scholarly journals Sentiment Analysis and Topic Modeling of Indonesian Public Conversation about COVID-19 Epidemics on Twitter

2021 ◽  
Vol 10 (1) ◽  
pp. 23-30
Author(s):  
Muhammad Habibi ◽  
Adri Priadana ◽  
Muhammad Rifqi Ma’arif

The World Health Organization (WHO) declared the COVID-19 outbreak has resulted in more than six million confirmed cases and more than 371,000 deaths globally on June 1, 2020. The incident sparked a flood of scientific research to help society deal with the virus, both inside and outside the medical domain. Research related to public health analysis and public conversations about the spread of COVID-19 on social media is one of the highlights of researchers in the world. People can analyze information from social media as supporting data about public health. Analyzing public conversations will help the relevant authorities understand public opinion and information gaps between them and the public, helping them develop appropriate emergency response strategies to address existing problems in the community during the pandemic and provide information on the population's emotions in different contexts. However, research related to the analysis of public health and public conversations was so far conducted only through supervised analysis of textual data. In this study, we aim to analyze specifically the sentiment and topic modeling of Indonesian public conversations about the COVID-19 on Twitter using the NLP technique. We applied some methods to analyze the sentiment to obtain the best classification method. In this study, the topic modeling was carried out unsupervised using Latent Dirichlet Allocation (LDA). The results of this study reveal that the most frequently discussed topic related to the COVID-19 pandemic is economic issues.

Author(s):  
Martina Barchitta ◽  
Annalisa Quattrocchi ◽  
Andrea Maugeri ◽  
Maria Clara La Rosa ◽  
Claudia La Mastra ◽  
...  

The issue of antimicrobial resistance (AMR) is a focus of the World Health Organization, which proposes educational interventions targeting the public and healthcare professionals. Here, we present the first attempt at a regionwide multicomponent campaign in Sicily (Italy), called “Obiettivo Antibiotico”, which aims to raise the awareness of prudent use of antibiotics in the public and in healthcare professionals. The campaign was designed by an interdisciplinary academic team, and an interactive website was populated with different materials, including key messages, letters, slogans, posters, factsheets, leaflets, and videos. The campaign was launched in November 2018 and, as of 21 December 2018, the website had a total of 1159 unique visitors, of which 190 became champions by pledging to take simple actions to support the fight against AMR. Data from social media showed that the audience was between 18 and 54 years of age, with a high proportion of female participants (64%). Interestingly, the LinkedIn page received more than 1200 followers, and Facebook 685 followers. The number of actions taken (pledges) by the audience was 458, evenly divided between experts (53%) and the general public (47%). Additional efforts are needed to reach more people, thus future efforts should focus on further promotion within the Sicilian region to sustain the engagement with the campaign.


2002 ◽  
Vol 6 (6) ◽  
Author(s):  
J Watson ◽  
M Zambon

A meeting of influenza experts at the World Health Organization (WHO) in Geneva this week has considered the recent isolation of a new subtype of the influenza A virus, A(H1N2) (1). The meeting was held to review the global influenza situation and decide the composition for the influenza vaccine for the northern hemisphere for winter 2002/03, and was based on information from the WHO global influenza surveillance programme and the Public Health Laboratory Service (PHLS) surveillance of influenza in England and Wales.


2021 ◽  
Author(s):  
Joanne Chen Lyu ◽  
Eileen Le Han ◽  
Garving K Luli

BACKGROUND Vaccination is a cornerstone of the prevention of communicable infectious diseases; however, vaccines have traditionally met with public fear and hesitancy, and COVID-19 vaccines are no exception. Social media use has been demonstrated to play a role in the low acceptance of vaccines. OBJECTIVE The aim of this study is to identify the topics and sentiments in the public COVID-19 vaccine–related discussion on social media and discern the salient changes in topics and sentiments over time to better understand the public perceptions, concerns, and emotions that may influence the achievement of herd immunity goals. METHODS Tweets were downloaded from a large-scale COVID-19 Twitter chatter data set from March 11, 2020, the day the World Health Organization declared COVID-19 a pandemic, to January 31, 2021. We used R software to clean the tweets and retain tweets that contained the keywords <i>vaccination</i>, <i>vaccinations</i>, <i>vaccine</i>, <i>vaccines</i>, <i>immunization</i>, <i>vaccinate</i>, and <i>vaccinated</i>. The final data set included in the analysis consisted of 1,499,421 unique tweets from 583,499 different users. We used R to perform latent Dirichlet allocation for topic modeling as well as sentiment and emotion analysis using the National Research Council of Canada Emotion Lexicon. RESULTS Topic modeling of tweets related to COVID-19 vaccines yielded 16 topics, which were grouped into 5 overarching themes. Opinions about vaccination (227,840/1,499,421 tweets, 15.2%) was the most tweeted topic and remained a highly discussed topic during the majority of the period of our examination. Vaccine progress around the world became the most discussed topic around August 11, 2020, when Russia approved the world’s first COVID-19 vaccine. With the advancement of vaccine administration, the topic of instruction on getting vaccines gradually became more salient and became the most discussed topic after the first week of January 2021. Weekly mean sentiment scores showed that despite fluctuations, the sentiment was increasingly positive in general. Emotion analysis further showed that trust was the most predominant emotion, followed by anticipation, fear, sadness, etc. The trust emotion reached its peak on November 9, 2020, when Pfizer announced that its vaccine is 90% effective. CONCLUSIONS Public COVID-19 vaccine–related discussion on Twitter was largely driven by major events about COVID-19 vaccines and mirrored the active news topics in mainstream media. The discussion also demonstrated a global perspective. The increasingly positive sentiment around COVID-19 vaccines and the dominant emotion of trust shown in the social media discussion may imply higher acceptance of COVID-19 vaccines compared with previous vaccines.


2020 ◽  
Vol 35 (1) ◽  
pp. 35-40
Author(s):  
Josephine Walwema

Upon declaring COVID-19 a global pandemic, the World Health Organization (WHO) orchestrated a global risk-communication outreach. The WHO’s objective was to persuade the public to upend and alter their lives so as to contain the disease and minimize its spread and infection. The WHO found a simple and efficient medium to communicate glocally through the social media application WhatsApp, through which individuals could access information without gatekeeping by governments and local agencies.


Author(s):  
Colin Farrelly

Abstract The World Health Organization designated the decade 2020–2030 as the “decade of healthy ageing.” It is a tragic irony that the year 2020 should begin with a pandemic that is so lethal for older persons. Not only are older persons the most vulnerable to COVID-19 mortality, but many of the mitigation efforts to slow the spread of the virus have imposed yet further emotional and mental health burdens on the most vulnerable among those older than 70 years. To help prevent future infectious disease mortality and suffering, as well as the profound health burdens from the chronic diseases associated with ageing, insights from biogerontology must become an integral part of global public health priorities. The timing is ripe for making the public health aspiration of developing an applied gerontological intervention a reality.


Author(s):  
M. A. Dyakonova ◽  
Xu Man

The United Nations, the World Health Organization (WHO) and the international community have, at the expert level, praised the effective measures taken by China’s leadership to prevent the COVID-19 epidemic.Based on the official information, the authors summarize the experience of innovative management, generalize the existing problems, and propose recommendations for the prevention of the COVID-19 pandemic.We hope that the results of the study will help to consolidate experiences and draw lessons from the epidemic situation and to promote public health.


Author(s):  
Corina Aurelia ZUGRAVU ◽  
Monica PARVU ◽  
Monica TARCEA ◽  
Daniela PATRASCU ◽  
Anca STOIAN

Salt is the oldest preservative used for food. But the excessive consume of salt is at the origin of blood hypertension, a problem responsible for a huge number of human diseases and deaths. As a consequence, the level of salt added in processed food has to diminish progressively. At the end of 2009, the Public Health Authorities from 29 Romanian counties reported results from the salt analysis of 1321 samples of different foods. The highest levels of salt were found in “telemea” cheese and the significant salt content in other widely consumed food underlined the necessity for a joined effort in order to bring down salt and to comply with the World Health Organization target


2020 ◽  
Vol 3 (1) ◽  
pp. 121
Author(s):  
Souad Guessar

In March 2020, the World Health Organization announced that the new Corona virus is a global pandemic. The World Health Organization and the public health authority of various countries are working to contain the spread of the virus through quarantine. But these crises raise the level of stress and psychological tension on individuals and society. As well as Algeria is not an exception and this research will be on the extent of the impact of the pandemic on the conduct of lessons at the universities level in Algeria, which were not equipped for such situations during the outbreak of the emerging corona virus, and try to analyze the situation and then proposing some solutions that can work if it hurts humanity and the Algerians, especially an epidemic like the Corona virus pandemic (COVID-19).


2016 ◽  
Vol 38 ◽  
pp. 523
Author(s):  
Liana Giselle Murcia ◽  
Edison Ortiz ◽  
Jorge Martins ◽  
Marcos Morais ◽  
Leda Ardiles ◽  
...  

In this paper was done the compilation of Particulate Matter (PM) concentrations for the largest cities in Latin America, with over 1 million inhabitants in order to investigate the air quality situation in this region. For this study were obtained data from 28 cities of 13 countries from the World Health Organization reports (WHO), government agencies and monitoring stations. The results shows that, in most cities, the levels established by WHO guidelines, both PM10 and PM2.5, are exceeded, providing conditions that threaten the public health of citizens.


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