Purpose - The study aims to carry out predictive modeling based on publicly available COVID-19 data for the duration April 01, 2020 to June 20, 2020 pertaining to India and five of its most infected states: Maharashtra, Tamil Nadu, Delhi, Gujarat and Rajasthan. Design/methodology/approach - The study leverages the susceptible, infected, recovered and dead (SIRD) epidemiological framework for predictive modeling. The basic reproduction number R0 is derived by an exponential growth method using RStudio package R0. The differential equations reflecting the SIRD model have been solved using Python 3.7.4 on the Jupyter Notebook platform. For visualization, Python Matplotlib 3.2.1 package is used. Findings - The study offers insights on peak-date, peak number of COVID-19 infections and end-date pertaining to India and five of its states. Practical implications - The results subtly indicate toward the amount of effort required to completely eliminate the infection. It could be leveraged by the political leadership and industry doyens for economic policy planning and execution. Originality/value - The emergence of a clear picture about COVID-19 lifecycle is impossible without integrating data science algorithms and epidemiology theoretical framework. This study amalgamates these two disciplines to undertake predictive modeling based on COVID-19 data from India and five of its states. Population-specific granular and objective assessment of key parameters such as reproduction number (RO), susceptible population (S), effective contact rate (B) and case-fatality rate (s) have been used to generate a visualization of COVID-19 lifecycle pattern for a critically affected population.
机构:
Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Dept Infect Dis, Mexico City, DF, MexicoInst Nacl Ciencias Med & Nutr Salvador Zubiran, Dept Infect Dis, Mexico City, DF, Mexico
Ponce-de-Leon, Alfredo
Dolores Niembro-Ortega, Maria
论文数: 0引用数: 0
h-index: 0
机构:
Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Directorate Med, Mexico City, DF, MexicoInst Nacl Ciencias Med & Nutr Salvador Zubiran, Dept Infect Dis, Mexico City, DF, Mexico
Dolores Niembro-Ortega, Maria
Gonzalez-Lara, Maria F.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Nacl Ciencias Med & Nutr Salvador Zubiran, Dept Infect Dis, Mexico City, DF, MexicoInst Nacl Ciencias Med & Nutr Salvador Zubiran, Dept Infect Dis, Mexico City, DF, Mexico
Gonzalez-Lara, Maria F.
REVISTA DE INVESTIGACION CLINICA-CLINICAL AND TRANSLATIONAL INVESTIGATION,
2021,
73
(05):
: 329
-
334
机构:
NOVA Univ Lisbon, Inst Hyg & Trop Med IHMT, Global Hlth & Trop Med GHTM, Lisbon, Portugal
Univ Porto, EPIUnit Inst Saude Publ, Porto, PortugalNOVA Univ Lisbon, Inst Hyg & Trop Med IHMT, Global Hlth & Trop Med GHTM, Lisbon, Portugal
Shaaban, Ahmed Nabil
Peleteiro, Barbara
论文数: 0引用数: 0
h-index: 0
机构:
Univ Porto, EPIUnit Inst Saude Publ, Porto, Portugal
Univ Porto, Dept Ciencias Saude Publ & Forenses & Educ Med, Fac Med, Porto, PortugalNOVA Univ Lisbon, Inst Hyg & Trop Med IHMT, Global Hlth & Trop Med GHTM, Lisbon, Portugal
Peleteiro, Barbara
Martins, Maria Rosario O.
论文数: 0引用数: 0
h-index: 0
机构:
NOVA Univ Lisbon, Inst Hyg & Trop Med IHMT, Global Hlth & Trop Med GHTM, Lisbon, PortugalNOVA Univ Lisbon, Inst Hyg & Trop Med IHMT, Global Hlth & Trop Med GHTM, Lisbon, Portugal
机构:
Univ Barcelona, Fac Med & Hlth Sci, Dept Med, Barcelona, Spain
Hosp Clin Barcelona, Prevent Med & Epidemiol, Barcelona, Spain
ISGlobal, Barcelona, SpainUniv Barcelona, Fac Med & Hlth Sci, Dept Med, Barcelona, Spain
Trilla, Antoni
Trilla, Guillem
论文数: 0引用数: 0
h-index: 0
机构:
CAP St Ildefons, Dept Family & Community Med, St Ildefons, Barcelona, Spain
Inst Catala Salut Gerencia Terr Metropolitana Sud, LHospitalet De Llobregat, SpainUniv Barcelona, Fac Med & Hlth Sci, Dept Med, Barcelona, Spain
Trilla, Guillem
Aldea, Marta
论文数: 0引用数: 0
h-index: 0
机构:
Univ Barcelona, Fac Med & Hlth Sci, Dept Med, Barcelona, Spain
Hosp Clin Barcelona, Prevent Med & Epidemiol, Barcelona, SpainUniv Barcelona, Fac Med & Hlth Sci, Dept Med, Barcelona, Spain
Aldea, Marta
Vilella, Anna
论文数: 0引用数: 0
h-index: 0
机构:
Univ Barcelona, Fac Med & Hlth Sci, Dept Med, Barcelona, Spain
Hosp Clin Barcelona, Prevent Med & Epidemiol, Barcelona, SpainUniv Barcelona, Fac Med & Hlth Sci, Dept Med, Barcelona, Spain
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Qing Li
Ying Wang
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Ying Wang
Qiang Sun
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Qiang Sun
Jasmin Knopf
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Jasmin Knopf
Martin Herrmann
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Martin Herrmann
Liangyu Lin
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Liangyu Lin
Jingting Jiang
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Jingting Jiang
Changshun Shao
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Changshun Shao
Peishan Li
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Peishan Li
Xiaozhou He
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Xiaozhou He
Fei Hua
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Fei Hua
Zubiao Niu
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Zubiao Niu
Chaobing Ma
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Chaobing Ma
Yichao Zhu
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Yichao Zhu
Giuseppe Ippolito
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Giuseppe Ippolito
Mauro Piacentini
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Mauro Piacentini
Jerome Estaquier
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Jerome Estaquier
Sonia Melino
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Sonia Melino
Felix Daniel Weiss
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Felix Daniel Weiss
Emanuele Andreano
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Emanuele Andreano
Eicke Latz
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Eicke Latz
Joachim L. Schultze
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Joachim L. Schultze
Rino Rappuoli
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Rino Rappuoli
Alberto Mantovani
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Alberto Mantovani
Tak Wah Mak
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Tak Wah Mak
Gerry Melino
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Gerry Melino
Yufang Shi
论文数: 0引用数: 0
h-index: 0
机构:The Third Affiliated Hospital of Soochow University/The First People’s Hospital of Changzhou,CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health
Yufang Shi
Cell Death & Differentiation,
2022,
29
: 1107
-
1122
机构:
London Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, EnglandLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Heymann, David L.
Shindo, Nahoko
论文数: 0引用数: 0
h-index: 0
机构:
WHO, Geneva, SwitzerlandLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Shindo, Nahoko
Bedford, Juliet
论文数: 0引用数: 0
h-index: 0
机构:London Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Bedford, Juliet
Enria, Delia
论文数: 0引用数: 0
h-index: 0
机构:London Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Enria, Delia
Giesecke, Johan
论文数: 0引用数: 0
h-index: 0
机构:
Karolinska Inst, Stockholm, SwedenLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Giesecke, Johan
Heymann, David
论文数: 0引用数: 0
h-index: 0
机构:London Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Heymann, David
Ihekweazu, Chikwe
论文数: 0引用数: 0
h-index: 0
机构:
Nigeria Ctr Dis Control, Abuja, NigeriaLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Ihekweazu, Chikwe
Kobinger, Gary
论文数: 0引用数: 0
h-index: 0
机构:
Univ Laval, Infect Dis Res Ctr, Fac Med, Quebec City, PQ, CanadaLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Kobinger, Gary
Lane, Clifford
论文数: 0引用数: 0
h-index: 0
机构:
NIAID, 9000 Rockville Pike, Bethesda, MD 20892 USALondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Lane, Clifford
Memish, Ziad
论文数: 0引用数: 0
h-index: 0
机构:
Alfaisal Univ, Riyadh, Saudi ArabiaLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Memish, Ziad
Myoung-don, Oh
论文数: 0引用数: 0
h-index: 0
机构:
Seoul Natl Univ Hosp, JW Lee Ctr Global Med, SNU Coll Med, Dept Internal Med, Seoul, South KoreaLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Myoung-don, Oh
Sall, Amadou Alpha
论文数: 0引用数: 0
h-index: 0
机构:
Inst Pasteur, Unite Arbovirus & Virus Fievres Hemorrag, Dakar, SenegalLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Sall, Amadou Alpha
Ungchusak, Kum
论文数: 0引用数: 0
h-index: 0
机构:
Minist Hlth, Dept Dis Control, Bangkok, ThailandLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England
Ungchusak, Kum
Wieler, Lothar
论文数: 0引用数: 0
h-index: 0
机构:
Robert Koch Inst, Berlin, GermanyLondon Sch Hyg &Trop Med, Infect Dis Epidemiol, London WC1E 7HT, England