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A Quantitative Portrait of Legislative Change in Ukraine

机译:乌克兰立法变动的定量画像

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摘要

Over the past decade, Ukraine has undergone tremendous sociopolitical changes, which continue to this day. While such changes may be analyzed and interpreted from a variety of sources, we utilize recent advancements in the quantitative analysis of culture to identify how these changes are encoded within Ukraine's legislation. Our goal is to provide a new picture of Ukrainian governance that may be used by subject matter experts as a complement to existing forms of political data. To do so, we apply probabilistic topic modeling to compress over a decade of Ukrainian legislation into patterns of word usage. We then apply a recently developed calculation of novelty to measure how different each draft law is from the draft laws which precede it. We find an interesting pattern of legislative changes and identify some of the drivers of these changes. Finally, we discuss the relationship between our results and the broader context of Ukrainian political changes and suggest steps to explore this relationship further.
机译:在过去的十年中,乌克兰经历了巨大的社会政治变化,这种变化一直持续到今天。尽管可以从多种渠道分析和解释此类变化,但我们利用文化定量分析的最新进展来确定这些变化在乌克兰法律中的编码方式。我们的目标是提供乌克兰治理的新图景,主题专家可以将其用作现有政治数据形式的补充。为此,我们应用概率主题建模将乌克兰法律的十年压缩成单词使用模式。然后,我们使用最新开发的新颖性计算方法来衡量每个法律草案与之前的法律草案之间的差异。我们发现了一种有趣的立法变更模式,并确定了这些变更的一些驱动因素。最后,我们讨论了结果与乌克兰政治变革的广泛背景之间的关系,并提出了进一步探索这种关系的步骤。

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