Analysis and Visualization of the Sense Of Place from Twitter Data

Michele Lanotte, Giovanni Siracusa
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Abstract

Social networks (e.g., Twitter or Facebook) are part of our daily life, where we disclose opinions, activities, interests, and so forth. For this reasons, scientific community started to consider people as social sensor in many fields. In this context, we propose a study on the Sense of Place, i.e. the sentiment associated to a geographical location, defined by the geographer Tim Cresswell. We started by collecting and annotating tweets on 4 cities that have English as their mother-tongue, in order to find those which express the Sense of Place. Then, we defined a pipeline to discover both the sentiment (positive or negative) expressed towards the place and the geographical location of the tweet according to its text. The data extracted by the pipeline are then aggregated and visualized by a graphic interface, which allows the exploration of the dataset.
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基于Twitter数据的地点感分析与可视化
社交网络(如Twitter或Facebook)是我们日常生活的一部分,我们在其中发布意见、活动、兴趣等。因此,科学界开始在许多领域将人视为社会传感器。在此背景下,我们提出了一项关于地点感(Sense of Place)的研究,即地理学家Tim Cresswell定义的与地理位置相关的情感。我们从收集和注释4个以英语为母语的城市的推文开始,寻找那些表达地方感的推文。然后,我们定义了一个管道来发现对该地点表达的情绪(积极或消极)以及根据其文本发布的推文的地理位置。然后,通过管道提取的数据通过图形界面进行聚合和可视化,从而允许对数据集进行探索。
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