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This study aims to develop a sentiment classification method for YouTube user comments related to the game Love and Deepspace using the Naïve Bayes algorithm, focusing on improving the text data processing and understanding user perceptions. Comment data were collected through scraping from YouTube videos, followed by preprocessing including text cleaning, normalization, stopword removal, stemming, and translation into English. Initial labeling was conducted using TextBlob, then the data were randomly sampled for training the Naïve Bayes model. Evaluation involved comparing sentiment distributions and visualization using Word Cloud and bar charts. The Naïve Bayes model achieved an accuracy of 77.36% in sentiment classification. The sentiment distribution shows differences between TextBlob (positive: 1,011, neutral: 1,312, negative: 575) and Naïve Bayes (positive: 901, neutral: 1,627, negative: 370), with Naïve Bayes being more conservative. The Word Cloud visualization identifies dominant words such as "bang," "game," and "main," while the bar chart shows the largest proportion of neutral sentiment. Naïve Bayes is effective for sentiment classification on informal comment data, with significant differences from rule-based methods like TextBlob. This research contributes to the development of text data processing techniques and user perception analysis, as well as opening up optimization opportunities with other algorithms like SVM for better accuracy.

This research examines digital charity practices within Christian media communication on YouTube, focusing on two distinct donation formats: marapthon live stream donations (e.g., 24‑hour fundraising events) and sermon‑based donations (offerings collected during or after online worship services). Despite the rapid growth of faith‑based online giving, a critical problem remains: the absence of an integrated system that aligns these two donation models with Christian values of transparency, accountability, and community stewardship. Existing platforms often treat live marapthon and sermon donations separately, leading to fragmented donor experiences and inefficient fund utilization. Therefore, this study aims to develop a conceptual framework for an integrated digital charity system by comparatively analyzing media communication strategies in both donation contexts. The proposed method is a netnographic comparative analysis, involving systematic observation of YouTube comments, chat logs, and video descriptions from 10 Christian channels (5 marapthon‑focused, 5 sermon‑focused) over six months, supplemented by semi‑structured interviews with content creators and donors. The main findings reveal that marapthon donations emphasize urgency and real‑time social proof, while sermon donations rely on theological framing and pastoral trust. The synthesis proposes a hybrid system architecture incorporating real‑time donation tracking, automated acknowledgment, and weekly theological reflection modules. In conclusion, integrating both models into a single development framework enhances donor engagement and aligns digital charity with Christian communication ethics, offering practical guidelines for church‑based YouTubers and platform developers.

School-age children are vulnerable to environmental-based diseases due to suboptimal hygiene practices and inadequate school sanitation. Lack of handwashing habits, maintaining personal hygiene, and choosing safe foods can increase the risk of diarrhea, respiratory infections, worms, and skin diseases. This community service activity aims to increase students' knowledge and awareness regarding clean and healthy living behaviors, personal hygiene, and food hygiene and sanitation. The method used was a one-day counseling through interactive lectures, discussions, educational video screenings, and demonstrations of proper handwashing and tooth-brushing practices. The results of the activity showed an increase in student participation and understanding of the importance of maintaining personal hygiene and the school environment. It was concluded that the counseling was effective in increasing students' knowledge and awareness, so ongoing support is needed so that clean and healthy living behaviors can be implemented consistently at school and at home.

The swift proliferation of short-video-centric social media, notably TikTok, has revolutionized the educational landscape by facilitating novel methods of knowledge production, dissemination, and interpretation. This phenomenon denotes a transition in media and signifies an epistemological transformation in educational practices within the digital age. This study seeks to analyze the representation and interpretation of knowledge in TikTok educational content using a qualitative methodology grounded in an interpretive case study framework. Data were gathered via digital participant observation, comprehensive interviews, and document analysis involving 12 participants, comprising educational content creators and active TikTok users in higher education settings. Thematic data analysis was performed utilizing a Multimodal Critical Discourse Analysis framework to elucidate the interplay among visual, verbal, and auditory components in the construction of meaning. The results show three main patterns: the conflict between quick understanding and deep knowledge, the importance of emotional multimodal experiences in learning, and the negotiation of knowledge authority in changing digital spaces. These results indicate that learning via TikTok encompasses not only cognitive aspects but also intricate emotional, aesthetic, and social dimensions. This study theoretically enhances multimodal discourse analysis by integrating users' subjective experiences, while practically informing the advancement of critical digital literacy and the design of social media-based learning. Moreover, this study facilitates additional investigation into algorithmic dynamics, digital identity, and the evolution of learning methodologies within platform-centric contexts.

The high rate of occupational accidents globally and nationally demands the strengthening of Occupational Health and Safety (OHS) management systems, particularly in the high-risk industrial sectors. The study aims to analyze the implementation of safety induction at PT X and develop audiovisual educational media as a solution to improve occupational safety understanding. The research method employed is descriptive qualitative, with data collection techniques including field observations, in-depth interviews, and review of corporate documents, Problem prioritization was determined using the Urgency, Seriousness, and Growth (USG) method, while root cause analysis was conducted using a Fishbone diagram. Research findings indicate that the current oral delivery method for safety induction is ineffective, as evidenced by 13% of participants needing to retake the comprehension test. As an intervention, “POWER SAFE” video media was developed, which, based on the Methodology, Effectiveness, Efficiency, and Relevance (MEER) analysis, proved to have the highest effectiveness and relevance in delivering standardized safety information. The implications of study emphasize that the use of structured digital media is a strategic step to minimize gaps in understanding and strengthen the safety culture within high-risk work environments.

The high rate of occupational accidents globally and nationally demands the strengthening of Occupational Health and Safety (OHS) management systems, particularly in the high-risk industrial sectors. The study aims to analyze the implementation of safety induction at PT X and develop audiovisual educational media as a solution to improve occupational safety understanding. The research method employed is descriptive qualitative, with data collection techniques including field observations, in-depth interviews, and review of corporate documents, Problem prioritization was determined using the Urgency, Seriousness, and Growth (USG) method, while root cause analysis was conducted using a Fishbone diagram. Research findings indicate that the current oral delivery method for safety induction is ineffective, as evidenced by 13% of participants needing to retake the comprehension test. As an intervention, “POWER SAFE” video media was developed, which, based on the Methodology, Effectiveness, Efficiency, and Relevance (MEER) analysis, proved to have the highest effectiveness and relevance in delivering standardized safety information. The implications of study emphasize that the use of structured digital media is a strategic step to minimize gaps in understanding and strengthen the safety culture within high-risk work environments.

Perkembangan teknologi artificial intelligence, khususnya dalam bidang computer vision dan deep learning, telah mendorong lahirnya berbagai sistem otomatis dalam analisis citra dan video. Salah satu implementasi yang banyak digunakan adalah deteksi objek secara real-time menggunakan algoritma YOLO (You Only Look Once). Di sisi lain, penggunaan rokok elektronik atau vape semakin meningkat, terutama di lingkungan pendidikan, sehingga diperlukan sistem pengawasan otomatis yang mampu mendeteksi aktivitas tersebut secara akurat. Penelitian ini bertujuan untuk mengembangkan sistem deteksi aktivitas vape berbasis YOLOv8 pada citra dan video. Metode yang digunakan dalam penelitian ini adalah pendekatan deep learning workflow yang meliputi pengumpulan dataset, pra-pemrosesan, pelatihan model, serta evaluasi performa. Dataset yang digunakan dikembangkan secara mandiri dengan jumlah awal 1000 gambar, kemudian ditingkatkan menjadi 2000 gambar melalui proses augmentasi menggunakan Roboflow. Proses pelatihan dilakukan dengan parameter tertentu, seperti 100 epoch dan ukuran citra 640×640 piksel. Evaluasi model dilakukan menggunakan metrik precision, recall, mean Average Precision (mAP), serta kecepatan deteksi (frame per second). Hasil penelitian menunjukkan bahwa model YOLOv8 mampu mendeteksi aktivitas vape dengan performa yang cukup baik. Model mencapai nilai precision sebesar 0,91, recall sebesar 0,88, mAP@0.5 sebesar 0,92, serta mAP@0.5:0.95 sebesar 0,76. Selain itu, sistem mampu bekerja secara real-time dengan kecepatan deteksi mencapai 28 FPS. Hasil pengujian juga menunjukkan bahwa model mampu mengenali objek vape pada berbagai kondisi lingkungan, meskipun masih mengalami kendala pada objek berukuran kecil dan kondisi occlusion. Dengan demikian, penelitian ini membuktikan bahwa algoritma YOLOv8 efektif digunakan untuk mendeteksi aktivitas vape pada citra dan video, serta memiliki potensi untuk diterapkan dalam sistem pengawasan berbasis CCTV secara real-time.

Advances in digital technology have transformed the paradigm of faith proclamation, requiring the Church to optimize social media as a relevant catechetical instrument. This study aims to examine how the use of the TikTok platform can be optimized as an effective means of creative catechesis in connecting complex faith teachings for people in the digital era. The research method used is descriptive qualitative with a literature study technique, where data is collected from various scientific literature, Church documents, and relevant library sources. The research findings indicate that TikTok is an effective digital space for catechesis because it is supported by attractive audio-visual features, interactive features such as stitches and comments that enable two-way dialogue, and an algorithmic system that expands the reach of proclamation. The strategy of catechesis through short videos has proven to be able to change the perception of faith teaching that has become rigid to a more personal spiritual experience that is easily understood by all levels of society, especially the younger generation. The implications of this study emphasize the need for the Church to consistently adapt to digital culture and increase content creativity to ensure the continuity of inclusive evangelization amidst the dynamics of modern developments.

This study aims to investigate the impact of short-form video content on brand engagement and purchase intention among Generation Z in South Sumatra. In today’s fast-paced digital era, short-form video content promoted through social media platforms such as TikTok, Instagram Reels, and YouTube Shorts has become a highly effective marketing tool. This study employs a quantitative approach using a survey method, involving 245 respondents aged 18 to 24 years who are active consumers of short-form video content. Data were collected through a questionnaire measured using a 5-point Likert scale, covering variables such as short-form video content, brand engagement, and purchase intention. The results indicate that entertaining, informative, and authentic short-form videos significantly influence brand engagement, which in turn impacts consumer purchase intention. Furthermore, brand engagement was found to mediate the relationship between short-form video content and purchase intention. Dimensions of short-form video content, such as entertainment value, informative content, and authenticity, play an important role in attracting attention and enhancing consumer engagement. These findings provide practical insights for marketers to design more effective marketing strategies, especially in reaching Generation Z consumers who tend to be more selective in consuming content.

Speaking skills are regarded as one of the most difficult skills to be acquired by EFL students, especially high school EFL students, because of language and psychological factors. This paper attempts to examine high school EFL students’ speaking difficulties as identified by peer feedback in TikTok speaking activities. Qualitative descriptive design was adopted in this study by involving 15 tenth-grade students in carrying out speaking activities in the form of recording TikTok video clips and commenting on their peers’ videos. The data obtained include speaking clips, peer feedback comments, and reflective statements of the participants, which were analyzed using a thematic analysis approach. The results found that there were four different types of speaking difficulties, namely fluency difficulties, pronunciation difficulties, organizational difficulties, and difficulties related to confidence and anxiety levels of students when conducting a speaking activity. This can be evidenced by the students’ hesitation, frequent pauses, mispronunciation, disorganized speaking, and lack of confidence when speaking. Peer feedback comments play an important role in discovering this problem pattern among high school EFL students.

Breast cancer is a serious health problem among women, with incidence and mortality rates that continue to rise. The disease is often detected at an advanced stage due to low levels of awareness, knowledge, and skills related to early detection. Among adolescent girls, particularly high school students, knowledge and skills regarding Breast Self-Examination (BSE) remain limited. This is largely due to restricted access to health information, a lack of targeted educational initiatives, and learning methods that are insufficiently engaging. BSE is a simple and effective early detection method that can be performed independently beginning in adolescence. Video-based education is considered an effective tool for enhancing adolescents’ understanding. This study aims to determine the effectiveness of video-based education in improving knowledge and BSE skills among Grade XI female students at MAN (State Islamic Senior High School) 2 Yogyakarta. This study employed a pre-experimental design using a one-group pre-test and post-test approach. The study population consisted of all Grade XI female students at MAN 2 Yogyakarta, with a sample of 59 students selected through purposive sampling on predetermined inclusion criteria. The intervention involved a single session of a BSE educational video lasting approximately seven minutes. It was conducted in 15 groups, with each group accompanied by one facilitator. Data were analyzed using the nonparametric Wilcoxon statistical test. The Wilcoxon test results showed a p-value of 0.000 (p < 0.05) for both knowledge and skills variables, indicating a statistically significant improvement between the pre-test and post-test scores. In conclusion, video-based education was proven effective in improving knowledge and BSE skills among Grade XI female students at MAN 2 Yogyakarta. Future researchers are encouraged to assess BSE skills using a structured checklist based on standardized evaluation criteria.  

This project is motivated by the increasing rate of deforestation in Indonesia, which has led to ecosystem degradation and the threat of extinction for endemic species, as well as the relatively low environmental awareness among young people due to the abstract and systematic presentation of data. The main objective of this work is to produce a 5-minute 2D animation that effectively raises awareness among adolescents aged 14–24 about the threat of environmental extinction caused by deforestation in Indonesia. This is achieved through a three-act narrative approach using a first-person perspective of the Javan surili, positioned as a narrative “lens” and a representation of a victim of a damaged ecosystem, allowing abstract issues to be understood in a more personal, emotional, and empathetic way. The method includes pre-production (research, concept development, and scriptwriting), production (development of dialogue, monologue, and visual direction based on a three-act structure), and post-production (narrative evaluation and script refinement). The result is an educational animation script titled “Jaga Alam, Cegah Kepunahan,” which integrates scientific data, visual storytelling techniques, and multimedia learning principles to deliver messages in an informative and emotional manner. The three-act structure successfully constructs a systematic storyline from introduction, conflict, to resolution with a call to action. The conclusion shows that 2D animation with a personal narrative approach is effective in transforming environmental issues into accessible messages, increasing empathy, and encouraging audience awareness and participation in environmental conservation.

This final project was an audiovisual feature video that explored the issue of uncertainty among informal sector workers, particularly porters at train stations. The work was motivated by the limited representation of porters, despite their important role in supporting transportation services. This report aimed to explain the application of the three-act structure in scriptwriting, consisting of Act I (Set Up), Act II (Confrontation), and Act III (Resolution). The production process included pre-production, production, and post-production stages, with scriptwriting as the main focus in constructing a structured narrative. In Act I, the work introduced the station environment and the porter profession to build audience understanding. Act II developed the conflict through the portrayal of job uncertainty, income instability, and the daily life of the main subject. Act III presented a reflective conclusion through multiple perspectives and symbolic visuals. The result showed that the three-act structure effectively created a systematic narrative flow and strengthened message delivery. In conclusion, the human-interest approach combined with observational visuals effectively conveyed social realities and fostered audience empathy toward informal workers.

This study aims to analyze fifth-grade students’ understanding of the water cycle concept at SD Muhammadiyah Sidayu using animated video assistance, as well as to describe supporting and inhibiting factors, identify obstacles faced by teachers and students, explain teachers’ efforts, and examine students’ responses in science learning. The research used a descriptive qualitative method with 23 fifth-grade students as participants. Data were collected through tests, questionnaires, interviews, and observations, and analyzed using data reduction, data presentation, and conclusion drawing. Data validity was ensured through triangulation of technique, source, and time. The results indicate that students’ understanding of the water cycle concept is categorized as moderate, with an average score of 69.43. Students are able to explain the definition and stages of the water cycle through images, classify events based on similarities in processes, and distinguish between evaporation and condensation. However, they still face difficulties in explaining the relationships between processes and in providing real-life examples related to the water cycle. Supporting factors include students’ interest and learning motivation, while inhibiting factors involve differences in comprehension abilities and students’ health conditions. Teachers face obstacles such as limited audio-visual facilities, shared LCD usage, and challenges in selecting appropriate animated videos. To overcome these issues, teachers use simple explanations, emphasize key points, replay videos, provide individual guidance, and assign diagram-based projects. Students’ responses are very positive, as animated videos increase their interest, attention, motivation, and conceptual understanding.

The development of digital technology has positioned video games beyond mere entertainment to become a cultural medium with the potential to influence players' social and political perspectives. In this context, video games are seen as relevant as a medium for political socialization because they present interactive narratives, moral choices, and social simulations that allow players to directly experience dilemmas of power, justice, responsibility, and state-citizen relations. This article aims to analyze the potential of video games as a medium for political socialization, examine narrative elements that influence the formation of political awareness, and examine the possibility of integrating the Indonesian socio-cultural context into game narratives. This research uses a qualitative approach with a literature review design through a search of various literature sources. The results indicate that video games can serve as a medium for informal political socialization through participatory experiences, moral reflection, and the immersive internalization of political values. This potential will be further enhanced by incorporating local Indonesian contexts, such as mutual cooperation (gotong royong), diversity, and social justice. This study confirms that video games are worthy of being positioned as an educational-cultural medium that can expand political education models in the digital era.  

The development of digital platforms such as TikTok has encouraged the emergence of affiliate-based marketing practices in e-commerce activities. Affiliate marketing is a digital marketing system that promotes another person's product or service through a special affiliate link and earns a commission if a purchase or transaction is made through that affiliate link. Product promotion content has become one of the most effective marketing methods in the digital world. However, in practice, there are cases where affiliates reuse video content belonging to creators for promotional purposes and to earn sales commissions without permission. This study aims to analyze the provisions of digital video copyright protection under Law Number 28 of 2014 concerning Copyright and to examine forms of copyright infringement in the use of TikTok videos by affiliates. The method used is a normative study, employing a legal approach, a conceptual approach, and factual analysis. Primary and secondary legal materials were used in this study, which was analyzed descriptively and qualitatively. The results of the study show that TikTok videos fall under the category of cinematographic works that are protected as stipulated in Article 40 paragraph (1) letter m of the Copyright Law. Copyright protection arises automatically based on the declarative principle since the creation is realized in a tangible form, covering moral and economic rights. The use of TikTok videos by affiliates for promotional purposes and to earn sales commissions constitutes commercial use which, if done without the creator's permission, violates the creator's economic rights as stipulated in Article 9 paragraph (3) and potentially violates moral rights under Article 5 of the Copyright Law.

The purpose of this research is to study the role of Generation Z in spreading religious moderationvalues through social media, and to identify the challenges and opportunities they face in the digital era.Generation Z grows up in an environment closely tied to digital technology advancement, making social media aprimary platform for their religious and social expression. Creating creative visual content, such as memes andshort videos, is a relevant form of expression used to preach and effectively spread messages of tolerance. Adescriptive qualitative method based on literature study was used comprehensively in this research. Variousscientific literatures and previous journal articles served as the main data sources. The study shows that althoughsocial media offers broad opportunities for attractive and inclusive moderate preaching, there are still majorchallenges. These include the massive spread of hoaxes, disinformation, increased polarization in the virtualpublic space, and the real threat of digital extremism. Therefore, improving digital literacy combined withcomprehensive religious literacy is crucial. This aims to shape Generation Z to think critically, act wisely infiltering information, and ultimately become active agents of peace both in the real world and in the digitalecosystem.

The Director of Photography (DOP) is responsible for the visual aspects of documentary video production, covering the pre-production, production, and post-production stages. The DOP plays a crucial role in translating concepts and messages into visual form through the arrangement of composition, lighting, camera angles, and camera movement to produce visuals that are both aesthetically appealing and meaningful. The purpose of this final project report is to explain the role of the DOP in the production process of a documentary video that focuses on the rehabilitation of the Javan slow loris. The method used is a descriptive approach to systematically and comprehensively identify the object of study. In the pre-production stage, the DOP designs the visual concept, prepares the shot list, creates the storyboard, and coordinates with the director. During the production stage, the DOP is responsible for capturing footage by applying cinematographic techniques. In the post-production stage, the DOP conducts visual evaluation and provides input during the editing process. In conclusion, the Director of Photography has effectively fulfilled their role in producing visual quality that supports message delivery in the documentary Bisakah Aku Kembali? about Javan slow loris rehabilitation.

Abstract: The digital era demands that every individual possess visual literacy competencies, but in Islamic boarding schools (pesantren), access to technology is often limited to maintain focus on worship. The main problem at the Salafiyah Al-Furqon Islamic Boarding School in Sawangan, Magelang Regency, is the digital skills gap among 12th-grade students. This is caused by the boarding school's policy of only allowing mobile phone use during semester breaks, leaving students lacking practical multimedia skills prior to graduation. This community service activity aims to provide a solution through basic photography and videography training as a soft skill for alumni independence. The method used is a workshop that combines theoretical explanations and direct practice (experiential learning). The results of this activity show a significant increase in students' technical competency; participants are able to operate smartphone cameras with stable shooting techniques, understand the principles of visual composition (such as the rule of thirds and leading lines), and are able to perform basic video editing using mobile-based software applications. Through this training, Islamic boarding school graduates are expected to become individuals who are adaptive to technological developments and able to utilize visual media as a means of creative economics and digital da'wah after graduation.

This study aims to enhance knowledge, foster a sense of patriotism, and strengthen the national identity of Indonesian children living abroad through an educational program introducing Indonesian islands and culture. Children living in foreign environments tend to interact more frequently with foreign cultures, potentially leading to a lack of familiarity with their own national culture. Therefore, this activity was designed as a fun and easily understandable learning experience to ensure children remain connected to their roots. The method used was qualitative descriptive research employing direct observation of 30–40 participants over a two-week period. The program was implemented in several stages: orientation, presentation of materials, video screenings, drawing and coloring activities, and traditional games. The results showed that participants demonstrated increased knowledge of the names of major islands in Indonesia as well as various regional cultures, such as traditional attire, dances, and folk songs. Additionally, the program successfully fostered a sense of pride, boosted self-confidence, and strengthened camaraderie among participants. The children appeared enthusiastic and active in every activity provided. Thus, this educational program proved effective as a means to introduce Indonesian culture while strengthening the national identity of Indonesian children abroad through engaging and enjoyable learning methods.