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The study examined the effect of Covid-19 on butchers and their coping strategies using data collected from120 butchers in Kampala City. The results show that COVID-19 reduced volumes of meat supplied and sold, number of consumers and increased the buying and selling prices during the lockdown. After the lockdown was lifted, number of consumers, Qu...
Citations
... The publication of digital content in documentary videos exploring the livelihoods of communities in various village settings serves as a valuable resource for comprehensive analysis from a data-mining perspective. These documentaries capture rich visual and narrative representations of diverse cultural practices, socio-economic dynamics, and environmental interactions within rural contexts (Al Zoubi, 2023;Krithiga & Velmurugan, 2024;Namakula & Ilukor, 2024;Trogisch, 2023). Such digital content encapsulates intricate layers of information through meticulous curation and documentation, providing this research with a wealth of qualitative and quantitative data for in-depth analysis (Amponsah et al., 2023;Åsebø & Løvoll, 2023;Jiang et al., 2022;Weber et al., 2023;Xu et al., 2023). ...
The research delves into the livelihood and coping strategies of indigenous communities in the digital era, focusing on the analysis of digital content. Utilizing the CRISP-DM framework, the study investigates toxicity scores, topics, and social networks within digital content, particularly examining video documentaries portraying indigenous communities' ways of life. Through data understanding, scraping, and modeling, the research unveils insights into the toxicity levels of online discussions and identifies topics resonating with viewers. The findings underscore the significance of preserving indigenous cultures, promoting community well-being, and fostering inclusive digital content. Moreover, the analysis reveals 8,776 actors and 498 edges within social networks, with an average degree of connectivity of 0.051 and an average weighted degree of 0.057. Notably, the toxicity analysis shows relatively low toxicity levels, with a toxicity score of 0.04992 and severe toxicity at 0.00609. The study concludes by recommending strategies to enhance the quality and sensitivity of digital content, contributing to broader societal understanding and appreciation of indigenous communities.
