基于情感和语义网络分析的“城市幸福感”影响因素研究——以杭州为例

Xue-Fang Zhang, Rong-Mei Chen
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引用次数: 0

摘要

本研究以连续16年获得“中国最幸福城市”称号的杭州为例,基于来自主流社交媒体平台的城市幸福感评论数据。运用情感分析、高频关键词和语义网络分析等方法,研究了社交媒体用户对“杭州幸福”评论的情感倾向、评论话题及其相关性。研究结果表明,杭州的生态环境、数字经济、数字公共服务、文化资源和文明交通对城市居民幸福感有正向影响,而房价和物价高、收入不平等和加班压力对城市居民幸福感有负向影响。在上述研究成果的基础上,本研究提出了建设幸福城市的相关建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Sentiment and Semantic Network Analysis-based Study on the Factors Influencing the "Sense of Urban Happiness" : —With a Focus on Hangzhou
This study takes Hangzhou, which has won the title of "China’s Happiest City" for 16 consecutive years, as an example based on the comment data on the sense of urban happiness sourced from mainstream social media platforms. The sentiment tendency, topics in comments, and their correlations among social media users’ comments on "happiness in Hangzhou" are studied using the sentiment analysis, high-frequency keywords, and semantic network analysis methods. According to the results of this study, Hangzhou’s ecological environment, digital economy, digital public services, cultural resources, and civilized transportation have positive influences on people’s sense of happiness, whereas high housing and commodity prices, income inequality, and stress from overtime work have negative influences on the sense of urban happiness. Based on the foregoing research results, this study proposes relevant suggestions for the construction of happy cities.
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