TABLE II. Resources for Data Collection.

Data source	Type of data	Data attribute	Links
JHU CSSE COVID-19 Data	Case statistics	Number of infections, number of cured patients, total mortality count, location	https://github.com/CSSEGISandData/COVID-19
Novel Corona-virus 2019 dataset	Case statistics	Patient demographics, case reporting date, location, brief history	https://www.kaggle.com/sudalairajkumar/novel-corona-virus-2019-dataset
Coronavirus Source Data	Case statistics	Time series of confirmed daily COVID-19 cases	https://ourworldindata.org/coronavirus-source-data
CHIME	Case statistics	Daily number of susceptible, infected and recovered patient	https://github.com/CodeForPhilly/chime
COVID-19 Korea Dataset	Case statistics	Patient routes, age, gender, diagnosed date	https://github.com/ThisIsIsaac/Data-Science-for-COVID-19
hCOV-19	Genomic epidemiology	Genetic sequence and metadata	https://www.gisaid.org/epiflu-applications/next-hcov-19-app/
New York Times dataset	USA State-wise cumulative cases	Date, state name, number of cases, death count	https://github.com/nytimes/covid-19-data
Public Corona-virus	Twitter Dataset	Tweet IDs Twitter ID with location	https://github.com/echen102/COVID-19-TweetIDs
Coronavirus COVID19	Public Tweets on COVID-19	UserID, location, hashtags, tweet text	www.kaggle.com/smid80/coronavirus-covid19-tweets
COVID-19 Open Research Challenge	dataset of a variety of cases	Date, number of cases, death count	https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge
WHO data	Case statistics	Daily number of susceptible, infected and recovered patient	https://www.who.int/emergencies/diseases/novel-coronavirus-2019/global-research-on-novel-coronavirus-2019-ncov
COVID-19 Community Mobility Reports	131 Countries Mobility statistics with textual reports	Presence of people at grocery stores, pharmacies, recreational spots, parks, transit stations, workplaces, and residences	https://www.google.com/covid19/mobility/
COVID-19 DATABASE	Italy Radiology data	Xrays and demographics	https: //www.sirm.org/category/senza-categoria/covid-19/
RKI COVID19	Germany Cases	data Number of infection cases	https://npgeo-corona-npgeo-de.hub.arcgis.com/datasets/dd4580c810204019a7b8eb3e0b329dd6 0/data
BSTI Imaging Database	CT scans	Patient CT scans	https://www.bsti.org.uk/training-and-education/covid-19-bsti-imaging-database/
nCoV2019 Dataset	Epidemiological data	Patient demographics, case reporting date, location, brief history	https://github.com/beoutbreakprepared/nCoV2019
COVID Chestxray	Chest X-ray scans and reports	X-Ray Image, date, patient, demographics, findings, location and survival information	https://github.com/ieee8023/covid-chestxray-dataset
COVID-19 CT segmentation	Lungs CT scans	JPG image scans with segmentation and label report	[48]
COVID-CT-Dataset	Chest CT-scans	Scans with associated labels	http://medicalsegmentation.com/covid19/
Kinsa Smart Thermometer	Health Weather Map	Temperature readings from internet-connected thermometers made by Kinsa Health.	https://healthweather.us/?mode=Atypical