Datasets containing the results from the analysis on SDGS and eHealth inside the Citizen Science Community on Twitter
收藏资源简介:
This datasets contain the results from our analyses of the Citizen Science Community on Twitter. These analyses have been done to better understand the discussion about SDGs, eLearning and eHealth. <strong>T</strong>he purpose of sharing these datasets is to provide the basis to reproduce the results reported in the associated deliverable. These files are not raw data, since due to privacy concerns we can not share personal information from Twitter. <strong>dominant_topics_anonym.xlsx</strong>: Excel datasheet. This dataset contians the distribution of the most discussed topics inside the SDGs discussion. <strong>Edges_Hashtag_connected.csv</strong>: CSV file. This dataset contains the edges to build the network of connected hashtags. This edges can be used to build a network and explore the connections or to statiscally analyse the results. <strong>hashtags.csv</strong>: CSV file. This dataset contains the results of the most used hashtags in the analysis about eLearning. <br> <strong>hashtags_treemap_health.xlsx</strong>: Excel datasheet. This dataset contains the results of the most frequent hashtags in the eHealth analysis. <strong>ldavis_prepared_ieee17.html</strong>: HTML file. This file contains the Intertopic distance map and most salient terms from the topic modelling analysis done in the SDGs conversation study. <strong>Most_retweeted_accounts.xlsx</strong>: Excel datasheet. This dataset contains the top 20 users that receive more retweets in the conversation around eHealth. The column called Indegree refers to the topological value calculated from the network of retweets. This indegree is equivalent to the number of retweets received. On the other hand, Outdegree is the opposite, so number of retweets given to others. <strong>Most_retweeting_account.xlsx</strong>: Excel datasheet. This dataset presents the opposite part of the previous one, the accounts that retweet the most from the eHealth analysis. The columns contain the same indicators: Indegree and Outdegree. <strong>sdgs_count_publish.csv</strong>: CSV file. This dataset contains the number of tweets assigned to the different SDGs from the analysis done on the conversation about these Goals. <strong>sdgs_tweets_sdgsaccess.xlsx</strong>: Excel datasheet. Same file as the previous one in other format to ease the handling in Excel. <strong>top_hash_health.xlsx</strong>: Excel datasheet. The most used hashtags inside the conversation about eHealth. <strong>topics_tweets_sdgsaccess.xlsx</strong>: Excel datasheet. Tweets by topic extracted using Machine Learning in the SDGs analysis. This repository will receive updates in the future in order to present all the data available and publishable from the different analysis that were described.
本数据集收录了我们针对Twitter平台上的公民科学社区(Citizen Science Community)开展的分析成果,此项分析旨在深化对可持续发展目标(Sustainable Development Goals,SDGs)、电子学习(eLearning)以及电子健康(eHealth)相关讨论的认知。本数据集公开的目的,是为复现相关交付成果中报告的研究结果提供支撑依据。本次公开的文件均非原始数据,因隐私保护相关考量,我们无法披露Twitter用户的个人信息。 <strong>dominant_topics_anonym.xlsx</strong>:Excel数据表。该数据集收录了SDGs相关讨论中热度最高的话题的分布情况。 <strong>Edges_Hashtag_connected.csv</strong>:逗号分隔值(CSV)文件。该数据集包含用于构建关联话题标签网络的边数据,可用于构建话题标签网络以探索其关联关系,或对分析结果开展统计学研究。 <strong>hashtags.csv</strong>:CSV文件。该数据集收录了eLearning相关分析中使用频率最高的话题标签的统计结果。 <strong>hashtags_treemap_health.xlsx</strong>:Excel数据表。该数据集收录了eHealth相关分析中出现频率最高的话题标签的统计结果。 <strong>ldavis_prepared_ieee17.html</strong>:超文本标记语言(HTML)文件。该文件包含SDGs相关对话研究中主题建模分析得到的主题间距离映射图以及核心显著术语。 <strong>Most_retweeted_accounts.xlsx</strong>:Excel数据表。该数据集收录了eHealth相关对话中被转发次数最多的前20位用户。其中名为入度(Indegree)的列代表基于转发网络计算得到的拓扑学指标,其数值等价于该用户收到的转发次数;出度(Outdegree)则为其反向指标,代表该用户转发他人内容的总次数。 <strong>Most_retweeting_account.xlsx</strong>:Excel数据表。该数据集与前述文件互为补充,收录了eHealth相关分析中转发他人内容最多的账号,其列同样包含入度(Indegree)与出度(Outdegree)两项指标。 <strong>sdgs_count_publish.csv</strong>:CSV文件。该数据集收录了针对SDGs相关对话开展分析后,被归类至各SDGs主题的推文数量。 <strong>sdgs_tweets_sdgsaccess.xlsx</strong>:Excel数据表。该文件为前述CSV文件的Excel格式版本,便于在Excel软件中进行处理。 <strong>top_hash_health.xlsx</strong>:Excel数据表。收录了eHealth相关对话中使用频率最高的话题标签。 <strong>topics_tweets_sdgsaccess.xlsx</strong>:Excel数据表。收录了通过机器学习方法从SDGs相关分析中提取的分主题推文。本数据集仓库后续将持续更新,以完整呈现各项分析中可公开获取且可发表的全部数据。



