Cruz Bernardo, Vaitsi Aimilia, Domingos Samuel, Possidónio Catarina, Luís Sílvia, Portugal Eliana, Loureiro Ana, Padmanabhan Sibu, Farias Ana Rita
Digital Human-Environment Interaction Lab-HEI-Lab, Lusófona University, 1749-024 Lisbon, Portugal.
School of Chemistry, Trinity College Dublin, D02 Dublin, Ireland.
Polymers (Basel). 2025 Mar 20;17(6):823. doi: 10.3390/polym17060823.
Bioplastics have been presented as a sustainable alternative to products derived from fossil sources. In response, industries have developed innovative products using biopolymers across various sectors, such as food, packaging, biomedical, and construction. However, consumer acceptance remains crucial for their widespread adoption. This study aims to explore public sentiment toward bioplastics, focusing on emotions expressed on Reddit. A dataset of 5041 Reddit comments was collected using keywords associated with bioplastics and the extraction process was facilitated by Python-based libraries like pandas, NLTK, and NumPy. The sentiment analysis was conducted using the NRCLex, a broadly used lexicon. The overall findings suggest that trust, anticipation, and joy were the most dominant emotions in the time frame 2014-2024, indicating that the public emotional response towards bioplastics has been mostly positive. Negative emotions such as fear, sadness, and anger were less prevalent, although an intense response was noted in 2018. Findings also indicate a temporal co-occurrence between significant events related to bioplastics and changes in sentiment among Reddit users. Although the representativeness of the sample is limited, the results of this study support the need to develop real-time monitoring of the public's emotional responses. Thus, it will be possible to design communication campaigns more aligned with public needs.
生物塑料已被视为化石来源产品的可持续替代品。作为回应,各行业已开发出使用生物聚合物的创新产品,涵盖食品、包装、生物医学和建筑等各个领域。然而,消费者的接受度对于它们的广泛采用仍然至关重要。本研究旨在探索公众对生物塑料的看法,重点关注Reddit上表达的情绪。使用与生物塑料相关的关键词收集了5041条Reddit评论的数据集,提取过程借助了基于Python的库,如pandas、NLTK和NumPy。情感分析使用了广泛使用的词汇表NRCLex进行。总体研究结果表明,信任、期待和喜悦是2014年至2024年期间最主要的情绪,这表明公众对生物塑料的情感反应大多是积极的。恐惧、悲伤和愤怒等负面情绪不太普遍,不过在2018年观察到了强烈反应。研究结果还表明,与生物塑料相关的重大事件与Reddit用户情绪变化之间存在时间上的共现关系。尽管样本的代表性有限,但本研究结果支持对公众情绪反应进行实时监测的必要性。因此,将有可能设计出更符合公众需求的宣传活动。