Open source intelligence (OSINT) for conflict monitoring in contemporary South Africa: Challenges and opportunities in a big data context

IF 1.1 Q3 INTERNATIONAL RELATIONS African Security Review Pub Date : 2019-01-02 DOI:10.1080/10246029.2019.1644357
Burgert A. Senekal, E. Kotzé
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引用次数: 7

Abstract

ABSTRACT With the advent of the information age, Open Source Intelligence (OSINT) has gained special prominence in the Intelligence Community (IC). However, the era of big data has brought numerous challenges in handling OSINT, in particular because big data comprise large volumes of unstructured data that are generated continuously. In this article, we discuss the use of OSINT in the era of big data, in particular how it relates to compiling event data, but also show that large projects with an international focus such as the Integrated Crisis Early Warning System (ICEWS) are inadequate to study political instability in the current South African context. We shift our collection efforts from mainstream media to the analysis of WhatsApp messages, since this platform has recently gained popularity and it is widely used in South Africa. We show how we build an automated data pipeline that provides near real time data on the occurrence of mass violence in South Africa. For this analysis, we make use of Natural Language Processing (NLP) toolkits in Python and build interactive dashboards to monitor the state of mass violence in South Africa.
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当代南非冲突监测的开源情报(OSINT):大数据背景下的挑战与机遇
随着信息时代的到来,开源智能(OSINT)在情报界(IC)中得到了特别突出的地位。然而,大数据时代给OSINT的处理带来了许多挑战,特别是因为大数据包含大量连续生成的非结构化数据。在本文中,我们讨论了OSINT在大数据时代的应用,特别是它与汇编事件数据的关系,但也表明,综合危机预警系统(ICEWS)等以国际为重点的大型项目不足以研究当前南非背景下的政治不稳定。我们将我们的收集工作从主流媒体转移到WhatsApp消息的分析,因为这个平台最近很受欢迎,在南非被广泛使用。我们展示了我们如何建立一个自动化的数据管道,提供南非大规模暴力事件发生的近实时数据。为了进行分析,我们使用Python中的自然语言处理(NLP)工具包并构建交互式仪表板来监控南非的大规模暴力状态。
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来源期刊
African Security Review
African Security Review INTERNATIONAL RELATIONS-
CiteScore
1.90
自引率
12.50%
发文量
24
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