The increasing use of mobile devices has increased the risk of data theft, posing significant security challenges for individuals and organizations. This study proposes an early detection system for data theft on mobile devices using machine learning algorithms. The system is designed to identify suspicious patterns in application usage, network access, and CPU/memory activity, providing early warnings to prevent potential data loss. By employing algorithms such as Random Forest, Support Vector Machine (SVM), and Convolutional Neural Network (CNN), the developed models demonstrated significant performance: CNN achieved the highest accuracy of 95.1%, with a precision of 94.2%, recall of 93.5% , F1-score of 93.8%, and AUC-ROC of 0.96. Random Forest and SVM also showed competitive performance with accuracy rates of 94.7% and 92.5%, respectively. These findings highlight the high potential of machine learning algorithms for real-time detection of data theft threats, providing adaptive protection against evolving cyberattack methods. This approach offers a promising solution to strengthen mobile device security frameworks and safeguard user data against increasingly sophisticated cyber threats.

Maraknya tawuran antar gangster di malam hari membuat masyarakat menjadi resah untuk beraktivitas dengan bebas. Hingga di era saat ini, perempuan masih menjadi objek atau target utama tindak kriminalitas akibat stigma bahwa perempuan adalah kaum yang lemah.  Desa Batursari memiliki populasi sebesar 35.229 jiwa dengan sebaran jumlah penduduk perempuan sebanyak 17.625 jiwa sehingga memiliki kerentanan menjadi korban kriminalitas yang tinggi. Oleh karenanya, Tim Pengabdi berkolaborasi bersama Dinas Perempuan dan Anak (DP3AP2KB) Provinsi Jawa Tengah dan perangkat Desa Batursari untuk mengadakan kegiatan edukasi dan praktik dasar Muay Thai sebagai bentuk antisipasi terhadap terjadinya kriminalitas. Hasilnya, terjadi 67,7% peningkatan pengetahuan dan kapabilitas kaum perempuan masyarakat Desa Batursari dalam bidang perlindungan diri.

In this research the author took a study in the field of syntax. The syntactic survey in this research focuses on the types of transitive verb clauses in popular articles by Muh. Syahrul Padli in the April 2024 edition of the medium. This research aims to classify and analyze transitive verb clauses. This research is conducted with a synchronic approach that seeks to describe and provide the types and structures of clauses presented descriptively and qualitatively. The purpose of this study is to provide insight into the classification of verb clauses and provide examples of their classification in the description text in “Popular Articles by Muh. Syahrul Padli on Medium Masa Media April 2024 Edition”. Data collection in this research uses note-taking and listening/reading techniques. Data analysis techniques include data reduction, analysis, interpretation, and triangulation after which a conclusion is drawn. The data presentation technique is informal data presentation. From the data analysis, it can be concluded that some form of verb clauses in description texts, namely: transitive verb clauses. This article can be useful for students because it gives insight into the structured division of verb clauses and also the use of verb clauses in the article. 

The development of social media has a major influence on the lives of Muslim adolescents, especially in shaping their understanding and practice of religion. This study uses a semi-structured in- depth interview method with 10 adolescents aged 15-19 years in Jakarta and surrounding areas to explore the meaning of religion in the context of social media. The results show that religion is seen as a source of peace, moral guidance, and social identity, while social media acts as a means of education as well as a source of challenges in religious practice. This study concludes that critical guidance on the use of social media is needed by families and educators so that adolescents can interpret religion in a healthy way in the digital era.

Linguistics plays a crucial role in studying and understanding the structure of language, including in the context of Arabic. The Arabic language, with its complex system of morphology, syntax, and phonology, requires an in-depth linguistic approach to analyze its grammatical structure. This study aims to explore how linguistic theories, such as phonology, morphology, syntax, and semantics, contribute to understanding the basic structure of Arabic. Through linguistic approaches, a clearer and more structured understanding of sentence structure, word patterns, and the relationships between language elements can be achieved. This paper also discusses the challenges faced in applying linguistic theories to Arabic, as well as the importance of a linguistic approach in teaching Arabic to non-native speakers. The findings of this study are expected to provide broader insights into the role of linguistics in learning and teaching Arabic more effectively and systematically. 

This research discusses the impact of using 3D animation, especially using the Plotagon Studio application, on material on organizational movement towards independence at Cendana DDI Samarinda Middle School, which has several objectives: 1) To find out the procedures for implementing learning with 3D animation using the Plotagon Studio application. 2) to find out how teachers and students respond to learning using 3D animation, especially with the Plotagon Studio application at SMP Cendana DDI Samarinda. The type of research used is qualitative descriptive research which includes data collection, data reduction, data presentation, and drawing conclusions. The results of this research reveal that when using the Plotagon Studio application there are several procedures that need to be carried out. Apart from that, there were responses obtained from teachers and students regarding the use of 3D animation videos and the use of the Plotagon Studio application at SMP Cendana DDI Samarinda.

Language as an object of linguistic study is an arbitrary sound symbol system used by members of a social group to cooperate, communicate, and identify themselves. Language has several characteristics or properties as follows: Language is a system, Language is in the form of symbols, Language is sound, Language is meaningful, Language is arbitrary, Language is conventional, Language is productive, Language is unique besides being universal, Language is dynamic, and Language is humane and varied. One of the advantages of humans is the intellect that is inherent in every human being. Human intellect can be used and empowered with the help of language. Including in everyday life, anyone or anywhere, humans as social beings cannot avoid the use of language, either in writing or orally. As a linguistic science, linguistics has experienced stages of development like other sciences, the stages of development in question include; the stage of speculation, the stage of observation and classification, and the stage of formulating theories. The method used in this article is a literature study, with data collection from various sources such as books, journals, and existing research. The data is analyzed critically to support research propositions and ideas.

The Madurese language, which is used by the Madurese ethnic community both on Madura Island and outside the island, has significant dialect diversity. The mobility of the Madurese people and interaction with the Javanese language on the island of Java resulted in a mixture of dialects, which influenced the formation of new vocabulary through morphophonemic processes. This research aims to analyze the affixation process in Madurese, especially the use of the prefixes {-e} and {-pa} in the Sekar Assre’ 4 textbook. In this research, the prefixes {-e} and {-pa} are analyzed based on form, function , and its meaning in the formation of verbs, adjectives and nouns. The research uses a qualitative descriptive approach with listening and listening methods, as well as data analysis techniques such as drop and replace. The research results show that the prefix {-e} and its allomorphs (e-, epa-, eka-) function to form passive verbs and adjectives, while the prefix {pa-} functions to form nouns, especially those related to certain professions or activities . It is hoped that this research can contribute to understanding the morphological structure of the Madurese language, especially related to the role of the prefixes {-e} and {-pa} in everyday communication and in learning Madurese in schools.

This study aims to analyze the use of the representative documentary Jalanan produced in 2013 as a learning medium in Pancasila education subject through the Piloting a Constructive Feedback (PCF) approach for tenth-grade students at SMA Muhammadiyah 2 Paciran. A qualitative descriptive method was employed, with data collected through observation, closed and open questionnaires, and informal interviews. The results indicate that the documentary effectively facilitates students’ understanding of Pancasila values, particularly social justice, humanity, and the rights and responsibilities of citizens. The implementation of the PCF model encourages active student engagement in providing feedback, critical thinking, and reflecting on the meaning of the film both personally and socially. Student responses revealed an increase in empathy and awareness of social issues that were previously underappreciated. This study confirms that social-reality-based documentary media can serve as a contextual learning alternative relevant to the characteristics of Generation Z and Alpha, and is effective in strengthening value-based learning in Pancasila Education.

This study examines the role of the legislative body in safeguarding and maintaining democracy in Indonesia from a constitutional law perspective. The research focuses on how the legislature carries out its functions of legislation, oversight, and budgeting to ensure democratic principles are upheld. It also assesses the legislature's role in holding the government accountable and balancing power with the executive and judiciary branches. The findings show that the legislature plays a significant role in creating transparent, accountable governance aligned with the constitution.