Datasets on Cases, Deaths, Transmission, Responses

๐Ÿ’ฌWhatsApp Chat for "Data" ๐Ÿ’ฌ


Link Drop - for datasets please, not general 'data related'

Crowdsourced record of workers dying of COVID-19 or falling ill at work

๐Ÿ”—https://docs.google.com/spreadsheets/u/2/d/1aGSFDB7Rv0Lc69PqNxPorv2QCfwD09llFA1uUh2D0ps/htmlview


EuroMOMO

๐Ÿ‡ช๐Ÿ‡บ๐Ÿ”—http://www.euromomo.eu/

EuroMOMO is a European mortality monitoring activity, aiming to detect and measure excess deaths related to seasonal influenza, pandemics and other public health threats. Official national mortality statistics are provided weekly from the 24 European countries in the EuroMOMO collaborative network, supported by the European Centre for Disease Prevention and Control (ECDC) and the World Health Organization (WHO).


The COVID-19 Racial Data Tracker

https://covidtracking.com/race

The COVID Racial Data Tracker is a collaboration between the COVID Tracking Project and the Center for Antiracist Research. Together, weโ€™re gathering the most complete race and ethnicity data on COVID-19 in the United States.


โœ๏ธ Edit this document to make it better โœ๏ธ


The core content of this Data section focuses on data sets that can be downloaded and analyzed in formats such as XML and .csv. The section begins with repositories of existing data sets, followed by key existing data sets categorized by type. Later in the data section, there are requests for data sets people would like to analyze. Country-specific and subnational data sets are listed by country at the end of the Data section.

Other relevant sections of this handbook

Data Visualizations and Infographics

To keep the Data section focused on data sets, the various charts, graphics, and maps created with the data go in the Infographics section.

See also:

๐Ÿ”—https://coronavirustechhandbook.com/infographics



Data Tools

Scripts, codes, methods and technical resources for working with COVID-19 data


See also:

๐Ÿ”— https://coronavirustechhandbook.com/data-tools


Self-reported Data and Crowdsourcing

Crowdsourcing epidemiological data,


See also:

๐Ÿ”—https://coronavirustechhandbook.com/self-reporting


Data Governance and Data Standards

Recommendations for how to work with COVID-19 data. 


See also:

๐Ÿ”—https://coronavirustechhandbook.com/data-governance


Repositories of Existing Datasets


List of data on asymptomatic transmission. 

๐Ÿ”—https://twitter.com/ErinSandersNP/status/1250081382241579008


Data Collaboratives in Response to COVID-19

๐Ÿ”—https://docs.google.com/document/d/1JWeD1AaIGKMPry_EN8GjIqwX4J4KLQIAqP09exZ-ENI/edit#

A repository for data collaboratives seeking to address the spread of COVID-19 and its secondary effects. Created by The Governance Lab (GovLab) based at New York University.


Severe acute respiratory syndrome Coronavirus 2 data hub

๐Ÿ”—https://www.ncbi.nlm.nih.gov/labs/virus/vssi/#/virus?SeqType_s=Nucleotide&VirusLineage_ss=Wuhan%20seafood%20market%20pneumonia%20virus,%20taxid:2697049

Search, retrieve, and analyze SARS-CoV-2 GenBank data, from US National Library of Medicine (NLM).


COVID-19 Data Providers by Amass Insights

๐Ÿ”—https://docs.google.com/spreadsheets/d/1N_aVyjQWBzPT_MHiAWyoEqNgX4nKkoU7FznVZpvFTu0/edit?usp=sharing

Directory of Coronavirus-related data providers categorised by geographical focus, type of data, data features, status (complete?), date last updated, date added.


COVID-19: a living systematic map of the evidence

๐Ÿ”—http://eppi.ioe.ac.uk/cms/Projects/DepartmentofHealthandSocialCare/Publishedreviews/COVID-19Livingsystematicmapoftheevidence/tabid/3765/Default.aspx

Produced by the Evidence for Policy and Practice research center at University College, London. Focuses on evidence synthesis and research application. An Evidence Map categorises datasets by topic (e.g. diagnosis, health impacts, economic impacts). Updates weekly.


COVID-19 Pandemic

๐ŸŒ๐Ÿ”—https://data.humdata.org/event/covid-19

Humanitarian Data Exchange repository of COVID-19 datasets with option to filter by variables relevant to humanitarian response.


Open source COVID-19

๐Ÿ”—http://open-source-covid-19.weileizeng.com/

A global collection of Open Source projects during COVID-19. Includes data, APIs, dashboards, research and crowd collected lists.


COVID-19 Data Hub

๐Ÿ”—https://odileeds.org/projects/open-data-saves-lives/covid19/data-hub/

Open Data Institute (ODI) Leeds:This is a document to openly collate useful open data sources and references related to COVID-19, to support our collaborative #OpenDataSavesLives coronavirus work


Fighting Coronavirus with Tech and Data

๐Ÿ”—https://www.notion.so/d44664abc5424dd191fc7bab29685983?v=ae0f06065b0c47e2afbdd7f4fca4e2c4

COVID-19 Data sources compiled by GraphExt, a data science for business firm.


COVID-19 Data Repository at openICPSR

๐Ÿ”—https://www.openicpsr.org/openicpsr/covid19

A free self-publishing option for social/behavioral datasets related to COVID-19 provided by the Inter-university Consortium for Political and Social Research.


Analysis of data related to COVID-2019, first reported in Wuhan, China

๐Ÿ”—https://github.com/beoutbreakprepared/nCoV2019

Includes data on comorbidities from Global Burden of Disease.


Possible COVID-19 datasets

๐Ÿ”—https://docs.google.com/spreadsheets/d/1w4czUYSQ1AfOxw-H3Zei5LZAvNkQrSAGeIu60aeXkZs/edit#gid=0

Table of Possible Covid Datasets that includes the source of the data, notable features, a short description, how to access the data and a link [around 95 datasets as of 21 March 2020].


IIPC Collaborative Collection: Covid-19 outbreak

๐Ÿ”—https://archive-it.org/collections/13529

A collection to preserve web content related to the ongoing Novel Coronavirus (Covid-19) outbreak. Created by the Content Development Group of the International Internet Preservation Consortium in collaboration with Archive-It.


Global Coronavirus Dataset Library

๐Ÿ”—https://lionbridge.ai/datasets/coronavirus-datasets-from-every-country/

Some of the most widely-used coronavirus datasets. This article will be continuously updated, as new COVID-19 datasets become available. 



Existing Datasets by Features

Datasets and databases for the study of COVID-19 categorize by topic. Country-specific data is listed by country at the end of the Data section.

Johns Hopkins University Case Data and Adaptations

The dataset and dashboard from Johns Hopkins University (JHU) have played a major role in tracking cases of COVID-19. This section includes a link to the JHU data as well as adaptations of that data.


Coronavirus cases, provided by Johns Hopkins CSSE 

๐ŸŒ๐Ÿ”—https://github.com/CSSEGISandData/COVID-19

Data repository for the 2019 Novel Coronavirus Visual Dashboard operated by the Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE). Also, Supported by ESRI Living Atlas Team and the Johns Hopkins University Applied Physics Lab (JHU APL). Includes cases, km, recoveries. Regular updates and data from the 14 largest government agencies. 


Coronavirus COVID-19 Data Repository by Johns Hopkins CSSE

๐ŸŒ๐Ÿ”—https://github.com/CSSEGISandData/COVID-19/tree/master/csse_covid_19_data/csse_covid_19_daily_reports

The Johns Hopkins daily US and worldwide figures on COVID-19. CSV.


Coronavirus time series data on cases 

๐ŸŒ๐Ÿ”—https://github.com/datasets/covid-19

Sourced from Johns Hopkins CSSE, consolidated into normalized time series


Coronavirus time series

๐ŸŒ๐Ÿ”—https://datahub.io/core/covid-19

Coronavirus time series listing confirmed cases, deaths and recoveries. 


Coronavirus Dataset

๐ŸŒ๐Ÿ”—https://www.kaggle.com/sudalairajkumar/novel-corona-virus-2019-dataset

Day level information on COVID-19 affected cases based on Johns Hopkins dataset.


COVID-19 cases, using data from Johns Hopkins CSSE and the New York Times

๐Ÿ”—https://covid-19.datasettes.com/

Johns Hopkins daily reports loaded into Datasette, so you can run SQL queries against it and export JSON or CSV.


Case Data

This section contains case data from sources other than Johns Hopkins University. Country-specific and subnational datasets are listed at the end of the data section.


European Centre for Disease Control (ECDC): Download todayโ€™s data on the geographic distribution of COVID-19 cases worldwide

๐ŸŒ๐Ÿ”—https://www.ecdc.europa.eu/en/publications-data/download-todays-data-geographic-distribution-covid-19-cases-worldwide

Daily worldwide figures on COVID-19 cases and deaths from the ECDC. Excel, CSV, JSON, XML.


A dataset of 1000 early cases

๐ŸŒ๐Ÿ”—https://docs.google.com/spreadsheets/d/1jS24DjSPVWa4iuxuD4OAXrE3QeI8c9BC1hSlqr-NMiU/edit#gid=1187587451

๐Ÿ—ฃ [email protected]

Each record includes First confirmed imported COVID-19 pneumonia patient in Shenzhen (from Wuhan): male, 66, Shenzhen residence, visited relatives in Wuhan on 12/29/2019, symptoms onset on 01/03/2020, returned to Shenzhen and sought medical care on 01/04/2020, hospitalized on 01/11/2019, sample sent to China CDC for testing on 01/18/2020, confirmed on 01/19/2020. 8 others under medical observation, contact tracing ongoing.


High Contagiousness and Rapid Spread of Severe Acute Respiratory Syndrome Coronavirus 2


CH๐Ÿ”—https://wwwnc.cdc.gov/eid/article/26/7/20-0282_article

Appendix 1 of this


2019โ€“20 Coronavirus pandemic cases / WHO situation reports

๐ŸŒ๐Ÿ”—https://en.wikipedia.org/wiki/Template:2019%E2%80%9320_coronavirus_pandemic_data/

WHO_situation_reports

Daily case data by country from World Health Organization situation reports.


Rolling, last-10-day Coronavirus case data spreadsheet, worldwide, by continent, and by country

๐ŸŒ๐Ÿ”—https://spreadsheetjournalism.com/2020/04/22/corona-virus-spreadsheet-requires-excel-365/

Data source; The European Centre for Disease Prevention and Control. The workbook also features a sheet enabling the user to enter any country name in an auto-complete text box along with any time span, disclosing data for that country across the span. NOTE: requires access to the Excel 365 version.



Trial Data

Dimensions COVID-19 publications, data sets, clinical trials

๐ŸŒ๐Ÿ”—https://docs.google.com/spreadsheets/d/1-kTZJZ1GAhJ2m4GAIhw1ZdlgO46JpvX0ZQa232VWRmw/edit#gid=1410737911

Maintained by Dimensions from Digital Science, this spreadsheet contains detailed data about COVID-19 clinical trials, publications, and other databases.


ClinicalTrials.gov

๐ŸŒ๐Ÿ”—https://clinicaltrials.gov/ct2/results?cond=COVID&term=&cntry=&state=&city=&dist=

US National Institutes of Health (NIH) National Library of Medicine (NLM) database of COVID-19 clinical trials around the world. Showing 360+ studies as of April 7, 2020.



Policy and Government Response Data

Dataset of COVID-19 containment and mitigation measures v0.2

๐ŸŒ๐Ÿ”—http://epidemicforecasting.org/containment

The COVID-19 forecasting project at Oxford curates a database of all sufficiently large global containment and mitigation measures focused on reducing transmission.


COVID-19 policy dataset

๐ŸŒ๐Ÿ”—https://figshare.com/articles/CORD-19-policy_dataset/12055860/2

A zip file of policy documents from Jan 1st - Mar 31st 2020 relating to the COVID-19 pandemic. Provided by policy consulting firm Overton.


ACAPS COVID-19: Government Measures Dataset

๐ŸŒ๐Ÿ”— https://www.acaps.org/covid19-government-measures-dataset

[email protected] 

The COVID-19 Government Measures Dataset puts together all the measures implemented by governments worldwide in response to the Coronavirus pandemic. Data collection includes secondary data review. The researched information available falls into five categories: - Social distancing - Movement restrictions - Public health measures - Social and economic measures - Human rights implications. Each category is broken down into several types of measures. ACAPS consulted government, media, United Nations, and other organisational sources.


COVID-19 GovMeasures

๐ŸŒ๐Ÿ”—https://docs.google.com/spreadsheets/d/1ODDaxKJMG2QBy00-KC0od75SIdNzn_Nuk_d_SAMedYE/edit#gid=0

An anonymous open spreadsheet summarizing responses by country.



Search and Social Media


Coronavirus searches by date/lang/country from AnswerThePublic

๐Ÿ”—https://docs.google.com/spreadsheets/d/1roQeJkDBH2d2UGV85HzwAmxOHwehV2te4X7YzRcWqDI

๐Ÿ—ฃ [email protected] 

Further search term variation data on coronavirus (i.e., what people google when they google โ€œcoronavirusโ€) Geographical scope: Various languages and countries (including Italy, Netherlands, France, Germany, Belgium, US, Mexico, Brazil, Colombia, Norway, Switzerland, UK)

Data has been collected almost daily since 20/01/2020


COVID-19 Twitter chatter dataset for scientific use

๐ŸŒŽ๐Ÿ”—http://www.panacealab.org/covid19/

Dataset of tweets acquired from the Twitter Stream related to COVID-19. Includes all language, with English, Spanish, and French most prevalent.


COVID-19-TweetIDs

๐ŸŒŽ๐Ÿ”—https://github.com/echen102/COVID-19-TweetIDs

The repository contains an ongoing collection of tweets IDs associated with COVID-19.


Coronavirus search term variations and volume - various countries

๐ŸŒŽ๐Ÿ”—https://docs.google.com/spreadsheets/d/1elbDJU7WPPv5s2-rS8K9M53Og-gvCm5pV2kN87BLxpk/edit?usp=sharing

๐Ÿ—ฃhttps://twitter.com/samgilb

Long lists of Coronavirus keywords with estimated search volumes for 9 countries, sourced from the search engine marketing tool SEMrush.


Bing Coronavirus search query set

๐ŸŒŽ๐Ÿ”— https://github.com/microsoft/BingCoronavirusQuerySet

๐Ÿ—ฃ [email protected]

This dataset was curated from the Bing search logs (desktop users only) over the period of Jan 1st, 2020 โ€“ April 18th, 2020. Only searches that were issued many times by multiple users were included. Dataset includes queries from all over the world that had an intent related to the Coronavirus or COVID-19. In some cases this intent is explicit in the query itself, e.g. โ€œCoronavirus updates Seattleโ€ in other cases it is implicit , e.g. โ€œShelter in placeโ€ .Implicit intent of search queries (e.g. Toilet paper) were extracted by using Random walks on the click graph approach as outlined in this paper by Microsoft Research. All personal data was removed.

Location and Movement

Location and movement data relevant to, but not necessarily specific to, COVID-19.


Google Mobility Reports

๐ŸŒ๐Ÿ”—https://www.blog.google/technology/health/covid-19-community-mobility-reports

Country-level reports from Google reports chart movement trends over time by geography, across different categories of places. Reports do not include raw data.


Apple Mobility data

๐ŸŒ๐Ÿ”— https://www.apple.com/covid19/mobility

Data from Apple on changes in use of the their 'driving', 'walking' and 'transit' queries to their 'Maps' app.


OpenTable Restaurant Performance Data

๐ŸŒ๐Ÿ”—https://docs.google.com/spreadsheets/d/e/2PACX-1vRbPuAyJy74UmbF6kLXFGXDk2eX3N6zvRLzxPamG8FAA3E-SVqMOMSIht-eYEF_4qrNGOJuPbDjTsPD/pubhtml

Data on restaurant business by the booking platform OpenTable with daily updates.


Citymapper Mobility Index

๐ŸŒ๐Ÿ”—https://citymapper.com/cmi

Percentage of people moving in cities compared to January.


Phone Location Data

๐Ÿ”— https://www.veraset.com/ 

๐Ÿ—ฃParker Ence: [email protected] 

Veraset Data. Free dataset (for use for COVID-19 modelling only) of anonymous always-on GPS pings from smart phones. Hourly pings from roughly 1.5% of worldwide phones every hour (and pings from almost 10% of U.S. phones). Available on request.


Global Footfall Trends

๐ŸŒ๐Ÿ”—https://purple.ai/global-footfall-trends/

Year-on-year and week-to-week comparison by geographic region/venue type from guest WiFi analytics firm purpleAI. NOTE: There doesn't seem to be any raw data available here, only charts.


Healthcare and Hospital Data

Datasets about healthcare and hospitals relevant to, but not necessarily specific to, COVID-19.


Global Dataset on ICU, Ventilators and Critical Care Capacity

๐ŸŒ๐Ÿ”—https://docs.google.com/spreadsheets/d/1nSDwFWmnqvcP5Ut_epcntxjZrR8PcnU6enupT8G5d0s/

edit#gid=345352908

Global Dataset on ICU, Ventilators and Critical Care Capacity from Our World in Data.


Data on rates of testing

๐ŸŒ๐Ÿ”—https://github.com/owid/covid-19-data/tree/master/public/data/testing

Data by Our World in Data on rate of Coronavirus testing for countries around the world.


Details of primers used in multiplex PCRs for SARS-CoV-2 genome amplification

๐Ÿ”—๐Ÿ‡ญ๐Ÿ‡ฐhttps://www.medrxiv.org/content/10.1101/2020.03.30.20045740v2.supplementary-material

Dataset included as supplementary material to the pre-print "A territory-wide study of early COVID-19 outbreak in Hong Kong community."


The Global Healthsites Mapping Project

๐ŸŒ๐Ÿ”—https://healthsites.io/

An open data commons of health facility data built with OpenStreetMap.


Healthsites database

๐ŸŒ๐Ÿ”—https://github.com/healthsites/healthsites/

Healthsites.io establishes this data and the tools necessary to upload, manage and make healthcare facility data easily accessible.


Healthsites API

๐Ÿ”—https://github.com/healthsites/healthsites/wiki/API


List of countries by hospital beds

๐ŸŒ๐Ÿ”—https://en.wikipedia.org/wiki/List_of_countries_by_hospital_beds

Wikipedia page reporting hospital beds per 1000 people, based on OECD data.


Existing Datasets by Country

Countries are grouped by regions as organized by the UN Statistical Agency https://unstats.un.org/unsd/methodology/m49/


Africa

https://github.com๐Ÿ”— /dsfsi/covid19africa


Ghana

๐Ÿ‡ฌ๐Ÿ‡ญ๐Ÿ”—https://ghanahealthservice.org/covid19/


Madagascar

Coronavirus search term variation data in French for Madagascar from Answer The Public (as at 6 April 2020): ๐Ÿ”—https://docs.google.com/spreadsheets/d/1DBcm9Y6ZCOoh61RNeCjROpXTJ76RiFWh_cVABTaDRe8/edit#gid=0


South Africa

๐Ÿ‡ฟ๐Ÿ‡ฆ๐Ÿ”—http://www.nicd.ac.za/diseases-a-z-index/covid-19/covid-19-situational-reports/


๐Ÿ‡ฟ๐Ÿ‡ฆ๐Ÿ”— https://github.com/dsfsi/covid19za


Americas

๐Ÿ”—https://carpha.org/What-We-Do/Public-Health/Novel-Coronavirus

COVID-19 Situation Creports for populations in Caribbean region from CARPHA.


Brazil

Data and scripts to create a time series for Brazil from Ministry of Health data.


Canada

๐Ÿ‡จ๐Ÿ‡ฆ๐Ÿ”—https://www150.statcan.gc.ca/n1/pub/71-607-x/71-607-x2020009-eng.htm

Downloadable data used to create Statistics Canada's economic dashboard and interactive case map.


Canada-wide

Collection of confirmed and presumptive positive caseslso titled the "Epidemiological Data from the COVID-19 Outbreak in Canada


Alberta Canada

COVID-19 Stats+Data by Government of Albertander the "Data export" tab, details include Zone and demographic information (gender and age group), case status.


Ontario

๐Ÿ”—Status of COVID-19 cases from

๐Ÿ”— https://data.ontario.ca/ 

๐Ÿ”— Confirmed positive cases of COVID-19 from

๐Ÿ”— https://data.ontario.ca/


United States

U.S. Consumer Activity During COVID-19 Pandemic

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://www.safegraph.com/dashboard/covid19-commerce-patterns

An interesting dataset showing how the pandemic has changed foot traffic to Airports, Costco stores, etc. They suggest their data is voluntarily sampled and is representative of the U.S. population.


COVID-19_US_County-level_Summaries

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”— https://github.com/JieYingWu/COVID-19_US_County-level_Summaries

A machine readable dataset by people at Johns Hopkins University that aggregates relevant data from around ten governmental and academic sources on the county-level. The dataset contains more than 300 variables.


New York Times data on COVID-19 for US states and counties. CSVCOVID Tracking Project

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—http://covidtracking.com/

Volunteer-driven project compiling the most complete testing data available for US states and territories.


Coronavirus Disease 2019 (COVID-19)

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://www.cdc.gov/coronavirus/2019-ncov/index.html

US Centers for Disease Control and Prevention (CDC) Coronavirus data.


US CDC Data & Statistics

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://www.cdc.gov/datastatistics/index.html

Health data from US Centers for Disease Control and Prevention (CDC). Not COVID-19 specific.


COVID-19 Cases in Massachusetts

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://www.mass.gov/info-details/covid-19-cases-quarantine-and-monitoring#covid-19-cases-in-massachusetts-

Word document with tables breaking down data by county, demographics, and individual patients.


United States - Information by states

OH COVID-19 Dashboard

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://coronavirus.ohio.gov/wps/portal/gov/covid-19/dashboards

Data from Ohio Department of Health and downloadable as CSV.


PA COVID-19

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://www.health.pa.gov/topics/disease/Pages/Coronavirus.aspx

Pennsylvania cases by county.


TN Coronavirus cases

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—http://arcg.is/19COL4 

Total confirmed Coronavirus cases as reported by Department of Health. Data pulled nightly from TN Dept of Health website. Created by Vanderbilt Initiative for Interdisciplinary Geospatial Research (VIIGR).


TX COVID-19

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://www.dshs.texas.gov/news/updates.shtm

Texas cases over time as Excel file.


VA COVID-19

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—http://www.vdh.virginia.gov/surveillance-and-investigation/novel-coronavirus/

Virginia case datasets by age, sex, and race.


WA COVID-19

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://www.doh.wa.gov/Emergencies/Coronavirus

Archive of daily reports from WA Includes table of cases and deaths by county.


WA COVID-19 gogle spreadsheet

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://docs.google.com/spreadsheets/d/1bWjx_QDy-Mbg-ZUVUS-RP9hIVbxdAYJITSeSdjej4HQ/edit?usp=sharing

Google sheet compiling daily updates from Washington Department of Health.


United States - Information by Local Government (Cities and Counties)

NYC Coronavirus (COVID-19) data

๐Ÿ‡บ๐Ÿ‡ธ๐Ÿ”—https://github.com/nychealth/coronavirus-data/blob/master/tests-by-zcta.csv

This repository contains data on Coronavirus (COVID-19) in New York City (NYC), updated daily. Data are assembled by the NYC Department of Health and Mental Hygiene (DOHMH) Incident Command System for COVID-19 Response (Surveillance and Epidemiology Branch in collaboration with Public Information Office Branch.


Asia


Hong Kong


๐Ÿ”—https://data.gov.hk/en-data/dataset/hk-dh-chpsebcddr-novel-infectious-agent



๐Ÿ‡ฎ๐Ÿ‡ฉIndonesia


๐Ÿ‡ฎ๐Ÿ‡ฉ๐Ÿ”—https://data.kemkes.go.id/data/dhis-web-commons/security/login.action#/yHsQKWcr6Sz

Indonesia- Requires log-in.


๐Ÿ‡ฏ๐Ÿ‡ตJapan

๐Ÿ‡ฏ๐Ÿ‡ต๐Ÿ”—https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/0000164708_00001.html

Japan Ministry of Health: COVID-19 information page (Japanese)


๐Ÿ‡ฏ๐Ÿ‡ต๐Ÿ”—https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/newpage_00032.html

Japan Ministry of Health: COVID-19 information page (English)


๐Ÿ‡ฏ๐Ÿ‡ต๐Ÿ”—https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/0000121431_00086.html

Japan Ministry of Health: COVID-19 infection count/status reports, by date (Japanese)


๐Ÿ‡ฏ๐Ÿ‡ต๐Ÿ”—https://stopcovid19.metro.tokyo.lg.jp/en/

Tokyo COVID-19 Task Force


๐Ÿ‡ต๐Ÿ‡ฐPakistan

๐Ÿ‡ต๐Ÿ‡ฐ๐Ÿ”—https://www.nih.org.pk/novel-coranavirus-2019-ncov/

Data from Pakistan


๐Ÿ‡ธ๐Ÿ‡ฌSingapore

๐Ÿ‡ธ๐Ÿ‡ฌ๐Ÿ”—https://www.moh.gov.sg/covid-19

Ministry of Health Singapore (MOH)


๐Ÿ‡ธ๐Ÿ‡ฌ๐Ÿ”—https://www.moh.gov.sg/covid-19/

Singapore MOH 


๐Ÿ‡ธ๐Ÿ‡ฌ๐Ÿ”—https://co.vid19.sg/

COVID-19 SG Dashboard


๐Ÿ‡ฐ๐Ÿ‡ทSouth Korea

๐Ÿ‡ฐ๐Ÿ‡ท๐Ÿ”—https://www.cdc.go.kr/board/board.es?mid=a30402000000&bid=0030

Press releases, including updates on cases with detailed data on fatalities


๐Ÿ‡ฐ๐Ÿ‡ท๐Ÿ”—https://hira-covid19.net/

South Korea provides open access to researchers for all COVID-19 patients based on their insurance claims for the past five years. Researchers must provide approval or exemption of the study from IRB review. To apply for research using this data, submit a 1-page research proposal either in Korean or English and a signed data use agreement as described in the Manual.


Europe


๐Ÿ‡ช๐Ÿ‡บ๐Ÿ”—https://www.ecdc.europa.eu/en/publications-data

European Centre for Disease Prevention and Control


๐Ÿ‡ช๐Ÿ‡บ๐Ÿ”—https://www.ecdc.europa.eu/en/geographical-distribution-2019-ncov-cases

European Centre for Disease Prevention and Control- Situational update worldwide


๐Ÿ‡ช๐Ÿ‡บ๐Ÿ”—https://www.ecdc.europa.eu/en/cases-2019-ncov-eueea

ECDC-Europe data. Situational update for the EU/EEA and the UK by the ECDC


๐Ÿ‡ช๐Ÿ‡บ๐Ÿ”—https://data.europa.eu/euodp/en/data/dataset/covid-19-coronavirus-data

EU Open Data portal on COVID-19. Direct access to the dataset of the latest available public data (daily situation)


๐Ÿ‡ง๐Ÿ‡ชBelgium/Belgiรซ

๐Ÿ‡ง๐Ÿ‡ช๐Ÿ”—https://docs.google.com/spreadsheets/d/1AI4x1RHcnrEU7Qdn_H25sL9tHIgGN4-fCP20NDzTltk/edit?usp=sharing

Belgium Data (no source)


๐Ÿ‡จ๐Ÿ‡ฟCzech Republic

COVID-19: Overview of the current situation in the Czech Republic

๐Ÿ‡จ๐Ÿ‡ฟ๐Ÿ”—https://onemocneni-aktualne.mzcr.cz/covid-19

Includes open datasets and newly validated datasets, especially reviews of hospitalized patients.


Estonia

๐Ÿ‡ช๐Ÿ‡ช๐Ÿ”—http://www.koroonakaart.ee

Cases in the Republic of Estonia


๐Ÿ‡ซ๐Ÿ‡ฎFinland

๐Ÿ‡ซ๐Ÿ‡ฎ๐Ÿ”— https://korona.kans.io/

Source: Helsingin Sanomat (media) JSON API


๐Ÿ‡ซ๐Ÿ‡ฎ๐Ÿ”—https://github.com/HS-Datadesk/koronavirus-avoindata#direct-interface-to-hs-data


๐Ÿ‡ซ๐Ÿ‡ทFrance


Donnรฉes des urgences hospitaliรจres et de SOS mรฉdecins relatives ร  l'รฉpidรฉmie de COVID-19

๐Ÿ‡ซ๐Ÿ‡ท๐Ÿ”—https://www.data.gouv.fr/fr/datasets/donnees-des-urgences-hospitalieres-et-de-sos-medecins-relatives-a-lepidemie-de-covid-19/ & https://github.com/opencovid19-fr/data

French government datasets on COVID-19.


๐Ÿ‡ซ๐Ÿ‡ท๐Ÿ”—https://docs.google.com/spreadsheets/d/1elbDJU7WPPv5s2-rS8K9M53Og-gvCm5pV2kN87BLxpk/edit?usp=sharing

๐Ÿ—ฃhttps://twitter.com/samgilb

Long lists of coronavirus keywords with estimated search volumes, sourced from the search engine marketing tool SEMrush.


๐Ÿ‡ซ๐Ÿ‡ท๐Ÿ”— https://github.com/opencovid19-fr/data

Source: French Gov. Open data platform


๐Ÿ‡ซ๐Ÿ‡ท๐Ÿ”—https://mapthenews.maps.arcgis.com/apps/opsdashboard/index.html#/5e09dff7cb434fb194e22261689e2887

Dataviz, French case numbers, updated on a daily basis

Source : Santรฉ publique France 


๐Ÿ‡ซ๐Ÿ‡ท๐Ÿ”—https://datastudio.google.com/u/0/reporting/279524b5-9699-49b1-8c1b-843c084711f4/page/5hFKB

SUIVI DU CORONAVIRUS EN FRANCE - Derniรจre mise ร  jour : 31/03/2020


๐Ÿ‡ฉ๐Ÿ‡ชGermany


๐Ÿ‡ฉ๐Ÿ‡ช๐Ÿ”—https://interaktiv.morgenpost.de/corona-virus-karte-infektionen-deutschland-weltweit/

Germany data


๐Ÿ‡ฉ๐Ÿ‡ช๐Ÿ”—https://www.rki.de/DE/Content/InfAZ/N/Neuartiges_Coronavirus/Fallzahlen.html

Robert Koch instituteโ€™s numbers of cases in Germany, by state


๐Ÿ‡ฉ๐Ÿ‡ช๐Ÿ”—https://github.com/micgro42/COVID-19-DE

Robert Koch institute's numbers of cases in Germany as CSV timeline


๐Ÿ‡ฉ๐Ÿ‡ช๐Ÿ”—https://www.rki.de/DE/Content/InfAZ/N/Neuartiges_Coronavirus/nCoV.html

German Case Numbers


๐Ÿ‡ฌ๐Ÿ‡ทGreece

๐Ÿ‡ฌ๐Ÿ‡ท๐Ÿ”—https://docs.google.com/spreadsheets/d/1GVBY3Yy1wSzmmjwest78fVlNuH7GT7XirCWSHO7CZow/edit#gid=0

Greek case numbers, from the ministry of health press releases, updated every day


๐Ÿ‡ญ๐Ÿ‡บHungary

๐Ÿ‡ญ๐Ÿ‡บ๐Ÿ”—https://atlo.team/koronamonitor

Hungarian case numbers and maps, updated every day


๐Ÿ‡ญ๐Ÿ‡บ๐Ÿ”—https://koronavirus.sixdegrees.hu/

Another data source with daily updates and a rudimentary SIR forecast


๐Ÿ‡ฎ๏ฟฝ๏ฟฝIceland

๐Ÿ‡ฎ๐Ÿ‡ธ๐Ÿ”—https://www.covid.is/

Official data from the Department of Civil Protection and Emergency Management in dashboard


๐Ÿ‡ฎ๐Ÿ‡ธ๐Ÿ”—https://www.almannavarnir.is/utgefid-efni/

Official daily status reports


๐Ÿ‡ฎ๏ฟฝ๏ฟฝItaly

๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”— https://github.com/pcm-dpc/COVID-19

Italian data from government. The @DPCgov shared all latest #COVID19 data on @github: National trend - JSON data - Provinces data - Regions data - Summary cards - Areas


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”—https://docs.google.com/spreadsheets/d/1elbDJU7WPPv5s2-rS8K9M53Og-gvCm5pV2kN87BLxpk/edit?usp=sharing

๐Ÿ—ฃhttps://twitter.com/samgilb

Long lists of coronavirus keywords with estimated search volumes, sourced from the search engine marketing tool SEMrush.


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”—http://www.salute.gov.it/nuovocoronavirus

Italy Ministry of Health


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”—https://twitter.com/mtizzoni/status/1243525057353256960

"Initial estimates of the effects of the lockdown on the mobility and proximity of Italians"


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”—https://data.humdata.org/organization/isi-foundation-cuebiq-inc

This is a joint organization between the ISI Foundation, a research institute based in Turin Italy, and Cuebiq Inc. a location intelligence company.


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”—https://www.covid.is/


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”—https://tinyurl.com/covid-italia

Tracking of COVID-19 in Italy | Google Sheets


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”—http://arcg.is/1K0Xi40

Italian Outbreak Dashboard - WFP Emergency Division


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”— https://github.com/pcm-dpc/COVID-19

Data Release by Italian Government


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”—https://www.epicentro.iss.it/coronavirus/bollettino/Report-COVID-2019_17_marzo-v2.pdf

Report sulle caratteristiche dei pazienti deceduti positivi a COVID-19 in Italia Il presente report รจ basato sui dati aggiornat (Report on the characteristics of COVID-19 positive patients who died in Italy This report is based on updated data) (Information on previous illnesses of victims, in Italian)


๐Ÿ‡ฎ๐Ÿ‡น๐Ÿ”— https://www.epicentro.iss.it/coronavirus/bollettino/Bollettino-sorveglianza-integrata-COVID-19_12-marzo-2020.pdf

Epidemia COVID-19 Aggiornamento nazionale 12 marzo 2020 โ€“ ore 16:00 (Information on casualties by gender, with 70% being men)


๐Ÿ‡ฝ๐Ÿ‡ฐKosovo

๐Ÿ‡ฝ๐Ÿ‡ฐ๐Ÿ”—https://kosova.health/en

COVID-19 - Kosovo 


๐Ÿ‡ฒ๐Ÿ‡ฐMacedonia

๐Ÿ‡ฒ๐Ÿ‡ฐ๐Ÿ”—http://gdi-sk.maps.arcgis.com/apps/opsdashboard/index.html?fbclid=IwAR09e9gqT2DsoksCkMaJcYUtbqcA5LaALncmRAOGgvtIyoSmG5lnPDfwPKs#/2096bd4b051b42948ac3f5747e80c3a5

ะกะพัั‚ะพั˜ะฑะฐ ัะพ ะบะพั€ะพะฝะฐ ะฒะธั€ัƒั (COVID - 19) ะฒะพ ะœะฐะบะตะดะพะฝะธั˜ะฐ


๐Ÿ‡ณ๐Ÿ‡ฑNetherlands

๐Ÿ‡ณ๐Ÿ‡ฑ๐Ÿ”— https://www.rivm.nl/nieuws/actuele-informatie-over-coronavirus

Current Information about Coronavirus


๐Ÿ‡ณ๐Ÿ‡ฑ๐Ÿ”—https://tinyurl.com/covid19-nl

Tracking of COVID-19 in The Netherlands | Google Sheets


๐Ÿ‡ต๐Ÿ‡นPortugal

๐Ÿ‡ต๐Ÿ‡น๐Ÿ”—https://covid19.min-saude.pt/relatorio-de-situacao/

Portugal Cases

https://github.com/dssg-pt/covid19pt-data

Cases and death time series with breakdown by age and region (data.csv)


Slovenia

๐Ÿ‡ธ๐Ÿ‡ฎ๐Ÿ”—http://gdiljubljana.maps.arcgis.com/apps/opsdashboard/index.html#/

1cf4f90e05984ae5a365f4838f746138

Prisotnost koronavirusa (COVID-19) v Sloveniji in ukrepi


๐Ÿ‡ธ๐Ÿ‡ฎ๐Ÿ”—https://docs.google.com/spreadsheets/d/1N1qLMoWyi3WFGhIpPFzKsFmVE0IwNP3elb_c18t2DwY/edit?ts=5e6a2b50#gid=328677411

COVID-19 v Sloveniji 


๐Ÿ‡ธ๐Ÿ‡ฐSlovakia

๐Ÿ‡ธ๐Ÿ‡ฐ๐Ÿ”—https://korona.gov.sk/

Koronavรญrus na Slovensku- Overenรฉ fakty o stave, prevencii a boji s koronavรญrusom na Slovensku monitoruje Nรกrodnรฉ centrum zdravotnรญckych informรกciรญ v sรบฤinnosti s รšradom vlรกdy Slovenskej republiky.


๐Ÿ‡ช๐Ÿ‡ธSpain


๐Ÿ”—https://covid19.isciii.es/ & https://github.com/datadista/datasets/tree/master/COVID%2019

Coronavirus data for Spain. CSV files available (see bottom left for the first link).


๐Ÿ‡ช๐Ÿ‡ธ๐Ÿ”—https://docs.google.com/spreadsheets/d/1elbDJU7WPPv5s2-rS8K9M53Og-gvCm5pV2kN87BLxpk/edit?usp=sharing

๐Ÿ—ฃhttps://twitter.com/samgilb

Long lists of coronavirus keywords with estimated search volumes, sourced from the search engine marketing tool SEMrush.


๐Ÿ‡ช๐Ÿ‡ธ๐Ÿ”—https://www.mscbs.gob.es/profesionales/saludPublica/ccayes/alertasActual/nCov-China/situacionActual.htm

Spanish Health Ministry page on the virus, 


๐Ÿ‡ช๐Ÿ‡ธ๐Ÿ”—https://github.com/victorvicpal/COVID19_es

Spain csv data


Switzerland

๐Ÿ”—https://github.com/openZH/covid_19


๐Ÿ‡ฌ๐Ÿ‡งUnited Kingdom


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://coronavirus.data.gov.uk/


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://www.gov.uk/government/publications/coronavirus-covid-19-number-of-cases-in-england

cases/deaths England


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://blog.ons.gov.uk/2020/03/31/counting-deaths-involving-the-coronavirus-covid-19

Round-up by UK's Office for National Statistics (ONS) of Coronavirus data they've published.


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://digital.nhs.uk/data-and-information/publications/statistical/mi-potential-covid-19-symptoms-reported-through-nhs-pathways-and-111-online

Potential COVID-19 symptoms reported through NHS Pathways and 111 online


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://blog.ons.gov.uk/2020/03/31/counting-deaths-involving-the-coronavirus-covid-19/

ONS data on deaths where COVID-19 reported on death certificate, includes deaths outside hospitals


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://www.publichealth.hscni.net/news/covid-19-coronavirus

๐Ÿด๓ ง๓ ข๓ ณ๓ ฃ๓ ด๓ ฟ๐Ÿ”—https://www.gov.scot/coronavirus-covid-19/


๐Ÿด๓ ง๓ ข๓ ท๓ ฌ๓ ณ๓ ฟ๐Ÿ”—https://phw.nhs.wales/topics/latest-information-on-novel-coronavirus-covid-19/


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://www.covidlive.co.uk/

Coronavirus Live UK -  live map showing confirmed cases of Coronavirus in the UK with facility to report your own self-isolation. (move to infographics sheet?)


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://lginform.local.gov.uk/reports/view/lga-research/

covid-19-case-tracker-area-quick-view-1?mod-area=E08000019

LGA dashboard of cases by local authority, with comparators


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://covid19uk.live

Dashboard with map, charts and prediction


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—vv

collated dataset of tests, cases, deaths from UK public health bodies (England, Scotland, Wales, NI)


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://www.getthedata.com/covid-19/utla-by-day

Archive of the PHE Cases by Local Authority files - Each file from March 16th archived and available to download.


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://docs.google.com/spreadsheets/d/1eTKeK9vRxgw0KhvKxPCaDrfaHnxQP-n9TsLzsEymviY/htmlview

Google sheet tracking testing, cases and deaths by day


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://docs.google.com/spreadsheets/d/16sMXwMxCV1nX6RdR0-aUXvVNytiMiv_VcQXY2Qkhxwo/edit?usp=sharing

Number of tests carried out in the UK by date (table made with Wayback Machine) - now out of date


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://github.com/isjeffcom/coronvirusFigureUK

An open API includs real-time and history data from official channel


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://www.gov.uk/government/publications/emergency-department-weekly-bulletins-for-2020

UK Govt Number of People going to Emergency Departments.


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://docs.google.com/spreadsheets/d/1rWdx7ITPyAA5497T18TI1BL5Gxz-Oi7aVAVrE8f50sU/edit?usp=sharing

Search term variation data on Coronavirus - that is, what people google when they google โ€œcoronavirusโ€

Geographical scope: UK only


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://docs.google.com/spreadsheets/d/1elbDJU7WPPv5s2-rS8K9M53Og-gvCm5pV2kN87BLxpk/edit?usp=sharing

Long lists of coronavirus keywords with estimated search volumes, sourced from the search engine marketing tool SEMrush.


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://drive.google.com/drive/folders/1Kkw6WqwFiJ0vmcoMvk-ICCOFtJoh6dZ6?usp=sharing

UK Healthcare data -- note: appears to be lists of NHS organisations and performance indicators provenance unknown


๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ”—https://urbanobservatory.ac.uk/

The largest set of publicly available real time urban data in the UK.

Oceania


๐Ÿ‡ฆ๐Ÿ‡บAustralia


Victoria Australia

๐Ÿ‡ฆ๐Ÿ‡บ๐Ÿ”—https://github.com/Mike-Honey/covid-19-vic-au

Data and visualisations on public exposure sites sourced from V ealth Department Media hub.


Current status and contact tracing alerts

๐Ÿ‡ฆ๐Ÿ‡บ๐Ÿ”—https://www.qld.gov.au/health/conditions/health-alerts/coronavirus-covid-19/current-status/current-status-and-contact-tracing-alerts

Active cases, recovered cases, and deaths reported by geography within Queensland.


COVID-19 cases by likely source of infection

๐Ÿ‡ฆ๐Ÿ‡บ๐Ÿ”—https://data.nsw.gov.au/data/dataset/nsw-covid-19-cases-by-likely-source-of-infection

Data on cases by likely source of infection for New South Wales (NSW) in JSON and RDF.


New Zealand

๐Ÿ‡ณ๐Ÿ‡ฟ๐Ÿ”—https://www.health.govt.nz/our-work/diseases-and-conditions/covid-19-novel-coronavirus

New Zealand Ministry of Health COVID-19 status updates and advice


๐Ÿ‡ณ๐Ÿ‡ฟ๐Ÿ”— https://statisticsnz.shinyapps.io/trade_dashboard/

New Zealand Trade Dashboard


๐Ÿ‡ณ๐Ÿ‡ฟ๐Ÿ”— https://www.stats.govt.nz/experimental/provisional-indications-effects-of-coronavirus-outbreak-on-new-zealand-trade-with-china

Provisional indications effects of Coronavirus outbreak on New Zealand trade with China


๐Ÿ‡ณ๐Ÿ‡ฟ๐Ÿ”— https://www.rnz.co.nz/national/programmes/checkpoint/audio/2018738700/covid-19-medicine-vaccine-supply-disruptions-likely-pharmac

Coronavirus: Medicine, vaccine supply disruptions likely warns Pharmac | RNZ

Datasets We Would Like

๐Ÿ’กRepresentative samples of populations tested regardless of symptoms (suggested here; drive through testing in South Korea of tens of thousands early on; 4% of 1097 randomly tested hospital staff infected with Coronavirus in Brabant, the Netherlands)


๐Ÿ’กHospitalisation rate by different ages/comorbidities (Vox article summarising infection and fatality rate by age, 23rd March) some of that


๐Ÿ’กCase fatality rate by age and comorbidity at the same time


๐Ÿ’กAudio recordings of coughs We would like to build an app that can record a cough and identify if it is likely caused by COVID-19 This will also hopefully help us track the spread of the virus.


๐Ÿ’กPolice arrest data (in regions with enforcement). Numbers and breakdowns by race/gender/class.


๐Ÿ’กTesting & case reporting protocols for each country.


๐Ÿ’ก Clinical features of positive and negative cases who underwent swabs test.

Project Ideas (add your own!)

๐Ÿ’ก[email protected]

Requirements to be โ€œhigh qualityโ€:

  1. Taken from source, e.g. PHE, not a re-publisher like JHU CSSE.
  2. Validated against multiple sources if available. Can then flag when other data providers have errors, thus improving data quality of all providers.
  3. Historical data. Some providers only give โ€œtodayโ€™s countโ€, e.g. PHE by region.
  4. Tidy data. JHU CSSEโ€™s data is forcing many to reshape it from wide to long, time that could be better spent on improved modelling.
  5. Localised as much as possible. COVID-19 spreads locally within communities. Good localised data may be extremely useful for researchers evaluating efficacy of different strategies.
  6. Automated ETL with auto-validation. CSSE has a huge number of data errors now on their published datasets (314 open issues at time of writing). Other data sources rely on manual updates. This is unacceptable and may stop if the maintainer contracts COVID-19.


๐Ÿ’กCoronavirus activity on Kaggle

[Evaluated as of 24th March 2020] https://www.kaggle.com/search?q=coronavirus - Other than the CORD-19 dataset below, data is mostly out of date or country breakdowns of the CSSE/Hopkins data which can be found https://www.kaggle.com/c/covid19-global-forecasting-week-1/data.


๐Ÿ’ก COVID-19 Open Research Dataset Challenge (CORD-19)

๐Ÿ”— https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge

An AI challenge with AI2, CZI, MSR, Georgetown, NIH & The White House

This project looks hugely worth every available effort - 30,000 studies as data, urgently needs analysis.


๐Ÿ’กKnowledge Graph

๐Ÿ—ฃ[email protected]Searchity.ai 

Working with key multilaterals on a knowledge graph with curated subsets for reliable information and optimised resource allocation. This is extending the UN AI data commons initiative to a knowledge commons.


๐Ÿ’กConnect any data set & monitor in real-time with OpenFn

๐Ÿ”—https://showcase.dropbox.com/s/Open-Function-Responding-to-Coronavirus-mChE6WIsDvM3jDCqiHzB3

๐Ÿ—ฃ[email protected]

The OpenFn integration platform offers enterprise-grade, scalable, and secure infrastructure for organizations to connect ANY app, automate data sharing, & setup real-time disease surveillance. OpenFn is offering free setup help & zero-margin licenses for projects related to the urgent COVID-19 response. 


Relevant real-world case studies: