Syrians in Turkey and their naturalization as Turkish citizens: A computational text analysis of newspaper data

Elçin Istif Inci, Dirk Speelman
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Abstract

Following the civil war in Syria in 2011, migration from Syria in massive numbers has caused various political, demographic, societal, and cultural challenges in Turkey. The focus of this research is on how the issue of naturalization of Syrians as Turkish citizens has been presented in Turkish newspapers and to what extent the dominant perspective on the issue has shifted over time. For our computational textual analysis of Turkish newspaper materials published between 2012 and 2019, we compiled a corpus consisting of 15,276 news items from four newspapers featuring the co-occurrence of the words “Syria*” (Suriye*) and “citizen*” (vatandaş*) in the main body of their text. The newspapers include mainstream and pro-government (Milliyet with liberal tendencies, Sabah with center-right tendencies), and left-wing (Sol, Evrensel) perspectives. A two-step textual analysis was conducted on the corpus. First, dictionary-based topic modeling was used to chart which broader topics Turkish citizenship of Syrians is predominantly linked to the data, and how the predominance of topics shifted over time. Second, a collocation analysis of the word “refugee” (mülteci) yields a more fine-grained picture of the specific words and expressions that tend to appear often when Syrian refugees are discussed. In both steps, an aggregated general analysis was complemented with separate newspaper-specific analyses, thus allowing for the comparison of different newspapers. Findings show that Syrians in Turkey predominantly feature in the context of diplomatic and societal topics. While mainstream news sources approach the issue less critically, left-wing newspapers show more sensitivity to migrant rights in Turkey.
土耳其境内的叙利亚人及其归化为土耳其公民的情况:报纸数据的计算文本分析
2011 年叙利亚内战爆发后,来自叙利亚的大量移民给土耳其带来了各种政治、人口、社会和文化挑战。本研究的重点是土耳其报纸是如何报道叙利亚人入籍土耳其公民这一问题的,以及随着时间的推移,对这一问题的主流观点发生了多大程度的转变。为了对 2012 年至 2019 年间出版的土耳其报纸材料进行计算文本分析,我们编制了一个语料库,该语料库由 15,276 条新闻组成,这些新闻来自四种报纸,其特点是在正文中同时出现 "叙利亚*"(Suriye*)和 "公民*"(vatandaş*)这两个词。这些报纸包括主流和亲政府的报纸(具有自由主义倾向的《米利耶报》、具有中右翼倾向的《沙巴报》)以及左翼报纸(《太阳报》、《伊夫伦塞尔报》)。对语料库进行了两步文本分析。首先,使用基于词典的主题建模来描绘土耳其公民身份中哪些更广泛的主题与叙利亚人的数据有主要联系,以及随着时间的推移,这些主题的主导地位是如何变化的。其次,通过对 "难民"(mülteci)一词的搭配分析,可以更细致地了解在讨论叙利亚难民时经常出现的特定词汇和表达方式。在这两个步骤中,除了总体分析之外,还对报纸进行了单独分析,以便对不同报纸进行比较。研究结果表明,土耳其境内的叙利亚人主要出现在外交和社会话题中。主流新闻来源对这一问题的批判性较弱,而左翼报纸则对土耳其移民的权利表现出更高的敏感度。
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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