Wahid Abd. Rasyid Syamsuri Abdul Aziz Abdul Aziz Mardhotillah Abdul Jalil Abdul jalil Abdullah Syafii Abdullah Syafii Abeda Falah, Dimas Fatkhi Abi Tulkhah Abrilianto, Taufik Abyghail Shiddiq Achmad Fauzi Achmad Fauzi Achmad Mulyana Achmad Muzakih Andriansyah Achmad Nurhidayat Achmad Udin Zailani Ade Fiqi Amirul Ade Irawan Ade Kurniawan Adi Irwan Aris Munandar Adi Krismadi Adi Purniawan Adi Raharjo, Dafa Adi Sanrah Adi Surya Anggana Adi, Geri Santoso Adi, Rizky Prasetyo Adianto, Evan Bhanu Nanda Adil Syaifullah Adinda Dwi Lestari Adinda Nurkhalifah Akbal adistyo ariansa Adjie Pangestu Adriyan Abdi Arbeit Afifah Yasmin Afriyani Agustin Agil Erwanda Agil Muhammad Agit Kurniawan Agun Gunawan, Achmad Agung Mursito Agung Suseno Agus Baskoro Hidayat Agustian, Andrian Agustin, Afriyani Ahmad Buhori Ahmad Bukhari Muslim ahmad doni Ahmad Fadli Ahmad Fahrezi Ahmad Fajri Ahmad Fawaid Ahmad Fawaid Ahmad Fikri Zulfikar Ahmad Fikriyadi Ahmad Hambali, Ahmad Ahmad Ijudin Ahmad Muhlisin Ahmad Muhlisin Ahmad Mutolib Ahmad Nasrullah Ahmad Prayogi S. Ahmad Rinaldi Ahmad Rizal Ahmad Saepudin Ahmad Satibi Ahmad Suhendri Ahmad Thoriq Susilo Ahmad Zuhair Aini Arifta Arwaz Aini Salsabila Aisy Afrilian, Rihhadatull Aji, Dwi Bayu Aji, Nurul Tri Sukma Aji, Wahyu Akbar, Dhafa Akbar, Muchamad Raffi Al Banjary, Muhamad Abdullah Maulana Malik Al-Ayufi Solehudin Alaudin, Mohamad Aldi Apriyadi Aldin Furqon Darmawan Aldo Alfarabi Dwi Karuniawan Alfian Anwar Alfrianto Pratama Ginting Ali Basir Alif Fikri, Muhammad Alifia Fatwa Hakim Alifia Puspaningsih Alpiyandi, Wanda Alvares Dace, Alfredo Alvin Malik Ibrahim Alvinda Shahrul Amanda Putri Amirulah Kaharudin Amsyah, Antomy Ana Fisca Lestari Anam, Zakiul Andhika Nove Rezki Andi Widiarto Andrey Agung Samui Andrey Sahara Andri Elistiawan Andri Ricat Sinulingga Andri Saputra Andrian Agustian Andrian Fakhrizal Andriansyah, Achmad Muzakih Andris, Ziska Andryani, Imas Andy Dwi Prasetyo Anggit Prastika Setiany Anggita Laksana Anggoro, Argo Tri Anisah Pitriyah Annafiyah, Ika Komala Annisa Zirhan Antomy Amsyah Anwar, Alfian Apriani, Anti Apriani, Tina Apriliyan Mahardika S. Aqil, Ahmad Ardiansyah, M. Virzy Ardiansyah, Moh. Ardiansyah, Muhammad Fadil Ardiansyah, Viky Arfira Trisna Devi Argo Tri Anggoro Ari Agus Supriyadi Ari Asyari Ari Irawan Ari Mumtaz Ari Sulistyo Wibowo Arianda Budiman Arief Kurniawan Arief Maulana Arief Rahman Arief Saputra Arief, Muhammad Syaiful Arif Ega Prakosa Arif Fiansyah Arif Rahman Arif Wahyudin Arinda Chintya Sari Ariska Fauzi Arisky Rahmatulloh Arwaz, Aini Arifta Arya Kurniasndi Arya Ramadhan Aryanto, Mukhlis As, Sodiqun Asep Muhammad Junaedi Asep Sucipto Indra Sukma Asrar Andrianto Putra Asshidiqie, Muhammad Astuti, Muji Atina Fahma Atina Fahma Rosyada Aulia Nurhuda Apriyand Awaludien Saputra Ayattullah Damalin Ayu Ernawati Ayu Sri Wulandari Azis Muslim Aziz Hafidu Azizah Azhaar Azmi, Ammar Baehaqi, Reza Anwar Sidiq Bagas Gemilang Riady Bagas Maulana Bagas Putra Pratama Bagas Riyadi Bagus Saputra Bagus, Alif Baharulloh, Muhammad Bakker Wilson Agus, Thomas Baleri, Primus Desideratus Bambang Santoso Bangun Suprianto Bashar Awaluddin Nafsah Basir, Ali Bastian Aji Prihantoro Bayu Aji Priyaungga Bayu Pamungkas, Wisnu Bayu Saputra Bayu Saputra Bekker, Thomas Berdiansyah, Muhammad Biantoro, Anif Bima Win Pane, Muhammad Bintang Fahrezi Bukhari Muslim Cepi Hidayat Chaisar Abi Choirul Kodri Christian Harta Wijaya Christiandrew Tjahja Citra Teguh Pratala Daffa Fauziran Dahri, Syamsul Damanik, Dearma Alam Damar Wicaksono Dandi Suherman Daniel Agustino Daniel Happy Putra Darmawansyah Dea Ramadhanti Dedi Yansah Dedy Priyatna Delfi Yuliana Tanu Dendi Deni Mulyadi Deni Pirmantara Dennis Eka Putra Deri Alpian Ramadhan Desire Alfiyah Tuffahati Devi, Yuliana Dewantara, Yulian Dhimas Maulana Hadi Dian Noviyanto Dicky Pratama Suryadi Dicky Wahyudi Dicky Wahyudi Diki Purnomo Aji Dilan Tri Ovandi Dimas Nugroho Dimiyati, Imtiyas Dinda Nur Ishma Diva Ikbar Rauf Dwi Bayu Aji Dwi Nur Febrianto Dwi Putra, Ade Dzaki Rozaan Dzulkipli Ebenhaezer Mahardhika Asyer Edi Setiawan Eggy Ryan Agvi Riansyah Eka Putra Pratama Eka Rahmat Mauluddin Eko Endar Nirmala Enjel Melani Nubatonis Erbi, Feriyano Erwanda, Agil Euis Syania Khafiffach Evi Prasetyani Ezza Eka Pramana Faclah Fadhila Cahya Ningrum Fadhlir Rahman Fadilah, Muhamad Ilham Fadillah Fahruddin Fadillah, Rico Fahmi Awaludin Fahmi Miftakhul Fuadi Fahmi Perdana Fahmi Ramadhan Fahrul Aji Kurniawan Fahry Noer Salam Faisal Amri Faisal Amri faisal rasyid Fajar Hardiansyah Fajari, Raihan Fandy Maulana Fani Apriyani Farhan Haidar Rabbani Farhan Khadafi Farhan Oktafiansyah Faroeq Althof Nuru Fathul Ghina Fathurrahman Fatiah Amelia Febri Yanto Febrian, Arief Febriani, Indah Dwi Febriansyah, Adi Febriansyah, M. Yoga Febryansyah, Feby Fefbi Septa Kristara Feriyano Erbi Ferizal Ferizal, Ferizal Fery Setiawan Fharadilla Rahmah Fiandi Firdaus, Alif Fifi Prasetia Firda Siti Humaidah Firmansyah Firmansyah Firyal, M. Dicky Fitri Yanti Fitriyana, Suci Fuad Zaki Galih Aria Sunarso, Muhamad Gathan Alfaridzi Hidayat Gema Bagustian Perdana Gilang Aditya Gilang Mahardhika Ibrahim Gilang Noor Cahyo Gusti Kanuraga Gustin Triani Habib Maulana Habibullah Habibullah Hadimas Putra, Prabu Hafidz Nifa, Muhamad Hafiz Ramadhan Hakim, Alifia Fatwa Hakim, Hanif Lukmanul Hakim, Ilham Abdul Hanaan Ridho Altamerano Handika Angga Prasetya Handy Nur Hani Setiani Hanum, Wira Shilviana Hapipah, Riska Happy, Aura Haqun Baitika Hardiansyah Hari Dwiguna, Raihan Harya Daffa, Muhammad Haryanto, Galih Haryono, Wasis Hasan Basri Hasan Basri Hayartudin Keliwawa Helmy Agus Pradita Hendra Bagus Setiawanto Hendra Setiawan Hendra Setiawan Herdiansyah, Aditya Tri Heri Setiawan Fauzi Heri Susanto Heriana, Alisa Heriyana, Nandito Hermawan Saputra Hidayat, Muhamad Syahrul Hilaludin Hilaludin Hilaludin, Hilaludin Himmatul Ulya Al Makassari Hizkia Bayu Wijaya Hoerudin, Dede Humaedi, Dedi Husaini, Vandy Sadam I Wayan Putra Ardhie Mardangga Ian Amukti Herlambang Ibnu Adha Shaleh Ichsan Zulfikar, Muhammad Idris, Maulana Ignasius Riandro Raul Ihda Setiaji Nugroho Ihsan Hanif Febriliyan Ika Komala Annafiyah Ike Indah Sriwahyuningsi Ikhwan Sukirman Ikhwan Sukirman Ikrar Panji Satrio ILHAM Ilham Aji Pangestu Ilham Bagus Vitriadi Ristianto Ilham, Aldi Arista Ima Prayudi Imam Muttaqin Imas Andryani Imtiyas Dimiyati Indah Riski Indika Hanjalah Indira Novi Yulianti Indira Putri Shahne Indrawan Iqbal Fahrozi Iqbal, Fadillah Irfan Alamsah Irfansyahfalah, Muhammad Irham Husin, Muhammad Irkham Shohibul Latif Irkhas Nusantara Irpan Kusyadi Irvansah Satria Pamungkas Irwan Ahussalim Isa Hermawan Ismail Abdul Jalal Ismail Adi Prayogo Ismail Ismail Ismail Ismail Iwan Setiawan Jabar, Abdal Jajang Tashika Jajuly, Rahdat Jepri Afrizal Jimmy Haryansyah Putra Jodi Iskandar Judin, Sirat Juhaendi Juhaendi Julian, Risma Julianto, Muhammad Rizky Juma Pra Yogi Ka'yibni Sibyan Kahfiansyah, Raihan Kaluku, Ramli Keliwawa, Hayartudin Kencana, Dewi Keumala, Wini Kevin Hadikusuma Khadafi, Farhan Khalil gibran Almaulidi Khantaqwa Amri Khoerunisa, Sita Khoiriyah Kholbi, Rimba Shifa Kholik, Nur Kiki Mahendra Kiki Yulianto Kinanti, Meitasya Putri Koswara, Robby Koswara, Yoga Krismadi, Adi Kristiawan Kristiawan Kumala, Shelee Fransiska Kurnia Putra Kusuma, Aditya Kusumawati, Syahvira Kusumawijaya, Theja Kyash Sabda Gusti Prabu Satmata Lestari, Ana Fisca Lestari, Chindy Lisda Amalia Listiyo Arief Nugroho Lukita, Muhammad Bagas Lutherman Perdana Hulu Luthfi Hanan Dio Samartha Luthfi Nurhaikal Luthtiansyah Luthtiansyah Luthtiansyah, Luthtiansyah M Syukur M. Adi Siswanto M. Dicky Firyal M. Ichtiar Romadhoni M. Virzy Ardiansyah M.Fikri Hidayat Maeylani, Winni Mahardika Paramarta Laia Mahdiaroji Mahdiyana Mahdiyana Mahya’il Ahmad Malik, Syafril Marcelino Mardangga, I Wayan Putra Ardhie Mardianto Triaji Maryono, Rio Masuhan Maulana, Fiqri Nanda Maulana, Hasan Mawasgenti, Putri Dinanti Mayrina Setiadi Meidiaz Satria, Rafly Meitasya Putri Kinanti Melisa Dwi Hestiani Meri Hendayani Misbakhul Anam Roziqin Moch. Iffan Fachri Risqullah Mochamad Ihwan Ridwan Faturrohman Moh Riza Ari P Moh. Ridzki Alif Maulana Mohamad Sopiyan Mohamad Yusup Yusup Mohammad Fahmi Muhamad Agel Rozali Muhamad Burhanudin Muhamad Derryanur Muhamad Dwiky Finastika Watimen Muhamad Fajar Muhamad Fakhri Alwan Muhamad Fikri Muhamad Hasbi Hasidiqi Muhamad Iqbal Halim Muhamad Kevin Attarshah Muhamad Mega Jihad Ramadhan Muhamad Rafli Mauludin Muhamad Ramdani Muhamad Ridzal Kahsbullah Muhamad Rio Ridawan Muhamad Rizki Ramadhan Muhamad Zein Akbar Muhammad Aditiya Muhammad Afif Muhammad Afrizal Nur Muhammad Alfarisz Muhammad Arvy Syahputra Muhammad Asrori Muhammad Baidawi Muhammad Burhan Muhammad Burhan Muhammad Daffatama Nopriliano Muhammad Fahmi Kashoif Muhammad Fahri Amriyahya, Tubagus Muhammad Faisal Muhammad Faqih, Aqil Muhammad Fauzan Sabana Muhammad Handika Riyadi MUHAMMAD HARIS Muhammad Irfansyahfalah Muhammad Iskandar Muhammad Ivan Prayogi Nugroho Muhammad Jukahpin Muhammad Kemal Qodrat Muhammad Noviadih Muhammad Nur Fauzi Muhammad Nur Rahman Muhammad Nurul Huda Muhammad Riswan Muhammad Rizki Eka Saputra Muhammad Rizky Muhammad Rizky Alrazyd Muhammad Rizky Darmawan Muhammad Rizky Julianto Muhammad Syaiful Arief Muhammad Yasir Muhammad Zuhri Muharto, Derry Bagus Muhlis Mujahidin Haqqoni, Bintang Muji Astuti Mukhlis Aryanto Mukhlis Hafidh Khoiriswanto Mukron Syahroni Mukti, Rizky Budi Munandar Munawaroh Munawaroh Munawaroh Munawaroh Murniati Mursito, Agung Musthofa Lutvi Mutolib, Ahmad Nabila Eka Rahmayanti Nafis Surya Wiguna Nahrowi Nahrowi Nanang Suhaemi Nanda Alfiando Meilana Nanda Noverdi Ruziki Nanda Risky Maulana Nandar Rustandar Nasrullah Nasrullah Nasrullah, Ahmad Naufal Musthofa, Muhammad Nazila Iva Sugianisa Nifa Abdillah, Muhamad Hafidz Niki Ratama Nina Amelia Silitonga Nisa, Aenun Nopedi, Pedi Novian Adhi Jaya Novitalia Novitalia Novitalia, Novitalia Noviyanto, Dian Nugroho, Ihda Setiaji Nugroho, Listiyo Arief Nugroho, Sulistiyo Nunu Ibnu Ripah Nur Hidayah Nur Hidayah Nur Hidayatulloh, Ade Nur Muhammad Arofiq Nur Oktavia, Azzahra Nur Wahyu Nur, Handy Nurman Dwi Sulistyo Nursafitri, Rika Nursalim Imron, Muhammad Nursimpati, Yum Leifita Nurul Fariz Nurul Justina Mahardianing Verdaningroem Nurul Mustofa, Muhamad Nurul Tri Sukma Aji Nurullia Novianty Nusantara, Irkhas Octavia, Indriyani Oetama, Wisnu OKI SAPUTRA Oktavio Selan, Matheos Opa Fauzi Ovandi, Dilan Tri Pambudi, Naufal Pandu Dewonoto Laut Santoso Pangestu, Adjie Parto Purba Pendi Septiana Perdi Pirdaus Pirdaus, Perdi Pirmantara, Deni Pitriyah, Anisah Pradita, Helmy Agus Prakosa, Arif Ega Pratama, Arnold Agusti Pratama, Arvin Arya Prayogi, Juma Priambodho, Anggra Primus Desideratus Baleri Priyatna, Dedy Priyaungga, Bayu Aji Puji Raja Bagus Kausar Purnama, Rendyka Purwadi, Tirto Putra, Alvin Pratama Putra, Dika Kurnia Putra, Eriansyah Mulya Putra, Kurnia Putra, Rediansyah Putra, Rizky Abiansyah Putri Dinanti Mawasgenti Putri Esa Suciati putri, amanda Putri, Sella Amelia Qorry Miftahul Hudda Rachmat Julianto Raden Muhamad Agung Trisakti Supriawan Radhitya, Ardieka Fahmi Rafa Ryan Rahastiani, Resta Rahma Saputri, Dwi Rahmad Danil Fajri Rahmadila, Laita Rahman, Fadhlir Rahmayanti, Nabila Eka Raja Fadhilah Hamdan Rama Dwi Saputra Ramadhan Al Furqon Ramadhana Eka Syahputra Ramadhani, Alya Ramadhani, Ardian Rizky Ramadhani, Farah Cahyana Ramdani, Dandi Ramdhania, Syifa Irhammi Rangga Andiyani Rani Rosada Ravi Aditya Pangestu Rayhan Alief Rizky Akbar Rediansyah Putra Reyven Ferdo Erlangga Reza Alif Anugrah Rian Rahman Al Aziz Riatma Putra, Bagas Richo Santana Rico Aulia Fahreza Ridho Hafizh Maulana Rifaldi Rifki Rahman Syaiful Rifqi Sahrul Romadhona, Muhammad Rifqi Taufiqurrohman Rika Nursafitri Riki Firmansyah Tanjung Riky Syawal Rimba Shifa Kholbi Rio Anggara Rio Ardy Milala Riris Lima Putri Riska Amalia, Asha Riski, Indah Risman Muhammad Hafidz Rita Yulianti Rizal Aji Saputro Rizki Fauzi Permana Rizki Gustianto Sidi Rizki Iqfan Apriliansyah Rizki Kurniawan Rizki Kurniawan, Rizki Rizki Nuryanto, Alif Rizky Ashiddiqia Rizky Budi Mukti Rizky Gimnastiar Rizky Prasetyo Adi Rizky Priadi, Ifal Rizky Tiwa Saputra Robby Jordan Rohmat Rohmat Rohmat Taufiq Romi Satria Wahono Rosyidah Astari Nur Ruly Suryana Rushadi, Ifan Ruslan Abu Honi S Sumarlin S., Ahmad Prayogi Saepudin, Ahmad Saiful Rohman Saiful Rohman Sajida Nur Hasannah Sakdi, Muzammil Salman Siregar Salomo, Niko Salwa Juani Adrasah Sandi Hidayat Ikhsan Juni Sanni Pramushinto Santoso, Pandu Dewonoto Laut Saputra, Ade Sony Saputra, Andi Kusuma Saputra, Bagas Saputra, Herdiansyah Saputra, Muhammad Rizki Eka Saputro, Aziz Saputro, Rizal Aji Sari, Aulia Kurnia Sartika Lina Mulani Satibi, Ahmad Satmata, Kyash Sabda Gusti Prabu Satria Pratama, Dhaffa Satria Putra Laksmana Satrio, Ikrar Panji Seiman Gee Selamet Nur Baladdil Amin Selly Nur Holifah Septa Septa Septiana, Pendi Setiany, Anggit Prastika Setiyadi, Yusnar Sevhia Khoirun Nisa Shaleh, Ibnu Adha Sholihah, Aiymatus Sifa Nafista Hairul Rozak Sinta Nuriyah Sinulingga, Andri Ricat Sita Aryanti Sita Khoerunisa Siti Aisah Siti Aisah Siti Rika Yulistina Solihin Solihin Solly Aryza Sri Mulyati Sri Mulyati Subhan, Fajrial Suci Fitriyana Suciati, Putri Esa Sudesi, Ziki Sugeng Gunantio Sugiana, Egi Suhaemi, Nanang Sukma Manggar Suci Putri Sukma, Verdian Ramadika Sulkhan, Sulkhan Surya Adji Pangestu Surya Bernada, Rifqi Suryana, Ruly Susilo, Ahmad Thoriq Sutresna, Jaka Syahdan , Muhammad Syahroni, Mukron Syahrul Al-Rasyid Syahrul Ramdani syahrul, muhammad Syahvira Kusumawati Syaidatul Soffa, Anggita Syaifu Ramadhan SYAIFUL BAHRI Syamsul Dahri Syawal, Riky Syifa Irhammi Ramdhania Syifa, Annis Syifa, Zia Syukron, Muhammad Tabah Adi Wiguna Tabah Yulistio Tashika, Jajang Tasya Nurul Hidayah Teti Desyani Teuku Raja Muhammad Zaki Theja Kusumawijaya Theola Putra Djunaedy Tiara Aninditha Tika Nurmala Tina Apriani Tirto Purwadi Tri Permono, Galeh Tri Rahayu, Ayu Ubaydillah Ujang Yahya Yunus Umul Musfiroh Nurali Usep Irvan Nugraha Vadlan Febrian Verolia Yunita Putri Viky Ardiansyah Vini Delviani Vivi Amalia Indah Fitriani Wahid Fathpni, Agus Wahidar, Agung Wahyu Iskandar Wahyu Saputra, Rikky Wahyudi, Wahyudin Wahyudin Wahyudi Waisul Kurni Wawan Setiawan Widiarto, Andi Wijaya, Christian Harta Winarno, Irgi Winda Liana Sari Wira Shilviana Hanum Wulandari, Ayu Sri Yahya Nur Yanto Yahya Nur Yanto YAHYA NUR YANTO Yasmin, Afifah Yedidiya Sorayana Mendrofa, Nisan Yeremias Dala Sula, Yohanes Yoga Koswara Yoga Pratama Yosanny Ferdino Rizkyansyah Yudha Eka Saputra Yulia Sahara Yuliana Devi Yulianti Yulianti Yulianti Yulianti Yulianti Yulianti, Indira Novi Yulistio, Tabah Yusuf Amien Cahyo Mustiko Zaenal Abidin Zaenal Abidin, Arya Zainudin Zainudin Zaki Satwika Widyadhana Zia Syifa Ziki Sudesi Ziska Andris Zuhair, Ahmad Zuhri, Muhammad Zuhry, Faqih Adhilla