A Language-independent Network to Analyze the Impact of COVID-19 on the World via Sentiment Analysis

2022 ◽  
Vol 22 (1) ◽  
pp. 1-30
Author(s):  
Ashima Yadav ◽  
Dinesh Kumar Vishwakarma
Keyword(s):  
Sentiment Classification ◽  
Future Research ◽  
Public Health Agencies ◽  
Frontline Workers ◽  
The People ◽  
Sentence Level ◽  
The Usa ◽  
The Government ◽  
Novel Coronavirus ◽  
The Impact

Towards the end of 2019, Wuhan experienced an outbreak of novel coronavirus, which soon spread worldwide, resulting in a deadly pandemic that infected millions of people around the globe. The public health agencies followed many strategies to counter the fatal virus. However, the virus severely affected the lives of the people. In this paper, we study the sentiments of people from the top five worst affected countries by the virus, namely the USA, Brazil, India, Russia, and South Africa. We propose a deep language-independent Multilevel Attention-based Conv-BiGRU network (MACBiG-Net) , which includes embedding layer, word-level encoded attention, and sentence-level encoded attention mechanisms to extract the positive, negative, and neutral sentiments. The network captures the subtle cues in a document by focusing on the local characteristics of text along with the past and future context information for the sentiment classification. We further develop a COVID-19 Sentiment Dataset by crawling the tweets from Twitter and applying topic modeling to extract the hidden thematic structure of the document. The classification results demonstrate that the proposed model achieves an accuracy of 85%, which is higher than other well-known algorithms for sentiment classification. The findings show that the topics which evoked positive sentiments were related to frontline workers, entertainment, motivation, and spending quality time with family. The negative sentiments were related to socio-economic factors like racial injustice, unemployment rates, fake news, and deaths. Finally, this study provides feedback to the government and health professionals to handle future outbreaks and highlight future research directions for scientists and researchers.

scholarly journals Endangering the Endangered: Impact of fake Covid-19 Social Media Communications in Zimbabwe

2021 ◽  
Author(s):  
Isaac Mhute ◽  
Hugh Mangeya ◽  
Ernest Jakaza
Keyword(s):  
Social Media ◽  
Negative Impact ◽  
The Novel ◽  
Human Species ◽  
The People ◽  
Media Communications ◽  
The Government ◽  
Novel Coronavirus ◽  
The Impact ◽  
Great Danger

The human species is in great danger of extinction due to the novel coronavirus that was first detected in China around December 2019. By March 2021, the world had witnessed over 116million cases, of which 36,223 are Zimbabwean. The disease that the coronavirus stimulates is quite fatal and has seen 2.57million lives succumbing to it, of which 1483 are Zimbabwean, by the same date. No cure has been discovered for it yet, though scientific researchers have already discovered several vaccines with varying efficacies. Employing a socio-pragmatic approach, the chapter explores the impact of fake covid-19 social media communications on efforts to minimize infections and fatalities in Zimbabwe, an already endangered country. It accomplishes this by qualitatively analyzing purposively sampled fake communications in circulation on social media as well as some of the utterances and behaviors people make in response to them. The chapter demonstrates the negative impact of the communications on international mitigating efforts and emphasizes the need for the government, media practitioners and social workers to always be watchful for such misleading communications and in every case to quickly counter their impact by availing correct information to the people.

Novel Coronavirus 2019 Outbreak: A Global Epidemic

2020 ◽  
Vol 17 (12) ◽  
pp. 1458-1464
Author(s):  
Sweta Kamboj ◽  
Rohit Kamboj ◽  
Shikha Kamboj ◽  
Kumar Guarve ◽  
Rohit Dutt
Keyword(s):  
World Health ◽  
Upper Respiratory Tract ◽  
Global Epidemic ◽  
The Public ◽  
The Government ◽  
Tract Disease ◽  
The 1960S ◽  
Novel Coronavirus ◽  
Health Organization ◽  
The Impact

Background: In the 1960s, the human coronavirus was designated, which is responsible for the upper respiratory tract disease in children. Back in 2003, mainly 5 new coronaviruses were recognized. This study directly pursues to govern knowledge, attitude and practice of viral and droplet infection isolation safeguard among the researchers during the outbreak of the COVID-19. Introduction: Coronavirus is a proteinaceous and infectious pathogen. It is an etiological agent of severe acute respiratory syndrome (SARS) and the Middle East respiratory syndrome (MERS). Coronavirus, appeared in China from the seafood and poultry market last year, which has spread in various countries, and has caused several deaths. Methods: The literature data has been taken from different search platforms like PubMed, Science Direct, Embase, Web of Science, who.int portal and complied. Results: Corona virology study will be more advanced and outstanding in recent years. COVID-19 epidemic is a threatening reminder not solely for one country but all over the universe. Conclusion: In this review article, we encapsulated the pathogenesis, geographical spread of coronavirus worldwide, also discussed the perspective of diagnosis, effective treatment, and primary recommendations by the World Health Organization, and guidelines of the government to slow down the impact of the virus are also optimistic, efficacious and obliging for the public health. However, it will take a prolonged time in the future to overcome this epidemic.

The Right to Information in India Implementation and Impact

2015 ◽  
Vol 2 (1) ◽  
pp. 17
Author(s):  
_______ Naveen ◽  
_____ Priti
Keyword(s):  
Public Life ◽  
Public Authorities ◽  
The Public ◽  
Know How ◽  
The People ◽  
The Government ◽  
Right To Information ◽  
The Right ◽  
The Impact

The Right to Information Act 2005 was passed by the UPA (United Progressive Alliance) Government with a sense of pride. It flaunted the Act as a milestone in India’s democratic journey. It is five years since the RTI was passed; the performance on the implementation frontis far from perfect. Consequently, the impact on the attitude, mindset and behaviour patterns of the public authorities and the people is not as it was expected to be. Most of the people are still not aware of their newly acquired power. Among those who are aware, a major chunk either does not know how to wield it or lacks the guts and gumption to invoke the RTI. A little more stimulation by the Government, NGOs and other enlightened and empowered citizens can augment the benefits of this Act manifold. RTI will help not only in mitigating corruption in public life but also in alleviating poverty- the two monstrous maladies of India.

Sexting among singles in the USA: prevalence of sending, receiving, and sharing sexual messages and images

Sexual Health ◽  
2016 ◽  
Vol 13 (5) ◽  
pp. 428 ◽  
Author(s):  
Justin R. Garcia ◽  
Amanda N. Gesselman ◽  
Shadia A. Siliman ◽  
Brea L. Perry ◽  
Kathryn Coe ◽  
...  
Keyword(s):  
Text Messages ◽  
Future Research ◽  
Limited Data ◽  
Single Adults ◽  
Social Lives ◽  
Psychosocial Wellbeing ◽  
Sexually Explicit ◽  
The Usa ◽  
Sexual Messages ◽  
The Impact

Background: The transmission of sexual images and messages via mobile phone or other electronic media (sexting) has been associated with a variety of mostly negative social and behavioural consequences. Research on sexting has focussed on youth, with limited data across demographics and with little known about the sharing of private sexual images and messages with third parties. Methods: The present study examines sexting attitudes and behaviours, including sending, receiving, and sharing of sexual messages and images, across gender, age, and sexual orientation. A total of 5805 single adults were included in the study (2830 women; 2975 men), ranging in age from 21 to 75+ years. Results: Overall, 21% of participants reported sending and 28% reported receiving sexually explicit text messages; both sending and receiving ‘sexts’ was most common among younger respondents. Although 73.2% of participants reported discomfort with unauthorised sharing of sexts beyond the intended recipient, of those who had received sext images, 22.9% reported sharing them with others (on average with 3.17 friends). Participants also reported concern about the potential consequences of sexting on their social lives, careers, and psychosocial wellbeing. Conclusion: Views on the impact of sexting on reputation suggest a contemporary struggle to reconcile digital eroticism with real-world consequences. These findings suggest a need for future research into negotiations of sexting motivations, risks, and rewards.

Insider Trading Laws and Corporate Governance Impact on Investment Decision

2021 ◽  
Vol 3 (2) ◽  
pp. 126-137
Author(s):  
Sadaf Khan ◽  
Ubaid Ur Rehman
Keyword(s):  
Corporate Governance ◽  
Insider Trading ◽  
Positive Impact ◽  
Investment Decision ◽  
Investment Decisions ◽  
Future Research ◽  
Good Corporate Governance ◽  
Governance Practices ◽  
The Government ◽  
The Impact

This research aims to analyze the impact of insider trading laws and corporate governance on investment decisions. For this purpose, the data of 400 potential and actual investors employed who provided their feedback on a structured questionnaire. When the data is collected, it was cleaned. The normality of data and reliability of items were also checked and within limits. Simple Regression was applied to test hypotheses. It was concluded that the perception of insider trading laws and corporate governance have a positive impact on investment decisions. The study has wide implications and the government and corporation both can be beneficial from its insight and findings, and exercise good corporate governance practices and follow stringent insider trading laws. The study also paves the way for future research.

scholarly journals Exploring the Impact of Crises on Food Security in Lebanon: Results from a National Cross-Sectional Study

2021 ◽  
Vol 13 (16) ◽  
pp. 8753
Author(s):  
Maha Hoteit ◽  
Youssef Al-Atat ◽  
Hussein Joumaa ◽  
Suheir El Ghali ◽  
Rania Mansour ◽  
...  
Keyword(s):  
Food Security ◽  
Food Insecurity ◽  
Coping Strategies ◽  
Cross Sectional Study ◽  
Assessment System ◽  
Cross Sectional ◽  
The People ◽  
Food Consumption Score ◽  
The Government ◽  
The Impact

This study aims to explore the prevalence and correlates of food insecurity among Lebanese households since the ordeals of COVID-19, economic crisis, and Beirut port explosions. At the core of the study, a mobile application entitled Nutrition Assessment System (NAS) that simplified the data collection was used as toolkit and a technical test was carried out in all Lebanese governorates between November 2020 and March 2021. Findings show that food insecurity is an immediate problem for households in Beirut and in many governorates in Lebanon. Nine in every 16 households ate less than 2 meals per day and more than 70% of them skipped their meals to spare food. Even though half the population studied had a low food consumption score, 82.4% of the people were not relying on livelihood coping strategies. However, more than three out of ten of these households relied on at least three food-based coping strategies. In addition, as for the livelihoods, this assessment found that most Lebanese households reported a drop in income along with an expansion in debt incurrence in the last 24 months to be able to buy food. Improving food security in Lebanon requires effort not only on the part of the government, but through regional and international actions.

scholarly journals From Social Trust and Happiness to Government Trust: The Moderating Role of Political Systems and Governance in the Philippines

PCD Journal ◽  
2019 ◽  
Vol 6 (2) ◽  
pp. 305
Author(s):  
Erickson D Calata ◽  
Reginald G. Ugaddan
Keyword(s):  
Legal System ◽  
Central Government ◽  
Social Trust ◽  
The Philippines ◽  
Future Research ◽  
Trust In Government ◽  
Political Systems ◽  
The Government ◽  
The Impact

There are frequent calls to enhance citizens' trust in government to pave the way towards a new paradigm of participatory governance and strong citizen support for government. In various realms, citizens may directly or indirectly engage with the government through various available mediums, even though, despite the availability of various policies and services provided by the government, citizens are generally passive and adamant in trusting the public sector. While many studies have explored a set of determinants that influence citizens' trust in government (i.e., central government, local government, parliament, and the legal system), few studies have ascertained the relationship and the role of social trust, happiness, governance, and political systems. These are critical factors that may influence trust in government. To address this gap, this study draws on the theoretical lens of social capital theory, proposing that cognitive social trust and citizen happiness—environment and performance—are the most likely predictors of citizen trust in government. This study assumes that citizens' perceptions of governance and political systems will moderate the effect of social trust and happiness on trust in government. Using data from the Asia Barometer Survey 2007, and focusing on data collected from the Philippines, this study tests a latent model employing the structural equation modelling technique. It finds that happiness negatively predicts trust in the central government and the legal system, while all other predictors do not have a significant effect. The findings also show that the political system moderates the impact of social trust and happiness on trust in government. Finally, this article points out its theoretical, empirical, and practical implications and provides directions for future research.

scholarly journals A Study on the Sustainability of Microfinance Institutions in Serving the Low-Income Group in Malaysia

2021 ◽  
Vol 8 (Special Issue) ◽  
pp. 339-353
Author(s):  
Nur Harena Redzuan ◽  
Amir Abidin Bashir
Keyword(s):  
Low Income ◽  
Income Group ◽  
Small Scale ◽  
Microfinance Institutions ◽  
Poverty Eradication ◽  
The People ◽  
Start Up ◽  
Low Income Groups ◽  
The Government ◽  
The Impact

A microfinance scheme was introduced in Malaysia in the year 1987 as one of the alternatives to poverty eradication strategies in the country by the government. Since then, several institutions have created to carry out the agenda of providing small loans to the low-income group to start up their small-scale business to generate more sources of income to support their household consumption. However, for a certain reason, the people still do not find microfinance an important tool to uplift their economic positions. Most of the low-income groups are still unaware of this golden opportunity tailored for them. Besides, the sustainability of these subsidized microfinance systems implemented by Malaysia had not been appropriately studied. This study explores the attractiveness of the products offered by microfinance institutions and emphasizes the option that the participants must start utilizing the product. This research also explores microfinance facilities that contain conventional finance element which is prohibited in Islamic trade. The study also discusses the measures and actions taken by microfinance institutions in serving the low-income group in Malaysia. This paper employs a qualitative method through interviews and content analysis. The report, journal publications, and other related documents were also analyzed in achieving the objectives. The study provides the impact that it may pave the way to an indistinct understanding of how Islamic microfinance institutions sustain their operations.

scholarly journals RIGHT TO FOOD FOR ALL IN INDIA: MYTH OR REALITY

2018 ◽  
pp. 178-189
Author(s):  
Grishma Soni ◽  
Prachi V. Motiyani
Keyword(s):  
Carbon Dioxide Emission ◽  
Right To Life ◽  
Human Right ◽  
Right To Food ◽  
Complex Issue ◽  
The People ◽  
The World ◽  
The Government ◽  
The Right ◽  
The Impact

As we all know that food is the basic Human necessity, without which no one can survive. Making food available for all the people in the world is now days becoming a complex issue. The availability food is decreasing as a result of increase in population that will result in food insecurity or malnutrition. Indian constitution interprets the right to food as part of right to life, which is fundamental human right. Change in climate, the impact of globalization, Global Warming, Carbon dioxide emission from fuel etc. also affects the right to food of many people. This paper examines the situation prevailing in India and looks into the obligations and initiatives by the government of India to ensure Right to Food and make suggestions for addressing the issue and examines the possible way to make the scheme workable to achieve food security.

Short Note: Rape A Consequence of Covid-19 Quarantine on Children and The Elderly: A Call for Action

2021 ◽  
Vol SI ◽  
pp. 85-95
Author(s):  
Grace Emmanuel Kaka ◽  
Muhamad Helmi Md Said ◽  
Shahrul Mizan Ismail
Keyword(s):  
Domestic Violence ◽  
Short Note ◽  
The Elderly ◽  
Online News ◽  
News Reports ◽  
High Prevalence ◽  
The Government ◽  
Good Policy ◽  
Novel Coronavirus ◽  
The Impact

The novel coronavirus (Covid-19) led to a shift in the social structure of global cities leading to self-isolation and social/physical distancing to curb the spread of the virus. While these two are stand as good policy, they are greeted by domestic violence and rape as the most prevalent consequences. The researchers examined the impact of lockdown on domestic violence in Nigeria based on frequency of news reports using content analysis of two online news reports and discovered a high prevalence of rape on children (0 - 17 years) and elderly (60 years and above). Hence it is suggested that the government should always be prepared for emergencies. Also, future polices should consider the interest of the most vulnerable in the society by providing safety measures.

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