Analysis of News Articles on Urban Agriculture using Text Mining from 2012 to 2021

Q3 Social Sciences
Yumin Park, Yong-Wook Shin
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引用次数: 0

Abstract

Background and objective: Urbanization and reckless development have caused numerous problems, and urban agriculture with various functions is getting attention as a countermeasure. The purpose of this study is to provide basic data for revitalizing related research and setting effective policy directions by analyzing online articles on urban agriculture from 2012 to 2021.Methods: A total of 15,336 online news articles on urban agriculture were collected from January 1, 2012 to December 31, 2021. For more detailed analysis, the time period was divided by 5 years. Next, nouns were tokenized through morphological analysis, and the main keywords were confirmed by simple frequency analysis and TF-IDF weighting analysis. Following that, LDA topic modeling was conducted to generate topics and words for each period. Python 3.9.5 was applied to run the above analysis.Results: As a result of the analysis, there were four topics in the 1st period and six topics in the 2nd period. Summarizing the topics over time, it was found that urban agriculture is expanding not only to social and cultural areas but also to diverse areas such as welfare and the environment. In addition, as the role of urban agriculture and the demand for services expanded, various education courses and programs were activated, including the implementation of a national professional qualification system, expert training courses, and cultivation technology programs.Conclusion: Based on the findings, urban agriculture is expected to be able to expand into various areas that take multidisciplinary values into account and create various convergence services that follow the trend of the times.
基于文本挖掘的2012-2011年都市农业新闻分析
背景和目的:城市化和不计后果的发展造成了许多问题,而具有各种功能的城市农业作为一种对策正受到关注。本研究旨在通过分析2012-2011年城市农业网络文章,为振兴相关研究和制定有效的政策方向提供基础数据。方法:收集2012年1月1日至2021年12月31日城市农业网络新闻15336篇。为了进行更详细的分析,将时间段除以5年。其次,通过形态学分析对名词进行标记,并通过简单频率分析和TF-IDF加权分析确定主要关键词。随后,进行LDA主题建模,以生成每个时期的主题和单词。应用Python 3.9.5运行上述分析。结果:根据分析结果,第一期共有四个专题,第二期共有六个专题。随着时间的推移,总结这些主题发现,城市农业不仅向社会和文化领域扩展,而且向福利和环境等多样化领域扩展。此外,随着城市农业的作用和服务需求的扩大,各种教育课程和计划被激活,包括实施国家职业资格制度、专家培训课程和栽培技术计划。结论:根据研究结果,城市农业有望扩展到考虑多学科价值观的各个领域,并创造出顺应时代潮流的各种融合服务。
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来源期刊
Journal of People, Plants, and Environment
Journal of People, Plants, and Environment Social Sciences-Urban Studies
CiteScore
1.10
自引率
0.00%
发文量
42
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