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SensePlace3: a geovisual framework to analyze place-time-attribute information in social media

机译:SensePlace3:一个地理视觉框架,用于分析社交媒体中的地点时间属性信息

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摘要

SensePlace3 (SP3) is a geovisual analytics framework and web application that supports overview+detail analysis of social media, focusing on extracting meaningful information from the Twitterverse. SP3 leverages social media related to crisis events. It differs from most existing systems by enabling an analyst to obtain place-relevant information from tweets that have implicit as well as explicit geography. Specifically, SP3 includes not just the ability to utilize the explicit geography of geolocated tweets but also analyze implicit geography by recognizing and geolocating references in both tweet text, which indicates locations tweeted about, and in Twitter profiles, which indicates locations affiliated with users. Key features of SP3 reported here include flexible search and filtering capabilities to support information foraging; an ingest, processing, and indexing pipeline that produces near real-time access for big streaming data; and a novel strategy for implementing a web-based multi-view visual interface with dynamic linking of entities across views. The SP3 system architecture was designed to support crisis management applications, but its design flexibility makes it easily adaptable to other domains. We also report on a user study that provided input to SP3 interface design and suggests next steps for effective spatiotemporal analytics using social media sources.
机译:SensePlace3(SP3)是一个地理视觉分析框架和Web应用程序,支持对社交媒体进行概述+详细分析,重点是从Twitterverse中提取有意义的信息。 SP3利用与危机事件相关的社交媒体。它与大多数现有系统不同,它使分析人员能够从具有隐式和显式地理位置的推文中获取与地点相关的信息。特别是,SP3不仅具有利用地理位置推文的显式地理位置的功能,而且还可以通过识别和定位推文中引用了推文的位置以及推特配置文件(指示用户下属的位置)中的引用来分析隐式地理位置。此处报告的SP3的主要功能包括灵活的搜索和筛选功能,以支持信息搜寻。提取,处理和索引管道,可对大型流数据进行近实时访问;以及一种新颖的策略,用于实现基于Web的多视图可视界面以及跨视图的实体动态链接。 SP3系统体系结构旨在支持危机管理应用程序,但其设计灵活性使其可以轻松适应其他领域。我们还报告了一项用户研究,该研究为SP3界面设计提供了输入,并建议了使用社交媒体资源进行有效时空分析的下一步。

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