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Rumors about COVID-19 on Weibo

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DataCite Commons2025-01-23 更新2024-07-13 收录
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https://researchdata.cuhk.edu.hk/citation?persistentId=doi:10.48668/IPJLUK
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资源简介:
In order to systematically study the characteristics of the topological structure of the true and false news of COVID-19, we used the Weibo API to collect and construct a new data set with a time span from November 2019 to March 2022, including 4184 source posts and a total of 961,975 microblogs with their retweets and comments. The topology of the dissemination cascade owned by each source microblog is completely recorded, and the user profile of the author of each microblog is also collected. The false news comes from Weibo Community Management Center, an official service where users can report either a microblog that contains false information, and the true news comes from official accounts, the rumor-refuting microblogs provided by Weibo Community Management Center and China Internet Joint Rumor Debunking Platform. Our dataset contains 1407 pieces of true information and 768 pieces of misinformation about COVID-19. We encode the content of microblogs in the dataset using TF-IDF with top-5000 words. For more guidance on using the dataset, please refer to https://github.com/kkkkk001/KPG/tree/main

为系统探究新冠肺炎相关真假新闻的拓扑传播结构特征,本研究依托微博API(Weibo API)采集构建了全新数据集。该数据集时间跨度为2019年11月至2022年3月,包含4184条原发微博(source posts),以及共计961975条涵盖其转发与评论的微博内容。本研究完整记录了每条原发微博所对应的传播级联(dissemination cascade)的拓扑结构,同时采集了所有微博作者的用户画像(user profile)。虚假新闻源自微博社区管理中心(Weibo Community Management Center)——该官方平台支持用户举报包含虚假信息的微博;真实新闻则来源于官方账号、微博社区管理中心发布的辟谣微博,以及中国互联网联合辟谣平台(China Internet Joint Rumor Debunking Platform)。本数据集共包含1407条新冠肺炎相关真实信息与768条虚假信息。本数据集内的微博内容采用TF-IDF算法,选取前5000个高频词进行编码。若需获取该数据集的使用指南,请参考链接:https://github.com/kkkkk001/KPG/tree/main
创建时间:
2024-07-01
搜集汇总
数据集介绍
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背景与挑战
背景概述
该数据集是一个专门针对COVID-19在微博平台上谣言传播的研究数据集,覆盖2019年11月至2022年3月的时间范围,包含4184条源帖和总计961,975条微博,并完整记录了传播拓扑结构和用户信息。数据集标注了1407条真实信息和768条虚假信息,采用TF-IDF编码,适用于计算机与信息科学领域的谣言检测和分析研究。
以上内容由遇见数据集搜集并总结生成
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