{"title":"中国公众对共享单车的关注和态度:文本挖掘方法","authors":"","doi":"10.1016/j.trd.2024.104348","DOIUrl":null,"url":null,"abstract":"<div><p>This study aims to investigate the public attention and attitude towards shared bikes (SBs) in China. More than 721,000 posts collected from Sina Weibo (one of the most popular social media platforms) from January 2017 to August 2023 have been analyzed utilizing an analytical framework comprising statistical and temporal analysis, sentiment analysis, and topic analysis methods. The results reveal a consistent upward trend in public interest since 2018, with high engagement from the media, education, and institutional sectors, and greater interest from women and younger Weibo users. Economically developed regions with supportive policies and flat terrain, such as Beijing, Guangdong, and Shanghai, exhibit a higher level of public attention. Sentiment analysis indicates an overall positive public attitude, primarily driven by discounted monthly passes, but there are negative sentiments arising from improper parking management practices. The results are expected to be helpful for improving the SB system and informing relevant policy-making.</p></div>","PeriodicalId":23277,"journal":{"name":"Transportation Research Part D-transport and Environment","volume":null,"pages":null},"PeriodicalIF":7.3000,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Public attention and attitudes towards bike-sharing in China: A text mining approach\",\"authors\":\"\",\"doi\":\"10.1016/j.trd.2024.104348\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>This study aims to investigate the public attention and attitude towards shared bikes (SBs) in China. More than 721,000 posts collected from Sina Weibo (one of the most popular social media platforms) from January 2017 to August 2023 have been analyzed utilizing an analytical framework comprising statistical and temporal analysis, sentiment analysis, and topic analysis methods. The results reveal a consistent upward trend in public interest since 2018, with high engagement from the media, education, and institutional sectors, and greater interest from women and younger Weibo users. Economically developed regions with supportive policies and flat terrain, such as Beijing, Guangdong, and Shanghai, exhibit a higher level of public attention. Sentiment analysis indicates an overall positive public attitude, primarily driven by discounted monthly passes, but there are negative sentiments arising from improper parking management practices. The results are expected to be helpful for improving the SB system and informing relevant policy-making.</p></div>\",\"PeriodicalId\":23277,\"journal\":{\"name\":\"Transportation Research Part D-transport and Environment\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":7.3000,\"publicationDate\":\"2024-08-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Transportation Research Part D-transport and Environment\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1361920924003055\",\"RegionNum\":1,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENVIRONMENTAL STUDIES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Transportation Research Part D-transport and Environment","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1361920924003055","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL STUDIES","Score":null,"Total":0}
Public attention and attitudes towards bike-sharing in China: A text mining approach
This study aims to investigate the public attention and attitude towards shared bikes (SBs) in China. More than 721,000 posts collected from Sina Weibo (one of the most popular social media platforms) from January 2017 to August 2023 have been analyzed utilizing an analytical framework comprising statistical and temporal analysis, sentiment analysis, and topic analysis methods. The results reveal a consistent upward trend in public interest since 2018, with high engagement from the media, education, and institutional sectors, and greater interest from women and younger Weibo users. Economically developed regions with supportive policies and flat terrain, such as Beijing, Guangdong, and Shanghai, exhibit a higher level of public attention. Sentiment analysis indicates an overall positive public attitude, primarily driven by discounted monthly passes, but there are negative sentiments arising from improper parking management practices. The results are expected to be helpful for improving the SB system and informing relevant policy-making.
期刊介绍:
Transportation Research Part D: Transport and Environment focuses on original research exploring the environmental impacts of transportation, policy responses to these impacts, and their implications for transportation system design, planning, and management. The journal comprehensively covers the interaction between transportation and the environment, ranging from local effects on specific geographical areas to global implications such as natural resource depletion and atmospheric pollution.
We welcome research papers across all transportation modes, including maritime, air, and land transportation, assessing their environmental impacts broadly. Papers addressing both mobile aspects and transportation infrastructure are considered. The journal prioritizes empirical findings and policy responses of regulatory, planning, technical, or fiscal nature. Articles are policy-driven, accessible, and applicable to readers from diverse disciplines, emphasizing relevance and practicality. We encourage interdisciplinary submissions and welcome contributions from economically developing and advanced countries alike, reflecting our international orientation.