科学技术与工程2024,Vol.24Issue(13) :5457-5464.DOI:10.12404/j.issn.1671-1815.2305217

基于SnowNLP的微博网络舆情分析系统

MicroBlog Network Public Opinion Analysis System Based on SnowNLP

蔡增玉 韩洋 张建伟 江楠 冯媛
科学技术与工程2024,Vol.24Issue(13) :5457-5464.DOI:10.12404/j.issn.1671-1815.2305217

基于SnowNLP的微博网络舆情分析系统

MicroBlog Network Public Opinion Analysis System Based on SnowNLP

蔡增玉 1韩洋 2张建伟 3江楠 1冯媛1
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作者信息

  • 1. 郑州轻工业大学计算机与通信工程学院,郑州 450066
  • 2. 郑州轻工业大学软件学院,郑州 450066
  • 3. 郑州轻工业大学软件学院,郑州 450066;郑州轻大产业技术研究院有限公司,郑州 450066
  • 折叠

摘要

随着微博、抖音、贴吧等新兴网络社交媒体的发展,大量用户开始喜欢使用这些平台进行发布和获取信息,因此累积了大量舆情数据.为了能够及时监测网络舆论动向,更好地维护互联网的安全运营和网络安全,针对实时微博数据,研究设计了一种基于SnowNLP的微博网络舆情分析系统.该系统由舆情数据采集、舆情数据分析和舆情数据可视化组成,能够实现微博数据文本挖掘、网络舆情数据情感分析、舆情数据与关键词匹配结果统计等功能,并能够对微博内容情感分析结果、用户等级、内容分词结果等进行可视化展示.实验测试结果表明:该系统功能运行正常,同时验证了设计方案的可行性和有效性.系统在网络舆情监测领域具有重要的应用价值.

Abstract

With the development of emerging social media like MicroBlog,Douyin and Tieba,an increasing number of users have been drawn to these platforms to post and acquire information,leading to the accumulation of massive public opinion data.In order to promptly monitor public opinion movements and better safeguard the safe operation of the Internet and network security,a SnowNLP-based network public opinion analysis system was designed to address real-time MicroBlog data.The system was comprised of the acquisition,analysis and visualization of public opinion data,which is capable of textual mining of MicroBlog data,emotional analysis of network public opinion data,match of public opinion data with keywords,and visualization of results of emotional analysis of Microblog content,user level and word segmentation.The results of the experimental test show that the features of the system function normally and in the meantime the feasibility and effectiveness of the design solution are validated.The system is of great applicative value in the field of network public opinion monitoring.

关键词

网络舆情/文本挖掘/微博/情感分析/SnowNLP

Key words

network public opinion/text mining/MicroBlog/sentiment analysis/SnowNLP

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基金项目

国家自然科学基金(62072416)

河南省重点研发专项(221111210500)

河南省科技攻关计划(232102211053)

河南省科技攻关计划(222102210170)

河南省科技攻关计划(222102210322)

出版年

2024
科学技术与工程
中国技术经济学会

科学技术与工程

CSTPCD北大核心
影响因子:0.338
ISSN:1671-1815
参考文献量29
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