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基于在线民宿 UGC 数据的意见挖掘项目,包含数据挖掘和NLP 相关的处理,负责数据采集、主题抽取、情感分析等任务。目的是克服用户打分和评论不一致,实时对在线民宿的满意度评测,包含在线评论采集和情感可视化分析。搭建了百度地图POI查询入口,可以进行自动化的批量查询 POI 信息的功能;构建了基于在线民宿语料的 LDA 自动主题聚类模型,利用主题中心词能找出对应的主题属性字典;以用户打分作为标注,然后 litNlp 自带的字符级 TextCNN 进行情感分析,将情感分类概率分布作为情感趋势,最后通过 POI 热力图的方式对不同地域的民宿满意度进行展示。软件版本请见链接。
数据可视化-Echarts 大屏数据可视化展示
大屏数据可视化 Big screen data visualization demo
对豆瓣影评进行文本分类情感分析,利用爬虫豆瓣爬取评论,进行数据清洗,分词,采用BERT、CNN、LSTM等模型进行训练,采用tensorboardX可视化训练过程,自然语言处理项目\A project for text classification, based on torch 1.7.1
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