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Pelabelan Klaster Fitur Secara Otomatis pada Perbandingan Review Produk Rozi, Fahrur; Wijoyo, Satrio Hadi; Isanta, Septiyan Andika; Azhar, Yufis; Purwitasari, Diana
Jurnal Teknologi Informasi dan Ilmu Komputer Vol 1, No 2 (2014)
Publisher : Fakultas Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (711.042 KB)

Abstract

Abstrak Penggunaan review produk sebagai suatu sumber untuk mendapatkan informasi dapat dimanfaatkan untuk mengoptimalkan pemasaran suatu produk. Situs belanja online merupakan salah satu sumber yang dapat digunakan untuk pengambilan review produk. Analisa terhadap produk dapat dilakukan dengan membandingkan antara dua buah produk berbeda berdasarkan fitur produk tersebut. Fitur dari suatu produk didapatkan melalui ekstraksi fitur dengan metode double propagation. Fitur yang terdapat dalam sebuah review sangat banyak serta terdapat beberapa kata yang memiliki arti yang sama yang mewakili suatu fitur tertentu, sehingga diperlukan suatu pengelompokan terhadap fitur tersebut. Pengelompokan suatu fitur produk dapat dilakukan secara otomatis tanpa memperhatikan kamus kata, yaitu dengan menggunakan teknik clustering. Hierarchical clustering merupakan salah satu metode yang dapat digunakan untuk pengelompokan terhadap fitur produk. Pengujian dengan metode hierarchical clustering untuk pengelompokan fitur menunjukkan bahwa metode average linkage memiliki nilai recall dan f-measure yang paling tinggi. Sementara untuk pengujian pelabelan menunjukkan bahwa semantic similarity antar fitur lebih berpengaruh dari pada kemunculan fitur di dokumen. Kata kunci: clustering, fitur produk, pelabelan Abstract Product review can be used as a source for acquire information and to optimize the marketing of product. Online shopping sites are one of source that can be used to get product reviews. Analysis of the product can be done by comparing two different products based on product’s features. Features of a product can be obtained through extraction of features with double propagation method. In the product review there are many feature that can be found, and there are some words that have the same meaning which represents a particular feature, so we need a grouping on the feature. Hierarchical clustering is one method that can be used for grouping the features of the product. Based on testing, hierarchical clustering method for grouping feature indicate that the average linkage method has the highest recall and f-measure. As for testing in labeling indicates that the semantic similarity between features is more influential than the appearance of features in the document. Keywords: clustering, features of the product, labeling
IMPLEMENTASI MODEL PEMBELAJARAN BERBASIS MASALAH (PROBLEM- BASED LEARNING) DENGAN PENDEKATAN SAINTIFIK UNTUK MENINGKATKAN HIGHER ORDER THINKING SKILLS PADA MAHASISWA PRODI PGSD FIP UNIMED Ananda, Lala Jelita; Rozi, Fahrur; Simanihuruk, Akden; Mailani, Elvi
SCHOOL EDUCATION JOURNAL PGSD FIP UNIMED Vol 7, No 4 (2017): SCHOOL EDUCATION JOURNAL PGSD FIP UNIMED
Publisher : SCHOOL EDUCATION JOURNAL PGSD FIP UNIMED

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (468.706 KB) | DOI: 10.24114/sejpgsd.v7i4.8094

Abstract

Penelitian ini dilakukan di PGSD FIP Unimed dengan tujuan untuk meningkakan Higher Order Thinking Skills mahasiswa PGSD FIP Unimed. Berdasarkan hasil penelitian diperoleh, pada kelas kontrol denganmenggunakanmetodeceramahdiperoleh data dengan rata-rata hasil belajar 79.08 sedangkandenganmodel pembelajaran Problem Based Learning dengan Pendekatan Saintifikdiperoleh data rata-rata hasil belajar adalah 83.03.Berdasarkanperhitungandiperoleh data Fhitung> Ftabel yaitu 6,53 > 2.67 maka Ho ditolak dan dapat disimpulkan terdapat perbedaan yang signifikan implementasi model problem- based learning dengan Pendekatan Saintifik dalam meningkatkan Higher Order Thinking Skills.
The Influence of Professional Competence and Working Environment to The Teachers Performance of The Economic Teachers in Senior High School At Pemalang Regency Through Their Working Motivation Pujiastuti, Sri; Murwatiningsih, Murwatiningsih; Rozi, Fahrur
Journal of Economic Education Vol 6 No 2 (2017): November 2017
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/jeec.v6i2.19301

Abstract

This study aims to analyze the influence of professional competence on the performance of economic teachers, professional competence on the performance of economic teachers through work motivation, work environment on teacher economic performance, work environment on teacher economic performance through work motivation, and work motivation on teacher economic performance. Analytical techniques used descriptive analysis and path analysis. The results showed that there is a positive and significant influence of professional competence on teacher economic performance of 17.8%. Professional competence on teacher economy performance through work motivation is 28%. Working environment on teacher economics performance amounted to 41.2%. Work environment on teacher economy performance through work motivation of 77.7%. Motivation of work on teacher economic performance equal to 48,2%. The conclusion of this study is the teacher performance is getting better when the professional competence of a teacher is better, the total value is greater than the direct influence of professional competence to the economic teachers performance, the better working environment makes the better teacher economic performance, the total value is greater than the direct influence of the work environment to the economic teacher performance, and the more economic teachers have a high work motivation, the better their performance.
Improving Economics Education Student’s Interaction Ability in Business English Through a Task - Based Approach (Opinion Gap Activity) Rozi, Fahrur; Oktarina, Nina
Dinamika Pendidikan Vol 13, No 1 (2018): June 2018
Publisher : Fakultas Ekonomi, Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/dp.v13i1.15114

Abstract

This research aims to find out the effectiveness of learning using a Task-Based Approach (Opinion-Gap Activity) in order to enhance student’s interaction and communication ability in Business English (Speaking Skills). This research analyzed 20 Bilingual Class students of Economics Education Department, Office Administration Education Study Program, Economics Faculty of Universitas Negeri Semarang (UNNES). This research was a class action research and implemented two cycles. The data collection technique used primary data and secondary data. The implementation of a Task-Based Approach (Opinion Gap Activity) in Business English learning is very effective for students in order to enhance the student’s interaction and communication ability in Business English. Then, this model of learning also increases students’ self-confidence when they communicate in English. In other words, student’s speaking skills in English is improved. In addition, it also enhances lecturer’s ability to manage Business English learning and enhances student’s activities and attention during learning process.
Financial Literacy Development Strategy by Using Students’ Engagement Intensification Approach Pangestika, Mirza Anindya; Yanto, Heri; Rozi, Fahrur
Journal of Economic Education Vol 7 No 2 (2018): December 2018
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/jeec.v7i2.27529

Abstract

The rapid advance of global economy and the increasing diversity financial product and service types force every individuals to have a good financial literacy in order to achieve prosperous live. The purpose of this study is to identify student engagement contributions as a form of learning process for the development of financial literacy. Academic challenges, active learning, student-staff interaction, enriching education experiences, and supportive learning environments are used to measure student engagement in financial learning (SEFL). While financial knowledge, financial attitudes and financial behavior are used to measure financial literacy (FL). This study uses quantitative assessors. The population is 241 students while the sample size is 150 students. The number of samples is determined by using the Slovin formula, while the sampling technique used is proportional random sampling. The data collection techniques used are tests and questionnaires. While the data analysis techniques used are descriptive analysis, Pearson correlation, canonical correlation and regression. The results of the Pearson correlation analysis show that all SEFL factors possitive correlate with FL factors. Then the results of canonical correlation analysis show that the covariate of SEFL factors has a correlation with the canonical variable (FL). Furthermore, the results of the regression test (t-test) show that most of the SEFL factors have a significant contribution in developing students’ financial literacy.
The Influence of Service Quality on Loyality with Satisfaction, Trust and Corpaorate Image as Intervening Variables in Rukun Tani Village Cooperative Unit in Pageruyung District Kendal Regency. Maeriyana, Maeriyana; Soesilowati, Etty; Rozi, Fahrur
Journal of Economic Education Vol 8 No 1 (2019): June 2019
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/jeec.v8i1.30185

Abstract

KUD (Village Cooperative Unit) becomes the main pillar of rural community’s economy which is a forum for the development of various rural community activities organized by and for the community itself. Therefore, support from various parties is needed to improve the progress of the KUD especially for its members to always be loyal to each of its business unit. The objective of the study is to analyze and identify the loyalty of members of the Rukun Tani Village Cooperative Unit who were influenced by the quality of service through satisfaction, trust and corporate image. The research method used is quantitative approach. The study population is 365 members and the sample is 191 members. The sampling technique used is proportional sampling. While the data analysis techniques used are descriptive analysis and path analysis. The results of path analysis showed that service quality has a direct effect on satisfaction, trust, corporate image, and loyalty. The service quality influences loyalty indirectly through satisfaction. The quality of service influences loyalty indirectly through trust. The quality of service influences loyalty indirectly through corporate image.
APLIKASI PUPUK CAIR LIMBAH BAGLOG PADA PENINGKATAN PRODUKSI TANAMAN SAWI UNGGUL LIMAN (Brassica juncea L.) rozi, Fahrur; Astutik, Astutik; Sutoyo, Sutoyo
Fakultas Pertanian Vol 4, No 2 (2016)
Publisher : Universitas Tribhuwana Tunggadewi

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Abstract

Penelitian ini bertujuan untuk mengevaluasi pengaruh pupuk organik cair limbah bag log pada peningkatan produksi tanaman Sawi Liman (Brassica Juncea L). Penelitian ini dilaksanakan dalam bentuk percobaan lapangan yang dilakukan di Kampus Universitas Tribhuwana Tunggadewi Malang. Waktu pelaksanaan dimulai pada bulan November 2014 sampai Januari 2015. Penelitian ini menggunakan Rancangan Acak Kelompok (RAK) Tunggal dengan 6 (enam) Level perlakuan, yaitu C0 = Kontrol, C1 = 5 ml.l-1 air, C2 = 10 ml.l-1 air, C3 = 15 ml.l-1 air, C4 = 20 ml.l-1 air dan C5 = 25 ml.l-1 air dan diulang sebanyak 4 kali (empat), masing-masing perlakuan terdiri dari 5 polybag, sehingga secara keseluruhan jumlah populasi terdapat 120 tanaman. Variabel yang diamati adalah: Tinggi tanaman, jumlah daun, bobot basah tanaman dan bobot kering Tanaman, bobot basah akar dan bobot kering akar tanaman yang akan diambil pada saat panen. Hasil penelitian menunjukkan bahwa perlakuan terbaik adalah perlakuan C2 = 10 ml pupuk organik cair limbah bag log yang dicampurkan dengan 1 liter air menghasilkan bobot segar lebih tinggi yaitu (55,99 g) dan yang rendah adalah pada perlakuan C1 = 5 ml dengan hasil rerata (35,16 g).
APLIKASI PUPUK CAIR LIMBAH BAGLOG PADA PENINGKATAN PRODUKSI TANAMAN SAWI UNGGUL LIMAN (Brassica juncea L.) Rozi, Fahrur; Astutik, Astutik; Sutoyo, Sutoyo
Fakultas Pertanian Vol 4, No 2 (2016)
Publisher : Universitas Tribhuwana Tunggadewi

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

Abstract

Penelitian ini bertujuan untuk mengevaluasi pengaruh pupuk organik cair limbah bag log pada peningkatan produksi tanaman Sawi Liman (Brassica Juncea L). Penelitian ini dilaksanakan dalam bentuk percobaan lapangan yang dilakukan di Kampus Universitas Tribhuwana Tunggadewi Malang. Waktu pelaksanaan dimulai pada bulan November 2014 sampai Januari 2015. Penelitian ini menggunakan Rancangan Acak Kelompok (RAK) Tunggal dengan 6 (enam) Level perlakuan, yaitu C0 = Kontrol, C1 = 5 ml.l-1 air, C2 = 10 ml.l-1 air, C3 = 15 ml.l-1 air, C4 = 20 ml.l-1 air dan C5 = 25 ml.l-1 air dan diulang sebanyak 4 kali (empat), masing-masing perlakuan terdiri dari 5 polybag, sehingga secara keseluruhan jumlah populasi terdapat 120 tanaman. Variabel yang diamati adalah: Tinggi tanaman, jumlah daun, bobot basah tanaman dan bobot kering Tanaman, bobot basah akar dan bobot kering akar tanaman yang akan diambil pada saat panen. Hasil penelitian menunjukkan bahwa perlakuan terbaik adalah perlakuan C2 = 10 ml pupuk organik cair limbah bag log yang dicampurkan dengan 1 liter air menghasilkan bobot segar lebih tinggi yaitu (55,99 g) dan yang rendah adalah pada perlakuan C1 = 5 ml dengan hasil rerata (35,16 g).
The Effect of Financial Compensation, Job Stress, and Job Promotion on Employee Performance Through Job Satisfaction at PT. MNC Vision in Central Java Siregar, Ahmad Surkati; Yanto, Heri; Rozi, Fahrur
Journal of Economic Education Vol 8 No 2 (2019): December 2019
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/jeec.v8i2.32637

Abstract

The purpose of this study is to examine the effect of financial compensation, job stress, and job promotion through job satisfaction at PT. MNC Vision in Central Java. The method used in this study is a quantitative method using path analysis. The total population in this study is 198 employees at PT. MNC Vision in Central Java which is located in 12 branch offices spreaded in Central Java. The results obtained in this study are financial compensation has a significant effect on employee performance, job promotion has a significance effect on job satisfaction, and job promotion has a significance effect on financial compensation. In addition, from this study also obtained results that job satisfaction and promotion do not have a significance effect on employee performance, while financial compensation and job stress also do not have a significance effect on job satisfaction. Besides, the result shows us that financial compensation and promotion do not have a significance effect on job stress.
METODE SIKLIS DAN ADAPTIVE NEURO FUZZY INFERENCE SYSTEM UNTUK PERAMALAN CUACA Rozi, Fahrur; Sukmana, Farid
JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Vol 1, No 01 (2016)
Publisher : STKIP PGRI Tulungagung

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (582.689 KB) | DOI: 10.29100/jipi.v1i01.20

Abstract

Perubahan cuaca yang seringtidak menentu menjadikan cuaca tidak dapat diperkirakan kondisinya di masa yang akan datang. Sehingga dalam penelitian ini digunakan sebuah metode yang dapat meramalkan kondisi cuaca dalam rentang waktu beberapa bulan mendatang, yaitu Metode Siklis dan Adaptive Neuro Fuzzy Inference System (ANFIS) untuk peramalan cuaca. Data yang digunakan berasal dari BMKG Karangploso, Malang dengan menggunakan empat buah parameter yang mempengaruhi kondisi cuaca, yaitu suhu, tekanan udara, kelembapan udara, dan kecepatan angin. Selain penggunaan ANFIS dalam penelitian ini juga akan digunakan metode Siklis untuk meramalkan nilai parameter cuaca. Performa model ini dapat dimaksimalkan dengan menggunakan nilai laju pembelajaran 0.3 yang menghasilkan tingkat akurasi mencapai 76.67 %.
Co-Authors , Waliyul Maulana Siregar A. Hasyim, Umar Al Faruq A.A. Ketut Agung Cahyawan W Aan Ikhsananto, Aan Abdul Rohman Abdurrachman Faridi Abdurrahman Faridi Admaja Dwi Herlambang, Admaja Dwi Afriadi, Putra Agus Triyono Ahmed, Ihsan AKDEN SIMANIHURUK Alareefi, Emran Ali Alfatih, Muhamad Alfatih, Muhammad Alfiqri, Fahmi Almiatullah, Almiatullah Amelia, Yuni Amiseno, Gurit Cokro Anam, Afdolul Andre Rachmat Scabra Andrikasmi, Sukamarriko Anis, Meutia Anisa, Rindy Annisa Rahmawati Anshar, Fitrah Aulia Ansor, Mohamad Khoirul Anugerahuriyahdini, Anugerahuriyahdini Apiek Gandamana Ariadi, Ahmad Aristo Mansen, Ernest Ariyani, Nindya Putri Arrasyid, M. Rusli Arsila, Faiza Aryani, Oktianti Dwi Aryarta, Anggih Restu Astuti, Novy Tri Wahyu Astutik Astutik Atunnisa, Rifa' Aulia Putri Ayuni, Cindy Azhar Baijuri, Achmad Chairul Anwar Chairunnisa, Nadya Zulfa DAITIN TARIGAN Damanik, Maysi Imelda Tiarani Damrah Damrah, Damrah Darliana Sormin DEMMU KARO-KARO Detristia, Debby Detu, Siti Sofiati Dewi, Nofia Sari Puspita Diana Purwitasari Didit Kurniadi Djoko Widodo Dwi Anggani Linggar Bharati Dwi Astutik, Nurul Dwi Uswatun Sholikhah Eka Kartika Silalahi Eka Margareta Sinaga Ellianawati, Ellianawati Elly Rustanti Elvi Mailani ELVI MAILANI Emilda Firdaus Eny Siswati Erianti Erianti Etty Soesilowati EVA BETTY SIMANJUNTAK Fadila, Nurul Faisal Faisal Fakhrun Nisa Fiddaroini Farid Sukmana, Farid Faujiah, Faujiah Fauzi, Kms. M. Amin Fegasanti, Prahda Alifa Feriyansyah Feriyansyah Fitri Nurdianingsih Fitriani, Irma Fitriansyah, Aidil Fitriyah, Erna Tsalasatul Gaja, Rawalan Harapan Gevi Melliya Sari Ginting, Mia Melisa Br Gultom, Erdiana Hadzik, Muhamad Irfan Hafizi, Auliyan Hakim, Muhammad Nur Halimahtussakidah, Halimahtussakidah Halimatusakdiah, Halimatusakdiah Halimatussakdiah Halimatussakdiah Hapsari, Christianti Tri Haq, Mahsa Dliyaul Harahap, Hafni Meylani Hartono Hartono Hartono, Fabyo Aryasena Hartono, Rudi Haryanti, Ayuni Tri HASANAH, FARIDATUL Hasanah, Hardiatun Hastuty, Yenni Hayati, Rasona Pooza Hendi Pratama Heri yanto Hibatullah, Samsudin Nawar Husna, Maulidatul Hutagaol, Gian A.P. Hutauruk, Ruth Magdalena Imleesh, Mohammed Mahmoud Mohammed Irsan Irsan Iskandar, Joko Issy Yuliasri Istislam Istislam, Istislam Izwita Dewi Juhadi Juhadi Kaplale, Tasim Karisma Dwi Ana Kartika Rinanda Katharina Rustipa Khairani, Ummu Hamidah Khairunnisa Khairunnisa Khasanah, Ana Meilyani Khusnatul Khatimah, Dewi Fitriah Khusnul Khoirina, Amanatun Kholid Fauzi, Ahmad Kholid, Kholid Khowatim, Khusnul Kusuma, Ria Nata Kusumaningtyas, Cecilia Putri Kusyani, Asri L, Eva Dwi LALA JELITA ANANDA Langah, Sibghatullah Larasati, Afina Praba LAURENSIA MASRI PERANGINANGIN Laurensia, Laurensia Lestari, Dinda Linggar Bharati, Anggani Lubis, Fauziah Lubis, Samsidar Lumbessy, Salnida Yuniarti Maeriyana, Maeriyana Maeriyana, Maeriyana Mahanani, Dwi Herwindha Maharani Ekowati, Vivin Manurung, Imelda Free Unita Marlina Widiyanti, Marlina Maulidhea Melina, Jennie Muawanah, Fani Hindun Mubarak Mubarak Muhammad Wildan Shohib Muhammad Yusuf Muhammad, Shah MUHARRINA HARAHAP, MUHARRINA Muhsin Muhsin Muhtador, Moh Muhyiddin, Sulthon Muksana Pasaribu Munfaati, Rukmana Munthe, Andre Christian Munthe, M.Ridho Pratama Murwatiningsih Murwatiningsih, Murwatiningsih Musliadi, Ricki Mustofa, Triono Ali Muthohharoh, Setyani Rohmatul Naeklan Simbolon Nanang Bagus Sasmito Nanik Suryani Nareswari, Ardha Zahro Nasokha, Ildsa Maulidya Maratus Natali, Ruth Natalia Silalahi, Natalia Nazira, Ayesha Shifa Niken Subekti Nina Oktarina Nur Hudayah, Nur Nurfadilla, Nurfadilla Nurhairani Nurhairani, Nurhairani NURMAYANI NURMAYANI Nurul Puspita, Nurul Oktafiani, Elisa Oktaria, Suci Rahma Oktavia, Lenny Pangesti, Ayu Widi Pangestika, Mirza Anindya Pangestika, Mirza Anindya Panggabean, Tri Utami Panggayuh, Vertika Peramudiya, Dea Ayu Perangin-Angin, Halimatusakdiah Perangin-angin, Laurensia M. Pitnawati . Prawijaya, Septian Prawito . Puji Astuti Purba, Nadia Syahputri Purwanto, Muhammad Bambang putri , Ayu Rolita Putri, Ayu Rolita Putri, Stephanie Priyanto Rahayu, Eva Nur Rahmi Siregar, Dina Aulia Rahmita, Sherinna Alya Ramadani, Fadilah Ramadhani, Wafiq Azizah Rambe, Al Hilal Hamdi Rambe, Yulfa Syahdina Rasyid, Mugni Al Rejeki, Atun Sri Rembrandt, Rembrandt Retno Dwi Suyanti Rifa'atunnisa, Rifa'atunnisa Rini Susanti Wulandari Riski, Muhammad Ade RISMA SITOHANG Rizaliannor, Muhammad Abijar Robbi, Shofa Dai ROBENHART TAMBA Rofiqoh, Ulya Rohmah, Ihwan Rizki Fathur Romadhoni, Sugeng Rukmini , Dwi Rusdarti - S Siswanto Safa’at, Muchamad Ali Safitri AR, Sri Wahyuni Safwah, Raiva Samingan, Ahmad Sandy Arief Santoso, Firman Saputro, Danang Eko Saqifanty, Awanda Bramantika Sari, Apriani Kartika Sari, Putri Komala Sari, Ratih Ayu Mustika Sari, Septiani Kartika Sari, Yayak Kartika Sarwi - Satrio Hadi Wijoyo SEMBIRING, MASTA MARSELINA Sembiring, Putri Kristianti br Septiyan Andika Isanta Setiawan, Malika Andini Setyani, Yohana Setyanto, Heru SIDIK SIREGAR, FAJAR Sihombing , Betty Agatha Sihotang, Lastri Simamora, Rich Lazuwan Venansius Simanihuruk , Lidia Simanihuruk, Lidia Simanihuruk, Lidia Sirait, Albert Pauli Siregar, Adinda Istiqomah Siregar, Ahmad Surkati Siregar, Arifin Siregar, Miftahul Hidayah Sitanggang, Andri Siti Fatimah Sonika Maulana Sorta Simanjuntak, Sorta Sri Mustika Aulia Sri Pujiastuti Sri Wahyuni Sri Wuli Fitriati Sriadhi Sriadhi, Sriadhi Subairi Subairi Sugeng Purwanto Suhono Suhono, Suhono Sukanda Husin Sulis Rochayatun Sumarni . Suryono, Wiwid Sutoyo Sutoyo Sutrisno, Andy Syaharani, Salma Akmaliah Syahputri, Adela Chairani Syahroni, Mohammad Rezza Syamsoe, Rafif Mallow Dwi Syarif Husin Tambunan, Husna Parluhutan Tarigan, Christine Dahliana Br Tarigan, Emmelo Theresya Br Tarigan, Mutiara Sani TARUKAN, I MADE DENNY Taurina, S Tawary, Dhiayuddin Dzulfikar W Thohiriyah Tri Handayani Try Wahyu Purnomo Tulhosiyah, Ayijah Ulandari, Nanis Umar Umar Unita Manurung, Imelda Free Unita, Imelda Free Usada, Bagus Usman, Khairul Uswatun Sholikhah, Dwi Vendi Eko Kurniawan Wahyudi Rahmat Wahyuni, Rahmi Nur Baity Widhiyanto Widiyanti, Anik Widiyarto, Angga Wijayanti, Dewanti Citra Wildansyah lubis, Wildansyah Winara Winara Winarti, Muncar Winiasri, Linda Yasa, Kadek Nuarta Yeasy Agustina Sari, Yeasy Agustina Yufis Azhar Yuliasri , Issy Yuliati - Yuni Astuti Yusnadi Yusron Abda'u Ansya Zahranie R.S, Qatrunnada Fitri Zainal Abidin ZAINUDDIN M Zainuddin, Zainuddin Zayani, Nur Ainun Zuleha, Rahayu Nur Zulhidayat, Muhammad