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Riset dan Inovasi Peternakan JENIUS (Jurnal Ilmiah Manajemen Sumber Daya Manusia) Instructional Development Journal Jurnal Varian Journal of Issues in Midwifery Jurnal Ilmu dan Teknologi Kesehatan El-Ghiroh : Jurnal Studi Keislaman Syntax Idea Iqtishodia: Jurnal Ekonomi Syariah BISEI: Jurnal Bisnis dan Ekonomi Islam SOSCIED JURNAL KOULUTUS CERMIN: Jurnal Penelitian JURNAL PENELITIAN PERAWAT PROFESIONAL JURNAL KAJIAN VETERINER Jurnal PORKES Dinasti International Journal of Digital Business Management Abdimas Galuh: Jurnal Pengabdian Kepada Masyarakat JIIP (Jurnal Ilmiah Ilmu Pendidikan) PINISI Discretion Review TECHNO-SOCIO EKONOMIKA InPrime: Indonesian Journal Of Pure And Applied Mathematics Jurnal Infortech Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Paedagogy ESTIMASI: Journal of Statistics and Its Application Jurnal Agrotropika JMK Jurnal Manajemen dan Kewirausahaan Jurnal Inovasi Pembelajaran Kimia (Journal Of Innovation in Chemistry Education) MEANS (Media 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PENGARUH UMUR TERHADAP INFESTASI PARASIT SALURAN PENCERNAAN DAN BOBOT TUBUH KAMBING SABURAI DI KELOMPOK TANI MAKMUR II DAN MUTIARA TANI KECAMATAN GISTING Absor, Ulil; Hartono, Madi; Qisthon, Arif; Siswanto, Siswanto
Jurnal Riset dan Inovasi Peternakan (Journal of Research and Innovation of Animals) Vol 6 No 3 (2022): Jurnal Riset dan Inovasi Peternakan: Agustus 2022
Publisher : Department of Animal Husbandry, Faculty of Agriculture, University of Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jrip.2022.6.3.266-272

Abstract

Penelitian ini bertujuan untuk mengetahui pengaruh umur terhadap infestasi parasit saluran pencernaan dan bobot tubuh kambing Saburai di Kelompok Tani Makmur II dan Mutiara Tani di Kecamatan Gisting. Materi yang digunakan dalam penelitian ini adalah kambing Saburai sebanyak 106 ekor yang diambil sampel feses dan dianalisis di Balai Veteriner Lampung serta dilakukannya penimbangan bobot tubuh. Metode yang digunakan dalam penelitian ini adalah survei. Variabel yang diamati adalah infestasi parasit saluran pencernaan yang dianalisis untuk mencari rata-rata tingkat infestasi dan bobot tubuh yang dianalisis menggunkan Anova dengan pola tersarang. Sebanyak 106 ekor sampel kambing Saburai dengan rincian 51 ekor berumur <1 tahun dengan rincian 1 ekor (1,96%) kambing tidak terinfestasi memiliki bobot tubuh 19 kg, positif Eimeria 44 ekor (86,27%) dengan rata-rata bobot tubuh 18,61 kg, serta positif Eimeria dan cacing saluran pencernaan sebanyak 6 ekor (11,76%) dengan rata-rata bobot tubuh 17,66 kg, kemudian sebanyak 55 ekor kambing berumur >1 tahun dengan data negatif parasit saluran pencernaan 5 ekor (9,09%) memiliki rata-rata bobot tubuh 59,70 kg, positif Eimeria 38 ekor (69,09%) dengan rata-rata bobot tubuh 53,76 kg, serta positif Eimeria dan cacing saluran pencernaan sebanyak 12 ekor (21,82%) dengan rata-rata bobot tubuh 52,41 kg. Hasil penelitian menunjukkan bahwa perbedaan umur berpengaruh sangat nyata P≤0,01 terhadap bobot tubuh
PENGARUH SUPLEMENTASI TEPUNG KROKOT (Portulaca oleracea) TERHADAP TOTAL SEL DARAH PUTIH DAN DIFERENSIAL SEL DARAH PUTIH KAMBING JAWARANDU (Capra aegagrus hircus) Setiawan, Fani; Erwanto, Erwanto; Suharyati, Sri; Siswanto, Siswanto
Jurnal Riset dan Inovasi Peternakan (Journal of Research and Innovation of Animals) Vol 6 No 3 (2022): Jurnal Riset dan Inovasi Peternakan: Agustus 2022
Publisher : Department of Animal Husbandry, Faculty of Agriculture, University of Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jrip.2022.6.3.234-241

Abstract

Penelitian ini bertujuan untuk mengetahui pengaruh suplementasi tepung Krokot (Portulaca oleracea) terhadap total sel darah putih dan diferensial sel darah putih. Penelitian ini dilaksanakan pada Februari-Maret 2021 di Kelompok Ternak Rambon Asri, Desa Rejo Asri, Kecamatan Seputih Raman, Kabupaten Lampung Tengah, Provinsi Lampung. Pemeriksaan sel darah putih dan diferensial sel darah putih dilaksanakan di Balai Veteriner Lampung. Rancangan percobaan yang digunakan adalah Rancangan Acak Lengkap (RAL) dengan 4 perlakuan dan 5 ulangan. Perlakuan yang diberikan yaitu ransum basal (P0), ransum basal dengan suplementasi 5% tepung Krokot (P1), ransum basal dengan suplementasi 10% tepung Krokot (P2), dan ransum basal dengan suplementasi 15% tepung Krokot (P3). Data yang diperoleh dianalisis menggunakan analisis ragam dengan taraf nyata 5% dan apabila diperoleh hasil berbeda nyata dilanjutkan dengan uji lanjut polinomial ortogonal untuk mengetahui dosis pemberian tepung Krokot terbaik dalam ransum. Hasil penelitian menunjukkan bahwa perlakuan suplementasi tepung Krokot berpengaruh nyata (P<0,05) terhadap total Neutrofil dan berpengaruh sangat nyata (P<0,01) terhadap total sel darah putih dan Limfosit, tetapi tidak berpengaruh nyata (P>0,05) terhadap Monosit. Didapatkan dosis terbaik suplementasi tepung Krokot optimum pada sel darah putih, Limfosit dan Neutrofil berturut-turut yaitu 3,01% kg/BK ransum, 8,34% kg/BK ransum, dan 10,51% kg/BK ransum.
Perbandingan Metode Seasonal ARIMA dan Extreme Learning Machine dalam Prediksi Produksi Padi di Sulawesi Selatan Jamal, Rini; Baso, Andi M Alfin; Andi Febriyanti; Sitti Sahriman; Siswanto, Siswanto; Yunita, Andi Isna; Angriany, A. Muthiah Nur; Rahim, Rahmiati; Fadil, Muhammad
ESTIMASI: Journal of Statistics and Its Application Vol. 6, No. 2, Juli, 2025 : Estimasi
Publisher : Hasanuddin University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20956/ejsa.v6i2.45821

Abstract

South Sulawesi is one of the provinces that significantly contributes to national rice production. Therefore, accurate forecasting of rice production is crucial for food security planning and agricultural policy-making. This study aims to compare the performance of the Seasonal Autoregressive Integrated Moving Average (SARIMA) and Extreme Learning Machine (ELM) methods in predicting rice production in South Sulawesi. SARIMA is a statistical forecasting method effective for data with seasonal patterns, while ELM is a machine learning approach capable of handling complex relationships among variables with high computational speed. Rice production data from the Central Statistics Agency (Badan Pusat Statistik) were used to evaluate the accuracy of both methods. The evaluation was conducted using forecasting error metrics such as Mean Absolute Percentage Error (MAPE). The results show that the SARIMA(1,1,0)(1,1,0)12 model outperformed ELM in predicting rice production in South Sulawesi. This is indicated by a lower MAPE value of 19.937%, compared to 21.632% for the ELM method.
Panel Data Regression Modeling with Weighted Least Squares Method Using Fair Weights Ferdiansyah, Muhammad; Raupong, Raupong; Siswanto, Siswanto
Jurnal Varian Vol. 8 No. 2 (2025)
Publisher : Universitas Bumigora

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/varian.v8i2.4392

Abstract

Panel data regression is a robust method for analyzing relationships between dependent and independent variables by combining time-series and cross-sectional data. Its reliability hinges on key assumptions, particularly homoscedasticity. Violations, known as heteroscedasticity, lead to inefficient estimates and biased inference, as estimators fail to meet the Best Linear Unbiased Estimator criteria. The Weighted Least Squares (WLS) method addresses heteroscedasticity by weighting observations based on the inverse of their variance. WLS assumes prior knowledge of the heteroscedasticity structure, which is often impractical, creating gap in evaluating its effectiveness compared to alternative methods. The purpose of this study is to examines life expectancy in South Sulawesi as the dependent variable, with expected years of schooling, per capita expenditure, and average years of schooling as independent variables. The research methode used WLS with reasonable weighting, successfully addressing heteroscedasticity. The fixed-effects model was identified as the most appropriate, with an R-squared of 99.45%. Life expectancy was explained by the model. Results shows all variables positively and significantly influence life expectancy. In conclusion, the WLS method effectively overcomes heteroscedasticity in panel data regression, providing reliable estimators. This study highlights the importance of method selection in panel data analysis and offers insights for policymakers aiming to improve life expectancy in South Sulawesi.
MASALAH EIGEN DAN EIGENMODE MATRIKS ATAS ALJABAR MIN-PLUS Rahayu, Eka Widia; Siswanto, Siswanto; Wiyono, Santoso Budi
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 15 No 4 (2021): BAREKENG: Jurnal Ilmu Matematika dan Terapan
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (514.39 KB) | DOI: 10.30598/barekengvol15iss4pp659-666

Abstract

Eigen problems and eigenmode are important components related to square matrices. In max-plus algebra, a square matrix can be represented in the form of a graph called a communication graph. The communication graph can be strongly connected graph and a not strongly connected graph. The representation matrix of a strongly connected graph is called an irreducible matrix, while the representation matrix of a graph that is not strongly connected is called a reduced matrix. The purpose of this research is set the steps to determine the eigenvalues and eigenvectors of the irreducible matrix over min-plus algebra and also eigenmode of the regular reduced matrix over min-plus algebra. Min-plus algebra has an ispmorphic structure with max-plus algebra. Therefore, eigen problems and eigenmode matrices over min-plus algebra can be determined based on the theory of eigenvalues, eigenvectors and eigenmode matrices over max-plus algebra. The results of this research obtained steps to determine the eigenvalues and eigenvectors of the irreducible matrix over min-plus algebra and eigenmode algorithm of the regular reduced matrix over min-plus algebra
AGGLOMERATIVE HIERARCHICAL CLUSTERING ANALYSIS IN PREDICTING ANTIBACTERIAL ACTIVITY OF COMPOUND BASED ON CHEMICAL STRUCTURE SIMILARITY Siswanto, Siswanto; Syahrir, Nur Hilal A
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 16 No 4 (2022): BAREKENG: Journal of Mathematics and Its Applications
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (490.231 KB) | DOI: 10.30598/barekengvol16iss4pp1441-1452

Abstract

Resistance to antibiotics is increasing to alarmingly high levels. As antibiotics are less effective, more infections are becoming more complex and often impossible to treat. Numerous antibiotics discovered in marine organisms show that the marine environment, which accounts for over half of the world's biodiversity, is a massive source for novel antibiotics and that this resource must be explored to identify next-generation antibiotics. This research aimed to predict antibacterial activity in marine compounds using a computational approach to reduce the cost and time of finding marine organisms, extracting, and testing numerous unknown marine compounds' bioactivities. We used a simple unsupervised learning approach to predict the biological activity of marine compounds using agglomerative hierarchical clustering. We mixed antibiotic drug data in DrugBank Database and chemical compound data from marine organisms in literature to compile our dataset. We applied five linkage methods in our dataset and compared the best method by assessing internal validation measurement. We found that the Ward with squared dissimilarity matrix is the best method in the dataset, and ten compounds from 73 compounds of the marine compound are determined as potential marine compounds which have antibacterial activity.
SENTIMENT ANALYSIS OF MERDEKA BELAJAR KAMPUS MERDEKA POLICY USING SUPPORT VECTOR MACHINE WITH WORD2VEC Rezki, Nurul; Thamrin, Sri Astuti; Siswanto, Siswanto
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 17 No 1 (2023): BAREKENG: Journal of Mathematics and Its Applications
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (352.972 KB) | DOI: 10.30598/barekengvol17iss1pp0481-0486

Abstract

Sentiment analysis is a data text analysis that classifies data into positive and negative sentiments. This study aims to obtain the results of sentiment classification related to Merdeka Belajar Kampus Merdeka policy on Twitter using support vector machine algorithm with Word2Vec feature extraction. Support Vector Machine is a classification algorithm that separates data classes using the optimum hyperplane. Text data used in sentiment analysis must change its numerical form by performing feature extraction. In this study, the feature extraction used is Word2Vec which represents words in vector form. Data in this study are tweets with the keyword "Kampus Merdeka" uploaded on Twitter as many as 10000 tweets. After preprocessing text data, data used to analyze sentiment was 1579 tweets. Sentiment classification resulted in classification model accuracy 89.87%, precision 91.20%, recall 84.44% and F-Measure 87.68%. Classification sentiment using support vector machine with Word2Vec feature extraction in this study produces a good model.
THE EXISTENCE OF SOLUTION OF GENERALIZED EIGENPROBLEM IN INTERVAL MAX-PLUS ALGEBRA Siswanto, Siswanto
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 17 No 3 (2023): BAREKENG: Journal of Mathematics and Its Applications
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/barekengvol17iss3pp1341-1346

Abstract

An eigenproblem of a matrix is where and . Vector and are eigenvector and eigenvalue, respectively. General form of eigenvalue problem is with , . Interval maks-plus algebra is and equipped with a maximum ( and plus operations. The set of matrices which its component elements of is called matrices over interval max-plus algebra and denoted by . Let , eigenproblem in interval max-plus algebra is with and . Vector and are eigenvector and eigenvalue, respectively. In this research, we will discuss the generalization of the eigenproblem in interval max-plus algebra. Especially about the existence of solution of generalized eigenproblem in interval max-plus algebra. Keywords: interval max-plus algebra, generalized eigenproblem, the existence of the solution.
SPATIAL MODELING IN DATA PANELS WITH LEAST SQUARE DUMMY VARIABLE TO IDENTIFY FACTORS AFFECTING UNEMPLOYMENT IN INDONESIA Amil, Sri Indriani; Thamrin, Sri Astuti; Siswanto, Siswanto
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 17 No 3 (2023): BAREKENG: Journal of Mathematics and Its Applications
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/barekengvol17iss3pp1381-1392

Abstract

Unemployment is a serious issue that must be addressed. Unemployment has a negative impact on the national economy, making economic growth unpredictable. In 2015, Indonesia was ranked third with the highest unemployment rate in ASEAN. It is estimated that the unemployment rate in each province of Indonesia is influenced by the surrounding provinces. Therefore, spatial modelling on panel data with Least Square Dummy Variable (LSDV) is needed to identify factors that influence unemployment in Indonesia. The data used is Open Unemployment Rate (OUR) data and influencing factors are population, average length of schooling, Gross Regional Domestic Product (GRDP) rate, and Human Development Index (HDI) in 34 provinces of Indonesia from 2015 to 2020. Spatial model on panel data with appropriate LSDV for OUR data are Spatial Autoregressive Model (SAR) and Spatial Error Model (SEM). The SAR model with fixed effects has an value of 90.289%, which is greater than the SEM model with fixed effects (82.708%) and LSDV model (87.864%). The root mean square error value for SAR model with fixed effects is 0.58951, less than SEM model with fixed effects (0.78669) and LSDV model (0.65903). The best model is the SAR model with fixed effects. Based on this model, the factors that influence OUR in Indonesia from 2015-2020 are obtained, namely the rate of GRDP and HDI.
PERFORMANCE COMPARISON OF K-MEDOIDS AND DENSITY BASED SPATIAL CLUSTERING OF APPLICATION WITH NOISE USING SILHOUETTE COEFFICIENT TEST Akbar, Taufiq; Tinungki, Georgina Maria; Siswanto, Siswanto
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 17 No 3 (2023): BAREKENG: Journal of Mathematics and Its Applications
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/barekengvol17iss3pp1605-1616

Abstract

Cluster analysis is a technique for grouping objects in a database based on their similar characteristics. The grouping results are said to be good if each cluster is homogeneous, and can be validated using the silhouette coefficient test. However, the presence of outliers in the data can affect the grouping results, so methods that are robust to outliers are used, such as K-Medoids and Density-Based Spatial Clustering of Applications with Noise. The purpose of this study is to compare the results and performance of the two methods using the silhouette coefficient test on data on human development indicators in South Sulawesi Province in 2021. The results of the analysis show that K-Medoids produced 2 groups, namely the districts/cities group which has indicators of human development that consist of 21 districts/cities, and the high group, which consists of 3 districts/cities, while Density-Based Spatial Clustering of Application with Noise produces 1 group that has the same characteristics, which consists of 19 districts/cities, and the remaining 5 districts/cities are identified as noise. Based on the silhouette coefficient test, K-Medoids have a greater value than Density-Based Spatial Clustering of Application with Noise, namely 0,635 and 0,544, respectively, so that K-Medoids have better performance.
Co-Authors 12.5202.0161 Daniel Yeri Kristiyanto A'yun, Vina Qorrotu AA Sudharmawan, AA Abdan Rahim, Abdan Abdia, Hikma ABDU RAHMAN BACO, ABDU RAHMAN Abdul Rouf Abdulloh, Najib Abdur Rahman Abimanyu, Iqbal Kresna Absor, Ulil Achmad Sani Supriyanto Achmad Zubaidi Febriansyah Achmad, Adang Darmawan Adawiyah, Robiyatul Ade Irma Ade Lenawati Adhel, Fadilah Amirul Adhi Wibowo, Gusti Ngurah Adi Yusuf Setiawan, Adi Yusuf Adiwena, Bartolomeus Yofana Adiyono Adnan Hendra, Adnan Adnyana, Ida Bagus Nararya Primastana Adri Supardi, Adri Afriadi, Deni Afrianti, Zulvina Afriany, Evi Afrinaldi, Rolly Agastia, Praspati Agatha Saputri Agestiningrum, Restu Agil Nanggala Agung Warsito Agus Hermawan Agus Setiyawan Agussyarif Hanafie Agustina, Hylda Putri Agustinus Budi Santoso Ahamed, Forbis Ahmad Djalaluddin Ahmad Muhlisin Ahmad Muktamar B Ahmad Saifudin, Ahmad Ahmad Zaki Mubarok, Ahmad Zaki Ainani, Muhammad Aisy, Maitsaa Rihhadatul Aisyah Tri Retno Ariadianti, Aisyah Tri Retno Aisyah, Aulifia Nisak Aiu Viollani, Kity Akbar, Muhamad Tri Akhlida, Syifa Khairina Akhmad Azmiardi Akhmad Taufiq Akhmad, Bachruddin Ali Akhsan, Tiara Annisa Akirman, Akirman Akmal Djamaan Al Ahmadi, Khumairotul Zahroh Al Anshory, Fadhil Al Islami, Muhammad Fiqri Al-Mubdi, Muhammaad Abid Alaidrus, Salim Alam, Sohbat Alex Kurniawandy Alfajri, Novi Zain Alfarizi, Wawan Alfarizki, Aksal Alfaruq, Fahmi Fadhilah Alhajj, Irfan Qowwiyul Aziz Alhuda, Dinda Yusri Ali Muhson Alinse , Rizka Tri Alinse, Rizka Tri Aliyah, Fadilatul Amali, Muhlas Amalia Mentari Djalumang Amil, Sri Indriani Aminatun Aminatun Amir, Indra Tjahaya Amirul, M. Ardi Amirul, Muhamad Ardi Amrazi Zakso Anam, Rifat Shafwatul Andi Anwar, Andi Andi Febriyanti Andi Hamim Zaidan Andi Kresna Jaya Andik Prakasa Hadi ANDRI KURNIAWAN Anggita Bunga Anggraini Anggraini, Alfina Dwi Anggraini, Syatia Duwi Angriany, A. Muthiah Nur Ani Widayati Anna Islamiyati Annisa Indah Pratiwi Annisa Nurrachmawati Ansharullah ansharullah Apriana Apriana Apriani, Imelda Nur April Gunawan Malau Aprilia, Intan Bella Aprilinda, Tara Aprinsa, Roki Aravik, Havis Ardiansyah, Abimanyu Prastyo Ardianto, Bagus Putra Arfan, Muh. Indirwan Arfandi, Muh. Amri Ari Saputro Ari Saputro, Ari ARI SUPARWANTO Arif Hidayat Arif Qisthon Arif Rahman Hakim Arif, M D Arifah, Tutik Arifianto, Deny Arisandy, Poppy Arisanty, Poppy Arisona, Dian Christien Ariyanto, Novy Arlina Azka Arman, Agym Nastiar Armanu Thoyib Arsana, I Putu Yogi Arsul, Muhamad Rizki Artania Adnin Tri Suma Arum Darmawati Ashidqy, Abdul Zalil Ashwad K, Hajratul Asri Karolina, Asri Asrianti, Tanti Assabil, Fadli Fikri Assaiq, Muhammad Royhan Astuti, Wahyu Tri Atang Sutandi Atha, Nasruddin Atiana, Sari Atwa, Arie Aulia, Rahma Aulia, Windi Ayati, Nufasilul Ayubi, Rahman Tri Ayudhia Rachmawati Ayuningtyas, Tantri Raras Ayunisa, Dini Arifa Azhari, Fitri Azizah, Aryanti Nur B, Herman Badrawati, Kadek Susi Bagus Sugiarto, Kurniawan Baharuddin, Jukri Bahroyni, Ahmad Bahrun Bahrun Bakti Wisnu Widjajani Bambang Subali Bambang Sujatmoko Barid, Miftah Baso, Andi M Alfin Baso, Andi M. Alfin Basuki Hari Prasetyo Basuki Sumawinata Basundari Sri Utami Beti, Ila Yati Birawa, F R Buana Suhurdin Putra Buddy Riyanto Budi Sutrisna, Budi Budi Usodo Budiyono Budiyono Busroni, Busroni Caesar, Nadia Nazwadiah Cahya Fahrurozi, Anindhita Cahyanti, Putu Yunika Cahyo Yusuf cahyono, didik Chatarina Umbul Wahyuni Christine Wibhowo, Christine Colvin, Kathryn Dakhlan, A Dakhlan, Akhmad Danang, Danang Daniwijaya, M Edwin Widyanto Dany Elisa Victory, Dany Elisa Darmawan, Igeny Dwiana Darmono Taniwiryono Darus, Umi Davala, Muhammad Ridzky Delima Delima Deni Afriadi Derajat, Derajat Deri Kusmadeni Desi Tri Utami, Desi Tri Desy Hajizah Dewantara, Anaz Bima Dewantari, Nuryunita Dewi Fortuna Ayu Dewi Purnama Sari Dewi Yustiana Dewi, Amalia Kusuma Dewi, Yossie Kharisma Dharmawan, Dadi Dian Handayani Dian Kurniawati Dian Normalitasari Purnama Dian Permana, Dian Dian Septinova Dini Florina Dini Sofarini Djamaludin, Heder Djati Kusdiarto Djony Izak Rudyardjo Djony Izak, Djony Izak Domas Fitria Widyasari Dominikus Rato Dono Wahyuno DWI ANDREAS SANTOSA Dwi Aryanti Dwi Ori Herdianto, Dwi Ori Dwi Siswanto Dwijayanti Mutiara Sujaya, Sri Dwiyanti, Elsa Dzikri, Akhmad Dzulfikar Akbar Romadlon Edi Pornomo, Bambang Edi Yusuf Adiman Edwin Zusrony Edy Hariyadi Edy Supriyanto Edy Wibowo Efendi, Moch Efendi, Mutiara Putri Efriantho, Dodi Ega Trisna Rahayu Egytama, Muhammad Octavian Eka Ary Wibawa Eka Jevri Karnanda, Eka Jevri Eka Putri, Virny Zasyana Ekasari, Yustia Ekayanti, Ni Luh Ayu Eko Prasetyo Rohmawan Eko Risdianto Eko Suryana Elga, Chirstin Eli Susanti Eli Trisnowati Eliza, Veta Ellianawati, Ellianawati Ema Rachmawati Endang Sulastri Enggar Prastyo Eny Enawaty Erfan, Erfan Eris, Deden Dewantara Erjisun, Erjisun Erlambang, Yaumil Putri Ermiyati Ermiyati, Ermiyati Ernawati Ernawati Erwanto Erwin Aditya Pratama Esthi Rahayu Esti Utarti Evaletrina Gracelita Marisda Fabela, Erica Fadila, Hana Fahrur Rozi Fakhrezi, Muhammad Azriel Fakhruddin Fakhruddin Farida Fathul Farida Nurhasanah Fatchur Rohman Fatikhiah, Fina Al Fatmawati, Siti Tika Fauzi, Manyuk Fauzi, Muhammad Sukron Fauzi, Rian Azmal Fauzi, Rian Azmul Fauziyah, Ridha Febri Yuliani Febrian Saputra Febriany, Arynika Febriyansar, Eri Ferdiansyah, Akbar Ferdy , Ferdy Filemon Filemon Firdaus, Indri K Firdaus, M. Rofiki Firmansyah, M. Hafiddin Firmanul Catur Wibowo Fitria, Nur Annisa Fitriani, Yessi Fitriyah, Fauziatul Florentino, Alfredo Jati Foeh, Nancy Diana Fransiscus, Raymond Fredricka , Jhoanne Fredricka, Jhoanne Fuad, Asril Furoidatul Husniah Galuh Rio Harto, Galuh Rio Ganewati Wuryandari, Ganewati Gata, Windu George Hardjanta Georgina Maria Tinungki Gibson Manalu Gunawan Gunawan Gunawan Pria Utama Gusmizain, Anggrina Gussamwang, Muhammad Habiahan, Renta Enjelina Habrio Ilva YR Hadi Siswoyo Halida Halida Halim, Donny HAPPY WIDIASTUTI Haq, Thariq Naufal Harahap, Hamdan Fauzi Hari Basuki Notobroto Hartono Hartono Harvey, Edwardo Haryanti, Novi Hasnah, Nur Hasriadi, Hasriadi Hastuti Kusreni, Hastuti Hasyim, Ammar Abdurrahman Haviki, Nando Hawari Nasution, M. Adlan Al Hay's, Riyan Naufal Hendra Taufik Hendri Rasminto Hendriyanto, Agus Hendro Subagyo Henny, Stepanus Herdhata Agusta Hermilinda Parera Herning Suryo Heru S.P. Saputra Heryenzus, Heryenzus Heryono, Firman Hidayati, Suci Hoque, Obaidul Huda, Muchamad Samsul Husni Mubarak Husni Syahrudin I Ketut Sumadi Ida Ayu Putu Sri Widnyani Ida Bagus Komang Ardana Ida Bagus Windia Adnyana Ida Rianawaty Idi Warsah Ifroh, Riza Hayati Ike Anggraeni Ikrar Pramudya, Ikrar Ilham, Mochamad Imaliya, Tri Imam Sapuan Imam Widodo Imron Imron, Imron Inayah, Ika Indra Kanedi Indriana, Nining Indriani, Alya Indriani, Dilla C Iqbal, Roihan Mohamad Ircham Robbaq Azwar, Ircham Robbaq Irfansyah Baharuddin Pakki Irirwanas, Intannia D Irma Megawati, Irma Irma Mustika Sari Irwan Fathurrochman, Irwan Irwan Irwan Iskandar Iskandar Islami, M. Fiqri Al Ismail Dwi Saputra Isnan Murdiansyah Iswandi Anas Chaniago, Iswandi Anas Iwan Harjono Utama Iwan Indrawan, Iwan Iwan Kurniawan Izzah Fadhilah Akmaliah Jamal, Rini Jan Ady Jan Ady Jayana, Thoriq Aziz Jazimatussoimah, Jazimatussoimah Juandita, Karina Natasya Juhana, Juhana Julaekha, Siti Julianto, Rahmat Juliswan, Arif Julyani, Dahliya Jumadi Jumadi Jumaini, Nuriska Junico, Vallery Ofelia K.F, Ayu Tifani Kadir, Yolanda Kahar Muzakhar Kalbuadi, Donny Nugroho Kalondeng, Anisa Kamba, Ismail Karami, Citra Kartika, Nanda Ajeng Kasa, Annuar Ramadhon Khabib Mustofa Khairil Khairil Khamim, Mohammad Khasanah, Usfatun Khidir, Muhammad Khoeir, Muhammad Irsyad Sirojul Khoirun Nisa, Rizqy Kholifah, Nor Khusnudin Khusnudin, Khusnudin Kiranti, Gabrilia Kiswari, Lusida kodirin, kodirin Koen Irianto Uripan Koko, Betri Kondy, Evlyn Pricilia Krisna Ananta, Kevin Krisnita Dwi Jayanti, Krisnita Dwi Kumala Sari, Yunita Kumelasri, Nanti Kuncoro, Wreda Agung Kurniadi, Moch Danu Kurniasih, Dede Dwi Kurniawan, Eko Arie Kurniawansyah, Arius Satoni Kurniawati Meylianingrum Kusuma Adhianto Kusuma, Anton Thista Kusumaningtyas, AD Kusumo, Haryo Kwartama, Agung Labanni, Arniati Labora, Muhammad Fahrur Razi Benduk Bin Laili, Nurus Sahari Larasati, Dwi Ina Larasati, Hindun Lemido, Ryo Lena Elfianty Leni Natalia Zulita Lestari, Ade Febrina Lidyana, Ayu Lilis Yuliati Liman Liman, Liman Lita Darmayanti Lovina, Fitri Lubis, Barata Sultan Lucie Widowati Luhur Wicaksono Luktyansyah, Insyiah Meida Luluk Fitriana Lusiana, Ayu Nita M. Andy Rudhito M. Anif M. Ghufron Chakim M. Sukarno M.Anif Ma’rufah, Fitri Setya Mabrur, Azas Madi Hartono Maemonah, Maemonah Mafaza, Octavia Ulya Maghribi, Sahmura Maula Al Magriyanti, Arie Atwa Maharani Ekowati, Vivin Mahendra Adhi Nugroho Maisaroh, Siti Maisaroh Siti Malik, Shazia manihar Situmorang, manihar Manora, Hecsa Manullang, Octa Ida Marasabessy, Masaalah Marcello Putra Hardani, Iqbal Mardani Mardani Mardani Sebayang Mardaniah, Mardaniah Marhamah, Emah Maria Helena Maridi Maridi Marinu Waruwu Mariska, Refi Mariyani, Anna Marjono Marjono Marleno, Risma Marliana, Nana Martin, Ade Mustika Maryaningsih, Maryaningsih Maryono Maryono Masita, Yeti Maspah, Maspah Masruroh1,2, Ah Yusuf3 , Nikmatur Rohmah4, Irfansyah Baharudin Pakki5 , Anita Dewi Prahastuti Prasojo6 , Qurnia Andayani1 , *Agung Dwi Laksono7 Masturi Masturi Masyhuri Mahfudz, Masyhuri Masyhuri Masyhuri Maulan, Puteri Anindya Maulana Irfani, Muhamad Irfan Maulinda, Riska Maya Sekar Wangi Maya Utami Dewi, Maya Utami Maylani, Dita Asri Ma’rifatin, Ma’rifatin Medriati, Rosane Mei Fita Asri Untari Meiryani, Meiryani Melani, Pipit Merinda Noorma Novida Siregar‬ Mesterjon, Mesterjon Miftah Hur Rahman Zh Miftahul Ulum Migi, Migi Migunani Migunani Milna Wafirah Milzam, Mardas Mintanawati, Nirwani Miolo, Alya Safira Irtiqa Miru, Christiani Natasya Misto Misto Moch. Malik Al Firdaus Mohammad Lutfi Mohammad Muchlis Solichin Mohd Anuar Ramli Mohd Farhan Md Ariffin, Mohd Farhan Momot, Alfaris Mubalus, Steni Feni Ema Mubarok, Achmad Ibnu Mubarok, Muhammad Alwi Mudjiatko, Mudjiatko Mufidah, Ummi Muh Ade Artasasta Muh Amri Arfandi Muh. Amri Arfandi Muhamad Rafiansyah Siregar, Valdi Muhamad Sholikhun Muhammad Abdul Aziz Muhammad Agus Muljanto Muhammad Amin Muhammad Anif Muhammad Fadil Muhammad Fariz Al'Fattah Muhammad Ferdiansyah, Muhammad Muhammad Hikam, Muhammad Muhammad Idris Muhammad Mirandy Pratama Sirat Muhammad Muchlish Huda, Muhammad Muchlish Muhammad Mury Syafei Muhammad Rivai Muhammad Walid Muhammad Yusran Muhtaruddin, Muhtaruddin Muhtarudin Muhtarudin Mujahidin, Esa Akhmad Mukhamad Najib Mukhidin Mukhlissul Faatih mulia sari, silvia ananda Mulyadi, Taufik Muna, Nailatul Munawwaroh, Alda Gemellia Mundofi, Ahmad Asron Murniani, Murniani Murniyanto Murniyanto, Murniyanto Mursida Mursida, Mursida Mursudarinah Mursudarinah Murti, Fajar Wisnu Murti, Fitri Nura Musa, Bulkis Musdalifah Musdalifah Muslikatun, Muslikatun Mustaqim, Rachmad Mustikawati, Farida Mustofa Mustofa Muthmainna, Alifah Mwakapemba, James Leonard Nabila, Desvika Yumna Naheria, Naheria Nailah, Fadia Naim, Tanti Asrianti NALLE, CARLES Y.A. Nanik Wahyuni ‎ Nanto Sriyanto, Nanto Narendro, Arsanto Naryaningsih, Agustien Nasrukhah, Umy Nastiti, Haswa Aulia NASUTION, HAFNI CHOLIDA Nasution, Jeki Nelfita, Yulia Nenden Susilowati Niken Purnamasari Nikmah, Firda Nilam Sari, Fatma Nindy Nurhalizah Ningrum, Indah Septiya Ningrum, Ririn Tri Puspita Nirwan Ilyas Nislawati, Ade Nopitasari, Nopitasari Novalia Novalia Novi Rahmawati Novie Susanto Ns. Diana Dayaningsih Nughthoh Arfawi Kurdhi, Nughthoh Arfawi Nugraha, Nabila Dwi Putri Nugraha, R. Andro Ziliyo Nugroho Arif Sudibyo Nugroho Sasongko Jati, Nugroho Sasongko Nugroho, Aris Sarwo Nugroho, Setio Nugroho, Wahyu Satrio Nunuk Hariani Soekamto Nunuk Sri Muktiati Nur Afifah, Wuri Nur Aini Nur Ainun Nabilah, Kharisya Nur Asnawi Nur Khoiriyah Nur Laila Meilani Nur Setiati, Farida Nur Wahid, Agus Nuraini Asriati Nurdin, Afifah Mutiah Nurditasari, Intan Nurfadilah Nurfadilah Nurfaiza, Sri Maya Nurfajriani, Nurfajriani Nurhamzah, Riani Dwi Nurhayati Nurhayati Nurhijriah, Nurhijriah Nuril Ukhrowiyah Nurlaela Muna Nurmana, Ayyub Hamdanu Budi Nurnawati NURTITI SUNUSI NURUL AZIZAH Nurul Rezki Nuryunita Dewantari Ocvanirista, Reza Deri Oeryana Agustin Widayanti Oetomo, Wateno Oktavia, Gumi Oktaviani, Ines Nathasia Pane, Majid Karim Panggabean, Anastasya Panggabean, Hendrix SB Pardiman Pardiman Periady, Effri Permady, Gigieh Cahya Permana, Anggit Permana, Dede Permatasari, Galuh Permatasari, Ulfa Prabandari, Radha Sita Pradana, Mahera Iman Pradani, Estri Aditya PRAKOSO, Haryo Tejo Pramuwardani, Nur Fitri Dwi PRANANDA, ADHIYAKSA Prasetyo, Basuki Hari Pratama, Asyraf Muntasir Pratama, Edo Dwi Pratama, Haqqi Rosi Pratama, Maulana Yoga Pratama, Ridho Agung Pratisna, Pompy Pratiwi, Aprilia Pratiwi, Fennysa Indrilla Prilanita, Yeni Nur Prima Wijayanti, Novida Priyadarshini, Rossyda Priyadi Priyadi Priyono Priyono Pulunggono, Heru Purba, Hindra Adi Putra Purbasari , Dita Anggi Purnama Edy Santosa Purnamasari, Nurlaili Purnomo Edi Sasongko Purwadi, P Purwanto Purwanto Purwanto, Purwanto Puspita Ningrum, Olivia Puspita, Tina Putra, Alfis Putra, Muhamad Yuanda Putra, Rio Marenda Eka Putranto Hadi Utomo Putri, Cahya Dwi Putri, Sherlly Oktavia Dwi Putri, Zakia Nur Ramadhani Qosidah, Nanik Qotadah, Hudzaifah Achmad Qutrotu'ain, Salsabila Rabbani, R N Raden Sutiadi RADIYANTO, INDRIYA Radyawanto, Aris Setyo Rahayu, Eka Widia Rahayu, Indah Tri Rahayuningrum, Lina Madyastuti Rahim, Rahmiati Rahimah, Hafilah Najwati Rahmadhani S, Salsabila Rahman, Adenarsy Avereus Rahman, Ashari Rahmat Hidayat Rahmat, Hasbur Rahmawati, Anita Dwi Rahmayanti, Desy Anugerah Ramadhan, Mario Surya Ramadhan, Muhammad Abdi Ramadhan, Surya Ramadhani, Nur Aliah Ramadhani, Reza W Ramazanu, Sheena Ramlan Silaban Randhi Saily Rangga Saputra, Hanip Rasena, Henda Ageng Rasyid, Herlina Rasyid, Sani Hadiyan Ratna Ermawati Raupong, Raupong Ref’ati, Ruvi Rejeki, Suprapti Reni Veliyanti Reza Saputra, Reza Rezki, Nurul Rhama Nurwansyah Sumarsono Rian Azmul Fauzi Rian Hidayat Rian Trikomara Iriana Ridwan, Agung Laksono Riefky Sungkar Rifai, Fuad Yanuar Akhmad Riftyan, Emma Rikza, Abdullah Rina Rahayu Rina Rahayu, Rina Rina Tri Agustini Rinaldi Rinaldi Rinjani, Nadinda Khoirunnisa Puri Ririn Angriani Ririn Arianti, Ririn Risdayanti, Rikha Nur Risva Risva Riva Ismawati, Riva Rivai, Mahfud Riyadi Riyadi Rizka Fiani Prabaningtyas, Rizka Fiani Rizqi Ilyasa Aghni Rizqi, Achmad Maulana Robbani, M. Akbar Maulana Robiatul Adawiyah Rochman, Mochammad Nurur Rofi’i, Imam Rohayanti, Rohayanti Rohman, Alif Nur Rohmat, Muhamad Syahrul Rohmawan, Eko Prasetiyo Rokhmawati, Ilma Eka Nur Rosmala Dewi Rosnawati Rosnawati, Rosnawati Rosyidah, Nala Khilmi RR. Ella Evrita Hestiandari Rubiyo Rubiyo Ruli Astuti Rusminah Rusminah, Rusminah Sa'idah, Ulya Sabirin, Rahmaningsih Mara Saefurrohim, Muhamad Zakki Safuri Musa Sagala, Yollanda Natalia Sahlan Sahlan Saiful Hadi Saimroh, Saimroh Sakila, Fanya Putri Salsabilah, Dwi Putri Samian Samsuddin Samsuddin Sandi, Kurnia Sandika, Fijai Dea Sanjaya, Arta Santoso Budi Wiyono sapri sapri Saputra R, Edy Saputra, Hanip Rangga Saputra, I Putu Yogi Saputra, Mahmud Yoga Saputra, Naldia Defa Saputri, Amelia Indah Saputri, Berliana Gina Saputri, Meidhea Reforma Saputri, Rhica Dhea Sari, Astari Pranindya Sari, Chintya Komala Sarjuni, Muhammad Sarwani Sarwani, Sarwani Sattya Arimurti Saturdayana, Made Sazena, Mayang Sekar Tuti Sekarningtias, Felia Oktaviana Selawa, Anastasia Vianna Sendi, Okni Aisa Mutiara Sepriani, Nilfi Septiani, Marini Septianisa, Septianisa Septiany, Ade Safira Setiani Setiani, Setiani Setiati, Farida Nur Setiawan, Fani Setio, S Setio, Slamet Setiyowati, Ririn Setyo Budi Santoso Sheila, Aldhea Siddik, A. Muh. Amil Simanjuntak, Valentino Sinaga, Irwan Nopian Singgih, Suwito Sirajang, Nasrah Sirat, M M P Siregar, Valdi Muhamad Rafiansyah Siregar, Valdi Muhammad Rafiansyah Sismanto Sismanto Siti Aminah SITI KHOLIFAH Siti Nur Soleha siti nurlela Sitti Sahriman Situmorang, Vincensius Soediantono, Dwi Soekarno Mismana Putra, Soekarno Mismana Soesi Idayanti Soleh, Mohamad Soraya, Zulfatus Sri Andriani Sri Astuti Thamrin Sri Astuty Sri Haryati Sri Nurhayati Sri Suharyati Sri Wahyuni Sriyono Sriyono Subandi Subandi Subari, Adrianus Junaidi Sudi, Ahmad Sudiansyah, Sudiansyah Sudirman Sudirman Sugiarto S Sugiarto, Kurniawan Bagus Suhendar, Akip Sukatman Sukatman Sulastri Sulastri Sumali, Bambang Sumarni Sumarni Sumarno . Sumaryanto Sumaryanto, Sumaryanto Sumindar, Dadan Sumpono, Imam Sunarya, Adi Supadi Supadi Supanji Setyawan, Supanji Supardi, Reno Supono, Ihsan Suprayitno , Eko Supriadi, Candra Supriyadi Wibowo Supriyono Supriyono Suraini, Fiyeri Suranti, Dewi Suriatno, Tommy Surmini, Surmini Surya Gumilar Susanti, Dewi Susi Susanti, Evy Tri Susanto, Rosya Mawaddah Susatyo Handoko Sutansyah, Sani Sutardi, Noercholish Madjid Sutarti Sutarti Sutikno, Sigit Sutirman Sutirman Sutisna Sutisna Sutomo Sutomo Sutoyo Sutoyo Sutoyo Sutoyo Sutrima Sutrima Sutrisno, Muhammad Adri Suwarni Suwarni Syah Putra, Andrian Ramadani Syahrio Tantalo Syahrir, Alam Syahrir, Nur Hilal A. Syaiful Anwar SYAIFUL BAHRI Syamsul Arifin Syed Jaafar, Syed Mohd  Jeffri Syifa, Nor Taher, Muhammad Tandiyo Rahayu Tarigan, Anjany Tasya Surabika Taufiq Akbar Tauristia Maydiana, Tauristia Teguh Rafian, Teguh Teguh Supriyanto Teguh Wiyono Tiana, Murni Tini, Tini Titik Maslikatin TITING, TRI FEYBERIATIMALINI REBA Titis Miranti, Titis Toibah Umi Kalsum Tri Astuti, Wahyu Tri Mulyono Tri Utami, Desi Tri Wibawa Tri Yulianto Tria, Lukis Trianna, Nurul Widji Trihono Trihono Trimaijon, Trimaijon Trimaijon, Trimaijon TW Wisjhnuadji, TW Tyas, Inno Cahyaning Ulfah, Mailani Ulfitasari Ulqia, Nindy Umi Hidayati Ummu Fatimah Ria Lestari, Ummu Fatimah Ria Usman Radiana Utama, Andiko Halim Utama, Fiqri Saputra Utama, Oktaviarum Slamet Utami, Puspa Indah Va, Hanny Sc Veithzal Rivai Zainal Veliyanti , Reni Vera Astuti, Vera Vika Yugi Kurniawan Vika Yugi Kurniawan Vivin Maharani Ekowati Wahyu Purwaningsih Wahyu, Syarifah Saptaning Wahyudi Wahyudi Wahyuna, Marisya Walid, Muhamad Wandari, Eny Lastio Wanti Mindari Wardani, Maya Larasati Donna wati, Diyah Sela Wibowo, Rakhmat Ari Wicaksono, Ahmad Tibrizi Soni Wicaksono, Bagus Aji Wicaksono, Owen Arif Widayati, Niken Tri Widiyaningrum, Retno Ayu Widodo, Muji Wijaya, Altoma Wijaya, Ermy Wijaya, Kemal Wijaya, Roma Wijayanti, Novida Prima Wijayanti, Sherina Wildana, Rizki Winarsa, Rudju Windari, Era Nurisa Windi Atmaka, Windi Wirastuti, Fita Wiworo, Wening Wiyanto - Wulandana, Caecaria Septa Wulandari Wulandari Wuryanto Wuryanto Yani Jane Yani Prabowo Yanuar, Ahmad Ismed Yanwirasti Yanwirasti Yayuk Sri Rahayu Yeni Sulastri Yohanna Lilis H Yolanda Darnaningrum Yonatan Alex Arifianto yono, Hari Aspri Yoshinta, Rolisda Yudha, Agung Raynason Yudhistira, Guntur Januar Yudhiyati, Ratna Yulantomo, Aris Yuli Fitrianto Yulia Indah Puspitasari Yuliansah Yuliansah Yulianto Yulianto Yunita, Andi Isna Yupianti, Yupianti Yusiran Yusiran, Yusiran Yusmarini Yusmarini Yusni Maulida Yusuf Muhyiddin Yusuf, Mohammad Taufik Yusuf, Rozi Zahri N.A, Ach Zainal Abidin, Irwan Shah Zainuddin, Zaraswati Dwyana Zakki Saefurrohim, Muhamad Zalukhu, Lefina Kristiani Zebua, Yarinidi Angel Zulfiandry, Ricky Zulfikar, Gilang