Spatial-temporal Analysis of Emotions in Society in News

doi:10.11947/j.JGGS.2022.0210

测绘学报（英文版） ›› 2022, Vol. 5 ›› Issue (2): 98-110.doi: 10.11947/j.JGGS.2022.0210

收稿日期:2021-12-10 接受日期:2022-05-05 出版日期:2022-06-20 发布日期:2022-07-22

Spatial-temporal Analysis of Emotions in Society in News

An HUAI^1,²(),Xueying ZHANG^1,²(),Weicheng AI^1,²,Tianyang CAO^1,²

1. Key Laboratory of Virtual Geographic Environment, Ministry of Education, Nanjing Normal University, Nanjing 210023, China
2. Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing 210023, China

Received:2021-12-10 Accepted:2022-05-05 Online:2022-06-20 Published:2022-07-22
Contact: Xueying ZHANG E-mail:201302099@nnu.edu.cn;zhangxueying@njnu.edu.cn
About author:An HUAI (1997—), male, master, mainly engaged in human and social geographic information science research. E-mail: 201302099@nnu.edu.cn
Supported by:
National Natural Science Foundation of China(41971337)

摘要/Abstract

Abstract:

Spatial-temporal analysis of emotions in society has become popular in many studies integrating geography with the humanities, and has shown its influence on social sensing and geo-computation for social sciences. Emotions in society are often volatile, irrational, and vulnerable to the social environment. A critical challenge is to analyze changes in long-term and large-scale emotions in society. In this paper, we propose exploiting this challenge by using spatial-temporal analysis. After extracting emotional, temporal, and spatial information, a spatial standardization approach based on adataset of administrative district changes addresses the problem of Chinese toponym changes. Finally, over 1.7 million news data from the People’s Daily from 1956 to 2014 were collected to explore the changes, spatial distribution, and driving factors of emotions in society using spatial-temporal analysis. The experimental results found that the spatial-temporal analysis of emotions in society in the news is consistent with the results of related sociological research.

Key words: spatial-temporal analysis, emotional change, newsdata, social sensing, long-term and large-scale emotion

. [J]. 测绘学报（英文版）, 2022, 5(2): 98-110.

An HUAI,Xueying ZHANG,Weicheng AI,Tianyang CAO. Spatial-temporal Analysis of Emotions in Society in News[J]. Journal of Geodesy and Geoinformation Science, 2022, 5(2): 98-110.

图/表 12

参考文献 25

[1]	MIN Chen, SHEN Fei, YU Wenting, et al. The relationship between government trust and preventive behaviors during the COVID-19 pandemic in China: exploring the roles of knowledge and negative emotion[J]. Preventive Medicine, 2020, 141: 106288. DOI: 10.1016/j.ypmed.2020.106288. doi: 10.1016/j.ypmed.2020.106288
[2]	SHANAHAN L, STEINHOFF A, BECHTIGER L, et al. Emotional distress in young adults during the COVID-19 pandemic: evidence of risk and resilience from a longitudinal cohort study[J]. Psychological Medicine, 2022, 52(5): 824-833. DOI: 10.1017/S003329172000241X. doi: 10.1017/S003329172000241X
[3]	ZHANG Fang, GAN Haochen. On the influence of temporal and spatial distance from epidemic on public sentiment: a computational analysis based on panel data of Weibo text about COVID-19[J]. Journalism and Mass Communication Monthly, 2020, 36(6): 39-49. DOI: 10.15897/j.cnki.cn51-1046/g2.20200514.017. doi: 10.15897/j.cnki.cn51-1046/g2.20200514.017
[4]	CHEN Hao. The pulse of Chinese society: measurement and application of network cluster sentiment[C]//Proceedings of the 17th National Psychology Academic Conference. Beijing, China: Chinese Psychological Society, 2014: 1665-1668.
[5]	WANG Junxiu. The structure and index system of social mentality[J]. Social Science Front, 2013, 36(2): 167-173.
[6]	PERIKOS I, HATZILYGEROUDIS I. A framework for analyzing big social data and modelling emotions in social media[C]//Proceedings of the 2018 IEEE Fourth International Conference on Big Data Computing Service and Applications (Big Data Service). Bamberg, Germany: IEEE, 2018: 80-84.
[7]	GARCIA D, PELLERT M, LASSER J, et al. Social media emotion macroscopes reflect emotional experiences in society at large[EB/OL]. [2022-04-15]. https://arxiv.org/abs/2107.13236 .
[8]	FERRARA E, YANG Zeyao. Measuring emotional contagion in social media[J]. PLoS One, 2015, 10(11): e0142390. DOI: 10.1371/journal.pone.0142390. doi: 10.1371/journal.pone.0142390
[9]	PILE S. Emotions and affect in recent human geography[J]. Transactions of the Institute of British Geographers, 2010, 35(1): 5-20. DOI: 10.1111/j.1475-5661.2009.00368.x. doi: 10.1111/j.1475-5661.2009.00368.x
[10]	CHEN Xidong, MAO Lingxiao, CHEN Bingyin, et al. Temporal and spatial characteristics of emotion in Song Ci poetry[J]. Progress in Geography, 2017, 36(9): 1140-1148. DOI: 10.18306/dlkxjz.2017.09.010. doi: 10.18306/dlkxjz.2017.09.010
[11]	TANG T Y T. Collective memories, emotions, and spatial tactics in social movements: the case of the Umbrella Movement in HongKong[J]. Emotion, Space and Society, 2021, 38: 100767. DOI: 10.1016/j.emospa.2021.100767. doi: 10.1016/j.emospa.2021.100767
[12]	BENABBOU R, LEE H. Exploring the evolution of urban emotions in the city of Seoul using social media information[J]. International Journal of Knowledge-Based Development, 2019, 10(3): 232-248. DOI: 10.1504/ijkbd.2019.103208. doi: 10.1504/IJKBD.2019.103208
[13]	YU Jing. Research on the spatial-temporal changes of tourist emotion based on Weibo big data: taking Xi’an as an example[D]. Xi’an: Shaanxi Normal University, 2015.
[14]	MA Cheng, WU Feifei, CHEN Shubo. Research on spatio-temporal distribution characteristics of emotion and pressure in the main campus of Wuhan University[J]. Geospatial Information, 2020, 18(1): 12-16.
[15]	People’s Daily. People’s daily graphic database (1946—2021))[EB/OL]. [2021-11-01]. http://data.people.com.cn/rmrb/20211209/1?code=2 .
[16]	CHEN Jianmei. The construction and application of Chinese emotion word ontology[D]. Dalian: Dalian University of Technology, 2009.
[17]	LIN Huang, GUO Shuhui. On the characteristics, range and classification of adverbs of degree[J]. Journal of Shanxi University (Philosophy & Social Science), 2003, 26(2): 71-74. DOI: 10.13451/j.cnki.shanxi.univ(phil.soc.) doi: 10.13451/j.cnki.shanxi.univ(phil.soc.)
[18]	ZHAO Jinguan. Study of modern Chinese negative adverb[D]. Lanzhou: Northwest Normal University, 2008.
[19]	FINK S. Crisis management: planning for the inevitable[M]. New York: American Management Association, 1986.
[20]	CAO Tianyang, ZHANG Xueying, HUAI An. An analysis method of spatio-temporal evolution for social emotions in public health events: a case study of COVID-19incident[J]. Geography and Geo-information Science, 2021, 37(6): 16-23.
[21]	ZHANG Chunju, ZHANG Xueying, LI Ming, et al. Interpretation of temporal information in Chinese text[J]. Geography and Geo-Information Science, 2014, 30(6): 1-6.
[22]	WANG Shu, ZHANG Xueying, YE Peng, et al. Deep belief networks based toponym recognition for Chinese text[J]. ISPRS International Journal of Geo-Information, 2018, 7(6): 217. DOI: 10.3390/ijgi7060217. doi: 10.3390/ijgi7060217
[23]	XU Xiang. Research on the effect and features of emotional bias in the communication of Sina social news: an web mining and empirical analysis based on Sina social news[J]. Chinese Journal of Journalism & Communication, 2017, 39(4): 76-94.
[24]	National Bureau of Statistics of China. Division of east, west, central and northeast regions[EB/OL]. [2021-11-01] http://www.stats.gov.cn/ztjc/zthd/sjtjr/dejtjkfr/tjkp/201106/t20110613_71947.htm .
[25]	ZHOU Xiaohong. The transition and progressing of social minds from Chinese people in the past 60years[J]. Hebei Academic Journal, 2009, 29(5): 1-6.

Time	Title		Text
2014.12.23	“Sunshine House”has laughters		On December 22, employees of Shanghai Happy Valley came to a private charity organization called“Sunshine House”in Songjiang to send warmth and joy to the mentally disabled students here. The picture shows the funny clown interacting with the students.
…	…	…

Before normalization	After normalization
In the early hours of the April 15	April 15, 2006, early morning
Early moring of the April 16	April 16, 2006, early morning
According to the current	April 16, 2006, early morning
April 13	April 13, 2006
April 13, 18:00	April 13, 2006 at 18:00
Current	April 13, 2006 at 18:00
…	…

1956	2020
Zhejiang Province → Jiaxing Prefecture → Lin’an County	Zhejiang Province → Hangzhou City → Lin’an District
Anhui Province → Wuhu Prefecture → Jing County	Anhui Province → Xuancheng City → Jing County
Anhui Province → Wuhu Prefecture → Lujiang County	Anhui Province → Hefei City → Lujiang County
Henan Province → Shangqiu Prefecture → Xiangcheng County	Henan Province → Zhoukou City → Xiangcheng City
Henan Province → Shangqiu Prefecture → Taikang County	Henan Province → Zhoukou City → Taikang County
Shanxi Province → Changzhi Prefecture → Lingchuan County	Shanxi Province → Jincheng City → Lingchuan County
Shanxi Province → South Shanxi Prefecture → Fenxi County	Shanxi Province → Linfen City → Fenxi County
…	…

Geographical regions	Included provinces
Northeast region	Heilongjiang Province, Jilin Province, Liaoning Province
North China region	Beijing, Tianjin,Hebei Province, Inner Mongolia Autonomous Region, Shanxi Province
Central China region	Henan Province, Hubei Province, Hunan Province
East China region	Shandong Province, Jiangsu Province, Anhui Province, Shanghai, Zhejiang Province, Fujian Province, Jiangxi Province
South China region	Guangdong Province, Guangxi Province, Hainan Province
Northwest region	Xinjiang Uygur Autonomous Region, Ningxia Hui Autonomous Region, Qinghai Province, Gansu Province, Shaanxi Province
Southwest region	Tibet Autonomous Region, Sichuan Province, Chongqing City, Yunnan Province,Guizhou Province

Spatial-temporal Analysis of Emotions in Society in News

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