Coffee price forecasting has a significant role in preventing price fluctuations at a time. Therefore, a method is needed that can be used to forecast the price of coffee. This study discusses the analysis of coffee price forecasting using the Recurrent Neural Network – Long Short-Term Memory (RNN – LSTM) method. This study will be determined the best LSTM model that aims to get the results of forecasting the price of London robusta coffee with the smallest  Root Mean Square Error (RMSE) and Mean Absolute Percentage Error (MAPE) values. Using the LSTM model with units of 128 and dropouts of 0.1, forecasting the price of London robusta coffee has an RMSE value of 1,303 and MAPE of 3.53%. Therefore, the LSTM model can indicate the cost of London robusta coffee with an accuracy rate of 96.47%. 

The Covid-19 outbreak has changed the learning system in Indonesia from face to face to distance. This causes the practicum learning process to experience difficulties because the practicum requires a real laboratory so that practicum activities can be carried out. Therefore, to solve these problems through the development of virtual laboratory learning media containing Android-based PjBL to improve student understanding. The existence of a virtual laboratory allows students to carry out practical simulations through these learning media flexibly. The development method used is Successive Approximation Model 1 with 3 iterative stages, namely (1) Evaluate, (2) Design, and (3) Develop. The test results of user testing get a percentage value of 88.17% with a very valid category. It was concluded that the learning media developed was very feasible to use and quite effective in increasing the understanding of SMK students majoring in TKJ on Computer and Basic Network subjects.  

Kantor Pos Cimahi merupakan perusahaan BUMN yang bergerak pada bidang jasa pengiriman barang. Saat ini banyak perusahaan swasta yang bergerak dalam bidang jasa pengiriman barang, sehingga menyebabkan banyaknya pesaing bagi Kantor Pos Cimahi dan dapat menyebabkan pelanggan yang menggunakan jasa Kantor Pos Cimahi berkurang. Oleh karena itu diperlukan suatu sistem yang dapat membantu Kantor Pos Cimahi untuk dapat menentukan pelanggan potensial agar dapat diketahui pelanggan mana yang potensial sehingga dapat diberikan perlakuan khusus agar pelanggan tersebut tetap menggunakan jasa Kantor Pos Cimahi. Sistem yang dibangun menggunakan bahasa pemrograman PHP dan metode Algoritma C 5.0 yang merupakan salah satu algoritma pohon keputusan yang dapat membantu untuk menentukan pelanggan potensial. Penelitian menggunakan data transaksi periode bulan januari oktober 2020 dimana atribut yang digunakan yaitu bulan, nama perusahaan, jenis kiriman yang digunakan, jumlah transaksi selama sebulan, dan total uang. Hasil penelitian menunjukan bahwa algoritma C 5.0 mampu melakukan menentukan data pelanggan potensial dengan akurasi sebesar 96%.

Masculinity is a social construct often internalized in society through various forms, including literary works. This study aims to analyze the representation of masculinity in Boy Candra's novel Trauma, particularly through male characters interacting with the protagonist, Kimara. This research employs the approaches of literary sociology, gender theory, and trauma theory to understand how masculinity is depicted. Data were collected through a critical reading technique applied to the novel's text. The analysis reveals that masculinity is represented in various forms, ranging from emotional dominance to expressions of affection, as well as the influence of trauma in shaping gender dynamics. These findings emphasize that masculinity in Trauma is not an innate trait but a social construct influenced by emotional and social contexts. The study contributes to gender studies and Indonesian literature, while also enhancing readers’ understanding of the complexity of masculinity in literary works.

This article examines the accusations of PKI affiliation contained in the novel Ronggeng Dukuh Paruk Ahmad Tohari's work, with a literary sociology approach. This novel describes the lives of village communities are hit by social and political tensions after the incident G30S/PKI. Through the main character Srintil, a ronggeng who is trapped in stigma politics, this article analyzes how accusations of PKI affiliation affect social dynamics and culture in the village. The focus of this study is to understand how social elements, especially gender and the role of women in Batak custom, interact with greater political power, and how this is reflected in the novel's narrative structure. By using literary sociology theory, this research also discusses identity social and political aspects are formed through literary texts, as well as the implications of these accusations on the formation of morality and views of society at that time. Through analysis It is hoped that this article will contribute to the understanding of the relationship between literature, politics and social identity in Indonesia, especially in context post-1965 history.

Bahasa Indonesia, as the official language and primary means of communication in Indonesia, not only serves as a link between diverse ethnicities and cultures, but also as an effective medium for conveying democratic values ??to students. This study uses a qualitative method with a descriptive approach to understand the meaning behind the use of language in learning activities. The results of the study indicate that good mastery of Bahasa Indonesia can facilitate constructive discussions and interactions, support the teaching of democratic values, and create an inclusive learning environment. Through interactive learning strategies, prospective PPKn teachers can instill awareness of the importance of active participation in a democratic society, build mutual respect, and appreciate differences of opinion among students. This study emphasizes the importance of developing Indonesian language competence for prospective teachers as an effort to create a generation that cares and is responsible for national and state life.

This research analyzes the domestic problems raised in the novel Hanum & Rangga: Faith & the City using the perspective of Freud's theory. This novel depicts various conflicts that married couples often face, especially regarding gender roles, Islamic values, and the dynamics of a pluralist society. The background of the story shows the clash between personal ambition and household obligations experienced by the main characters, Hanum and Rangga, in the context of modern life in New York. This research aims to identify the internal and external conflicts faced by the main characters and understand the self-defense mechanisms used to overcome these problems. The method used is text analysis with a psychoanalytic approach to explore the psychological dynamics of the characters, including aspects of the id, ego and superego, in dealing with domestic conflict. Research findings show that the problems faced reflect the realities of modern domestic relationships, with a focus on the challenges of maintaining a balance between personal, professional and spiritual life. This research makes an important contribution in understanding how literary works can be a medium for reflection on the complexity of family relationships, as well as highlighting the relevance of Islamic values ??in building harmonious households in the midst of globalization.
 

Puskesmas Kosambi employs Non-PNS staff whose discipline, particularly regarding attendance and work location, needs to be evaluated. The previous manual attendance system was found to be ineffective in monitoring staff discipline. This study aims to develop a mobile-based attendance system equipped with GPS radius and selfie photo features to improve the accuracy and management of attendance. The GPS radius feature ensures that staff can only clock in within the designated area, such as the Puskesmas area, while the selfie photo feature verifies the identity of the staff member clocking in. This study involved 24 Non-PNS staff members and used the K-Means Clustering algorithm to group staff based on their discipline levels. The results showed that the system was effective in improving staff discipline, with 11 employees categorized as highly disciplined, 10 as moderately disciplined, and 3 as lowly disciplined. The implications of this study suggest that the implementation of a mobile-based attendance system can improve attendance monitoring and enhance work discipline at Puskesmas Kosambi.

The purpose of this study was to determine the internal and external factors of pepper farming development and to identify strategies for developing pepper farming in Wonuahoa Village, Lambuya District, Konawe Regency. This study was conducted from April to June 2024, in Wonuahoa Village, Lambuya District, Konawe Regency. The determination of the location of this study was carried out purposively, a method of determining the research area intentionally. The population in this study were all farmers who farm pepper in Wonuahoa Village, Lambuya District, Konawe Regency, where the number of farmers was 56 people. The sample determination was carried out by census, namely by taking all populations as research samples. The analysis uses the SWOT formula. Based on the results of the study, internal factors (strengths and weaknesses) are strength factors consisting of five strength factors while weakness factors consist of five strength factors and external factors (opportunities and threats) are opportunity factors consisting of six opportunity factors while threat factors are the fourth threat factor in the development of pepper farming in Wonuahoa Village, Lambuya District, Konawe Regency and the strategy for developing pepper farming in the research area shows that pepper farming is in the position of development strategy quadrant I (Aggressive Strategy) namely optimizing the high potential price of pepper in the market determined by certified seeds (S1-O1), The high enthusiasm of farmers will be able to use cultivation technology (S4-O4) and high farmer loyalty will create support from the government (S3-O6)

Personnel Leave Application Information System Application: The Personnel Leave Information System at the Batu Bara Regency Regional General Hospital is an application built for the web-based leave application process. This research was conducted on the Staff Leave Information System at the Regional General Hospital of Batu Bara Regency using research methods, namely the Observation method, Library Research, Field Research, needs analysis, system design, and system implementation. Use Case Diagram, Activity Diagram, Data Flow Diagram ( DFD), Sequence Diagram, Class Diagram. This application was built using software, namely the PHP programming language, HTML, CodeIgniter, Composer database used by MySQL. The application built operates on the Windows Operating System. The WEB-based Application for the Information System for Applying for Employee Leave at the Batu Bara Regency Regional General Hospital has helped the Batu Bara Regency Regional General Hospital in registering and informing employee leave applications quickly and accurately, and can also provide information to employees to find out whether the leave process has been approved or not. approved.