COVID-19;
Smart Healthy City;
Big Data Analysis;
SNS;
NLP;
INTERNET;
IOT;
D O I:
10.1016/j.scs.2021.102993
中图分类号:
TU [建筑科学];
学科分类号:
0813 ;
摘要:
Nowadays, the world is experiencing a pandemic crisis due to the spread of COVID-19, a novel coronavirus disease. The contamination rate and death cases are expeditiously increasing. Simultaneously, people are no longer relying on traditional news channels to enlighten themselves about the epidemic situation. Alternately, smart cities citizens are relying more on Social Network Service (SNS) to follow the latest news and information regarding the outbreak, share their opinions, and express their feelings and symptoms. In this paper, we propose an SNS Big Data Analysis Framework for COVID-19 Outbreak Prediction in Smart Sustainable Healthy City, where Twitter platform is adopted. Over 10000 Tweets were collected during two months, 38% of users aged between 18 and 29, while 26% are between 30 and 49 years old. 56% of them are males and 44% are females. The geospatial location is USA, and the used language is English. Natural Language Processing (NLP) is deployed to filter the tweets. Results demonstrated an outbreak cluster predicted seven days earlier than the confirmed cases with an indicator of 0.989. Analyzing data from SNS platforms enabled predicting future outbreaks several days earlier, and scientifically reduce the infection rate in a smart sustainable healthy city environment.
机构:
Dept of C.S.E, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Pallavaram, Tamil Nadu, Chennai,600117, IndiaDept of C.S.E, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Pallavaram, Tamil Nadu, Chennai,600117, India
Anandan, R.
Nalini, T.
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机构:
Dept of C.S.E, Dr.M.G.R.Educational and Research Institute, Maduravoyal, Tamil Nadu, Chennai,600095, IndiaDept of C.S.E, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Pallavaram, Tamil Nadu, Chennai,600117, India
Nalini, T.
Chiwhane, Shwetambari
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机构:
Dept of C.S.E, Symbiosis Institute of Technology, Symbiosis International University, Lavale, Pune, IndiaDept of C.S.E, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Pallavaram, Tamil Nadu, Chennai,600117, India
Chiwhane, Shwetambari
Shanmuganathan, M.
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机构:
Dept of C.S.E, Panimalar Engineering College, Tamil Nadu, Chennai,600123, IndiaDept of C.S.E, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Pallavaram, Tamil Nadu, Chennai,600117, India
Shanmuganathan, M.
Radhakrishnan, P.
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机构:
School of CS and AI, S.R.University, Telangana, Warangal, IndiaDept of C.S.E, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Pallavaram, Tamil Nadu, Chennai,600117, India
机构:
Beihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R ChinaBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
Shi, Honghao
Wang, Jingyuan
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Beihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R ChinaBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
Wang, Jingyuan
Cheng, Jiawei
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Beihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R ChinaBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
Cheng, Jiawei
Qi, Xiaopeng
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机构:
Chinese Ctr Dis Control & Prevent, Ctr Global Publ Hlth, Beijing 102211, Peoples R ChinaBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
Qi, Xiaopeng
Ji, Hanran
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机构:
Chinese Ctr Dis Control & Prevent, Ctr Global Publ Hlth, Beijing 102211, Peoples R ChinaBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
Ji, Hanran
Struchiner, Claudio J.
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机构:
Fundacao Getulio Vargas, Rio De Janeiro, Brazil
Univ Estado Rio De Janeiro, Inst Med Social Hesio Cordeiro, Rio De Janeiro, BrazilBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
Struchiner, Claudio J.
Villela, Daniel A. M.
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机构:
Fundacao Oswaldo Cruz, Programa Comp Cient, Rio De Janeiro, BrazilBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
Villela, Daniel A. M.
Karamov, Eduard, V
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机构:
Russian Minist Hlth, Gamaleya Natl Res Ctr Epidemiol & Microbiol, Moscow, Russia
Russian Minist Hlth, Natl Med Res Ctr Phthisiopulmonol & Infect Dis, Moscow, RussiaBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
Karamov, Eduard, V
Turgiev, Ali S.
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机构:
Russian Minist Hlth, Gamaleya Natl Res Ctr Epidemiol & Microbiol, Moscow, Russia
Russian Minist Hlth, Natl Med Res Ctr Phthisiopulmonol & Infect Dis, Moscow, RussiaBeihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
机构:
Minist Nat Resources North Sea Bur, North China Sea Offshore Engn Survey Inst, Qingdao 266061, Peoples R ChinaUppsala Univ, Fac Arts, Dept Game Design, Uppsala, Sweden