COVID-19 outbreak in India: an early stage analysis


  • Sanju Mishra Tiwari Machine Intelligence Research Labs (MIR Labs), India
  • Devottam Gaurav IIT Delhi, India
  • Ajith Abraham Machine Intelligence Research Labs (MIR Labs), Scientific Network for Innovation and Research Excellence, Auburn, Washington, USA



Pandemic, Infection growth, COVID-19, Coronavirus, Datasets, Prediction models


The COVID-19 outbreak in several countries of the world is facing a challenging task to control the virus transmission as 3.7 million people are tested positive in all over world at the time of writing. India is also suffering with the virus outbreak in different states as on January 30, 2020, India reported its first confirmed case of coronavirus deadly disease (COVID-19) in Kerala state where three students returned from the epicentre of the disease, Wuhan, China. During the first week, India experienced a slow growth in the infected cases but soon after an outbreak has been found in several states and union territories, although strict measures are being made to control the outbreak. This study presents a comprehensive analysis to explore the current status of virus transmission at state and country level, infection growth, most affected age groups, available datasets and prediction models and strict control measures. Several data sources are analysed to collect the pandemic data such as Johns Hopkins University, Ministry of Health, COVID-19 India, Worldometer and media. The analysed study will be significant for scientist, researchers and health workers of India and also for the administrative tasks to consider the different strict measure to control COVID-19.


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Wuhan Municipal Health Commission. Report of clustering pneumonia of unknown aetiology in Wuhan City, 2019. Available at: Accessed on 20 January 2020.

Jahanbin K, Rahmanian V. Using twitter and web news mining to predict COVID-19 outbreak; 2020.

Ferguson NM. Impact of non-pharmaceutical interventions (NPIS) to reduce covid-19 mortality and healthcare demand, London: Imperial College COVID19 Response Team, 16 March 2020.

World Health Organization. Coronavirus 2020. Available at: Accessed on 10 February 2020.

John Hopkins University (2020). Novel Coronavirus (COVID-19) Cases, provided by JHU CSSE. Accessed at: COVID-19. Accessed on 6 April 2020.

David Reid (30 January 2020). India confirms its first coronavirus case. CNBC. Retrieved 28 March 2020.

Kerala confirmed first novel coronavirus case in India. India Today. 30 January 2020.

Advisory: Travel and Visa restrictions related to COVID-19, Bureau of Immigration.

Richman DD, Whitley RJ, Hayden FG. Clinical Virology, 4th ed. Washington: ASM Press; 2016.

Available at: coronavirus. Accessed on 5 May 2020.

Novel Coronavirus can be transmitted even before symptoms show up, The Hindu, pg no-10.

Testing and mass quarantine helped Wuhan defeat virus, The Hindu, 31 March, pg no 10.

Singhal T. A review of coronavirus disease-2019 (COVID-19). Indian J Pediatrics. 2020:1-6.

Middle East Respiratory Syndrome Coronavirus. Available at: /mers-cov/en/. Accessed on 16 February 2020.

Huang C, Wang Y, Li X. Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. Lancet. 2020;395:497-506.

Available at: health/why-must-covid-19-clusters-be- identified/article31259763. Accessed on 5 April 2020.

Sinha, Saurabh. Coronavirus: Thermal screening of flyers from China, Hong Kong at 7 airports. The Times of India. Archived from the original on 21 January 2020. Retrieved 21 January 2020.

Home Ministry of Health and Family Welfare GOI. Available at: Accessed on 5 May 2020.

Available at: Accessed on 5 May 2020.

CSSEGI Sand Data, “CSSEGI Sand Data/COVID-19,” Mar 2020. Available at: https://github. com/CSSEGISandData/COVID-19. Accessed on 3 May 2020.

Sudalairaj Kumar Data, “Novel corona-virus dataset,” Mar 2020. Available at: https://www.

nCoV2019 Data, “ncov2019 epidemiological data,” Mar 2020. Available at breakprepared/nCoV2019. Accessed on 1 May 2020.

Latif S, Usman M, Manzoor S, Iqbal W, Qadir J, Tyson G, et al. Leveraging Data Science to Combat COVID-19: A Comprehensive Review; 2020.

ECDC, “European Centre for Disease Prevention and Control (ECDC),” 2020. Available at: Accessed on 1 May 2020.

CHIME, “COVID-19 Hospital Impact Model for Epidemics,” 2020. Available at: /CodeForPhilly/chime. Accessed on 3 May 2020.

Available at covid19india-react. Accessed on 3 May 2020.

Available at: Accessed on 3 May 2020.

Kermack WO, McKendrick AG, Walker GT. A contribution to the mathematical theory of epidemics, Proceedings of the Royal Society of London. Series A Containing Papers of a Mathematical and Physical Character. 1927;115: 700-72.

Kucharski AJ, Russell TW, Diamond C, Liu Y, Edmunds J, Funk S, et al. Early dynamics of transmission and control of COVID-19: a mathematical modelling study. Lancet Infectious Diseases; 2020.

Tufekci Z. Don’t Believe the COVID-19 Models: That’s not what they’re for, The Atlantic, Data Published; 2020. Available at: Accessed on 2 April 2020.

Koerth M, Bronner L, Mithani J. Why It’s So Freaking Hard to Make A Good COVID-19 Model. Available at: /why-its-so-freaking-hard-to-make-a-good-covid-19-model; 2020.

Available at: Accessed on 3 May 2020.

Available at: covid19/en. Accessed on 3 May 2020.

Available at: Accessed on 3 May 2020.

Li Q, Guan X, Wu P, Wang X, Zhou L, Tong Y, et al. Early transmission dynamics in Wuhan, China, of novel coronavirus-infected pneumonia. N Engl J Med. Available at: doi/10.1056/NEJMoa2001316. Accessed on 29 January 2020.

The early phase of the COVID-19 outbreak in Lombardy, Italy, 2020, In Press.

Epidemic Projection, COVID-19, Boston Consulting Group, 26 March 2020.

Available at:

d/19WpQWGpxxjXXz19jEuWuXgT_56LI2OJBcb8hUVGeiw/edit?ts=5e8a06d5#gid=1946591799. Accessed on 5 May 2020.

Available at: coronavirus/country/india. Accessed on 3 2020.

Available at: coronavirus/coronavirus-death-rate. Accessed on 3 May 2020.

Novel Coronavirus can be transmitted even before symptoms show up, The Hindu, pg no-10.

The Hindu, Accessed on 29 March 2020, FAQ, page no 11.

Available at: 31259763.ece. Accessed on 5 April 2020.






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