Electoral Manifestos and Online Campaign Analysis: Case Study - The 2019 Ecuadorian Sectional Elections

Daniel Riofrío, Pamela Almeida, José Dávalos, Ricardo Flores Moyano, Noel Pérez, D. Benítez, Pablo Medina-Pérez
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Abstract

Social media is an important information outlet and a new political landscape for politicians. In fact, politicians use social media to promote their candidacies while running for office. In this paper, we discuss about an application prototype built to measure the closeness of a candidate electoral manifesto to hers/his online campaign. In particular, we show our results tracking the 2019 Ecuadorian Sectional Elections based on data collected from candidates’ timelines on Twitter during the campaign and their official campaign manifestos. We configured our application to gather information from Major candidates in the city of Quito during the 2019 Ecuadorian Sectional Elections. This prototype collected Tweets into a relational database based on each candidate’s Twitter account. For this campaign, 18 candidates run for office. From these, we gathered 17 electoral manifestos and fed them to our application. Both, tweets and manifestos were preprocessed in order to produce a high dimensional word vector describing the collected timelines of each candidate and his/her manifesto. Later, the cosine similarity was used to compare a candidate political plan against hers or his digital campaign. Our results suggest that candidates drift from their electoral manifestos during social media campaigns. We discuss possible reasons for our results and pave the path for future research.
选举宣言和在线竞选分析:案例研究- 2019年厄瓜多尔地方选举
社交媒体是政治家重要的信息渠道和新的政治景观。事实上,政治家在竞选公职时使用社交媒体来宣传他们的候选人。在本文中,我们讨论了一个应用原型来衡量候选人的选举宣言与其在线竞选活动的密切程度。特别是,我们根据候选人在竞选期间在Twitter上的时间表及其官方竞选宣言收集的数据,展示了我们对2019年厄瓜多尔地方选举的跟踪结果。我们将应用程序配置为在2019年厄瓜多尔地方选举期间收集基多市主要候选人的信息。这个原型根据每个候选人的Twitter帐户将tweet收集到一个关系数据库中。在这次竞选中,有18名候选人参加竞选。从中,我们收集了17个选举宣言,并将它们输入到我们的应用程序中。推文和宣言都经过预处理,以产生一个高维的词向量,描述每个候选人和他/她的宣言收集的时间线。后来,余弦相似度被用来比较候选人的政治计划和她或他的数字竞选。我们的研究结果表明,候选人在社交媒体竞选期间偏离了他们的竞选宣言。我们讨论了我们的结果可能的原因,并为未来的研究铺平了道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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