数字人文研究 ›› 2024, Vol. 4 ›› Issue (3): 88-103.

• 人文新知 • 上一篇    下一篇

聂耳走上革命道路的情感历程识别与分析——以日记和书信为中心

  

  1. 张滋荷,中国人民大学信息资源管理学院研究生;黄体杨,云南大学历史与档案学院副教授
  • 出版日期:2024-09-28 发布日期:2024-12-14

The Identification and Analysis of Emotional Process of Nie Er on Revolutionary Road: Centered on His Diary and His Letters

  • Online:2024-09-28 Published:2024-12-14

摘要:

利用情感分析方法分析革命人物的日记、书信等文献的情感特征,分析其革命精神的发展历程,有益于进一步继承革命传统、弘扬革命精神。研究提取并清洗聂耳日记和书信中的语句数据,利用Senta模型识别聂耳的情感特征,将情感转化成可计量的数值并可视化,利用机器学习研究聂耳情感变化特征,从数据分析的角度构建聂耳走上革命道路的情感历程。研究发现,目睹反动派镇压老师和同学、亲历淞沪会战和秘密加入中国共产党三个关键事件对聂耳的情感变化有深刻影响,由此其个人情感可分为逐步低落期、波动低落期、波动回升期、持续好转期四个阶段,从萌发意识到拥护,再到投入的革命生涯也在其情感的起伏中步步推进。研究认为情感分析为研究历史人物提供了新方法和视角,通过分析和展示人物情感历程与社会背景的交互关系,有助于深入探究人物内在情感变化与革命精神建立和发展的过程。

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Abstract:

By using the method of emotional analysis, this paper analyzes the emotional characteristics of revolutionary figures' diaries, letters and other documents, and analyzes the development process of their revolutionary spirit, which is beneficial to further inherit the revolutionary tradition and carry forward the revolutionary spirit. This paper extracts and cleans the sentence data in Nie Er’s diaries and letters, uses the Senta model to identify the emotional characteristics of Nie Er, transforms the emotions into measurable values and visualizes them, and uses machine learning to study the characteristics of Nie Ers emotional changes. From the perspective of data analysis, the emotional process of Nie Ers revolutionary road is constructed. The study found that the three key events of witnessing the reactionaries’ suppression of teachers and classmates, personally experiencing the Battle of Shanghai and secretly joining the Communist Party of China had a profound impact on Nie Ers emotional changes, and then formed his gradual decline period, fluctuation period, fluctuation recovery period and continuous improvement period. The four emotional stages of life reflect his life journey from establishing revolutionary consciousness to participating in the revolution and then to publicizing the revolution. It is believed that sentiment analysis provides a new method and perspective for the study of historical figures. By analyzing and displaying the interaction between the emotional process of the characters and the social background, it is helpful to explore the process of emotional change and the establishment and development of revolutionary spirit.

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