关于印尼对生物多样性政策的公众情绪的推特数据集
Mohammad Teduh Uliniansyah1, Indra Budi2, Elvira Nurfadhilah1
1Research Organization for Electronics and Informatics, National Research and Innovation Agency, Jakarta Pusat 10340, Indonesia.
Data in brief
|December 26, 2023
概括
从13,000多条推特中分析印度尼西亚公众对生物多样性的看法,揭示了关键的公众意见. 这项研究为生物多样性保护政策和了解公众对环境问题的参与提供了有价值的数据.
科学领域:
- 环境科学 环境科学
- 计算社会科学 计算社会科学
- 数据科学数据科学数据科学
背景情况:
- 生物多样性丧失是与气候变化和可持续发展相关的关键全球问题.
- 公共意识和经济因素越来越强调生物多样性保护的重要性.
- 了解公众情绪对于有效的保护策略至关重要.
研究的目的:
- 利用推特数据调查印度尼西亚公众对生物多样性的情绪.
- 创建一个可靠的,注释数据集,用于对生物多样性相关主题的情绪分析.
- 评估公众对生物多样性,粮食安全,健康和环境管理讨论的参与.
主要方法:
- 收集了50万条与生物多样性相关的印尼推特 (2020年1月至2023年3月).
- 开发了一个标签指南与18名专家;三个注释者标记推特的情绪 (积极,负面,中立).
- 处理了13435条推文,获得0.62187的Fleiss' Kappa,并使用IndoBERT进行情绪分析,F1得分为0.7959.
主要成果:
- 创建了一个关于生物多样性的13,435条印尼推特的验证数据集.
- 实质性的注释者间协议 (Fleiss' Kappa = 0.62187) 表示可靠的标签.
- 该IndoBERT模型获得了高F1得分 (0.7959),证明了有效的情绪分析.
结论:
- 数据集是可靠的,适合进一步研究情绪和主题分析.
- 调查结果为公众对生物多样性的看法提供了洞察力,为政策和保护工作提供了信息.
- 这项工作有助于更深入地了解公众对印尼环境问题的参与.
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