We believe that the access to right information is a critical weapon in fighting this pandemic. This project aims at building a one-stop-all-information website about COVID-19. Everything COVID narrates the effect of this virus in various facets.
The website is accessible through this link. A copy of the accompanying presentation can be viewed here
The following notebook is used for text analytics and development of a research dataset:
- Articles.ipynb - Notebook built the Coronavirus Researches Dataset and performed text analytics for recommendation of researches based on user search query. (Feature to be added on website)
The following notebooks are used to scrape data from various sources:
- COVID19.ipynb - Notebook built the US Expanded Counties Cases dataset
- scraping_code.ipynb - Notebook built the stocks dataset
- COVID_Spain_Age_Gender_Data.ipynb - Notebook built the Spain Demographics Datset
The following datasets have been used in the website:
Clinical Trials data can be downloaded here.
index,trial_id,registry,registration_date,start_date,retrospective_registration,sponsor,recruitment_status,phase,study_type,countries,title,intervention_type,intervention,enrollment,primary_completion_date,full_completion_date,registy_url,results_type,results_published_date,results_url,last_updated,first_seen
0,ChiCTR2000029953,ChiCTR,2020-02-17,2020-02-01,True,Zhongnan Hospital of Wuhan University,Not Recruiting,Not Applicable,Observational,China,Construction and Analysis of Prognostic Predictive Model of Novel Coronavirus Pneumonia (COVID-19),Prognosis,No Intervention,400,Not Available,2021-05-01,http://www.chictr.org.cn/showproj.aspx?proj=49217,No Results,No Results,No Results,2020-02-17,2020-08-03
...
Clinical Trials data can be downloaded here.
,"Country,Other",TotalCases,NewCases,TotalDeaths,NewDeaths,TotalRecovered,ActiveCases,"Serious,Critical",Tot Cases/1M pop,Deaths/1M pop,TotalTests,"Tests/1M pop"
0,World,"1,266,782","+65,329","69,177","+4,489","261,132","936,473","45,530",163,8.9,,
...
GDP Outlook data can be downloaded here.
WEO Country Code ISO WEO Subject Code Country Subject Descriptor Subject Notes Units Scale Country/Series-specific Notes 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 Estimates Start After
512 AFG NGDP_RPCH Afghanistan Gross domestic product, constant prices Annual percentages of constant price GDP are year-on-year changes; the base year is country-specific . Expenditure-based GDP is total final expenditures at purchasers? prices (including the f.o.b. value of exports of goods and services), less the f.o.b. value of imports of goods and services. [SNA 1993] Percent change Source: National Statistics Office Latest actual data: 2018 Notes: National accounts data is originally compiled on the basis of a solar year, which runs from March 21 to March 20. Data is converted to calendar years for the purpose of WEO publication. National accounts manual used: System of National Accounts (SNA) 1993 GDP valuation: Market prices Start/end months of reporting year: January/December. none Base year: 2002. Base year is the solar year 2002/03 Chain-weighted: No n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a 8.692 0.671 11.83 5.361 13.34 3.863 20.585 8.438 6.479 13.968 5.683 2.697 0.988 2.164 2.889 2.664 3.037 -3.007 4.495 2018
...
World Unemployment data can be downloaded here
Unemployment by Industry data can be downloaded here
WEO Country Code ISO WEO Subject Code Country Subject Descriptor Subject Notes Units Scale Country/Series-specific Notes 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 Estimates Start After
512 AFG NGDP_RPCH Afghanistan Gross domestic product, constant prices Annual percentages of constant price GDP are year-on-year changes; the base year is country-specific . Expenditure-based GDP is total final expenditures at purchasers? prices (including the f.o.b. value of exports of goods and services), less the f.o.b. value of imports of goods and services. [SNA 1993] Percent change Source: National Statistics Office Latest actual data: 2018 Notes: National accounts data is originally compiled on the basis of a solar year, which runs from March 21 to March 20. Data is converted to calendar years for the purpose of WEO publication. National accounts manual used: System of National Accounts (SNA) 1993 GDP valuation: Market prices Start/end months of reporting year: January/December. none Base year: 2002. Base year is the solar year 2002/03 Chain-weighted: No n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a n/a 8.692 0.671 11.83 5.361 13.34 3.863 20.585 8.438 6.479 13.968 5.683 2.697 0.988 2.164 2.889 2.664 3.037 -3.007 4.495 2018
...
Dataset for India, New Zealand, Sweden, Iceland, Japan, Romania, Norway, Finland, Wuhan China, Cambodia, Netherlands, Italy, Belgium, Philippines, South Korea, Canada Confirmed Cases by age and gender. Download dataset here
Dataset can be downloaded here
The following datasets have been curated for future use and development:
In-house built dataset the includes all demographic information for city/county level in areas where there are confirmed COVID Cases. Dataset can be downloaded here
Specially Aggregated In-house dataset of coronavirus-related researches. Curated dataset can be downloaded here. Original dataset initiated by: Allen Institute AI.
Cases by US Counties can be downloaded here. Originally forked from: JHU Github
Cases by US States can be downloaded here Originally forked from: JHU Github
The developers would like to acknowledge the following websites/organizations as sources of data:
- World Health Organization - Virus Information, Symptoms, and Prevention
- European Centre for Disease Prevention and Control - Data on the geographic distribution of COVID-19 cases worldwide
- Worldometer - Country-wise distribution, cases trends, total cases in absolute numbers
- Yahoo Finance - Stock Market Data
- International Monetary Fund - Worldwide GDP Outlook and Unemployment
- Bureau of Labor Statistics - Unemployment by Industry
- Trials Tracker Project by the DataLab - COVID-19 Trials Tracker
- Statista - Coronavirus (COVID-19) cases in India, New Zealand, Sweden, Iceland, Japan, Romania, Norway, Finland, and Wuhan China 2020, by age group
- Cambodia COVID Wikipedia - Cambodia Confirmed Cases by age and gender
- Netherlands COVID Wikipedia - Netherlands Confirmed Cases by age and gender
- Italy COVID Wikipedia - Italy Confirmed Cases by age and gender
- Belgium COVID Wikipedia - Belgium Confirmed Cases by age and gender
- Philippines COVID Wikipedia - Philippines Confirmed Cases by age and gender
- South Korea COVID Wikipedia - South Korea Confirmed Cases by age and gender
- Spain COVID Wikipedia - Spain Confirmed Cases by age and gender
- Canada COVID Wikipedia - Canada Confirmed Cases by age
The developers would also like to acknowledge the following websites for the technical components of this website:
- HTML5 - Website Frontend
- HTML5UP - Website Template
- Tableau - Data Visualizations
- Jupyter Notebook - Data Wrangling IDE
- Python - Language for Data Processing
This project is currently not open for contributions from other developers. If you have any suggestions, please contact the developers of this website.
- Version 1: Initial Release: April 15, 2020
This project is licensed under the MIT License - see the LICENSE.md file for details
This project is originally released as an entry submission for UC Davis MSBA COVID-19 Challenge Competition.
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