> For the complete documentation index, see [llms.txt](https://dataverz.gitbook.io/coronavirus-r-and-d/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://dataverz.gitbook.io/coronavirus-r-and-d/material/data-and-useful-references.md).

# Data and Useful References

Resources for those wanting to run their own analyses and dig a little bit deeper into this area.

**The zip file includes metadata about R\&D outputs related to all** [**Coronaviruses**](https://www.niaid.nih.gov/diseases-conditions/coronaviruses).

Inside the zip file you will find: 

* documents.csv: Full list of documents
* topics.csv: list of topics (classified using ML) connected to documents
* terms.csv: list of explicit terms found on each document (title + abstract).
* people.csv: list of people (authors) connected to documents
* orgsplus.csv: list of organisations (incl their locations) connected to documents

**Download the files at:** [**https://doi.org/10.5281/zenodo.3743278**](https://doi.org/10.5281/zenodo.3743278)

<div align="left"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.3743278.svg" alt=""></div>

## Related projects and other recommended resources

* [**Axios' special report** about the science of pandemics](https://www.axios.com/us-china-scientists-coronavirus-c5444725-8a53-4e9d-94e9-eac70cab3a8d.html) (disclaimer: we are one of their sources)<br>
* <https://covidgraph.org/>\
  "The COVID❋GRAPH project is a voluntary initiative of graph enthusiasts and companies with the goal to build a knowledge graph with relevant information about the COVID-19 and the SARS-CoV-2 virus."<br>
* <https://coronavirustechhandbook.com/>\
  "The Coronavirus Tech Handbook is a crowd-sourced library for technologists, civic organisations, public and private institutions, researchers, and specialists of all kinds working on responses to the pandemic. It is a rapidly evolving resource with thousands of expert contributors."<br>
* <https://covid19-civiclytics.citibeats.com/>\
  "This tool shows the perceptions and concerns expressed by Latin Americans and Caribbean people on the Internet regarding the COVID-19 pandemic" (in Spanish)<br>
* <https://www.inet.ox.ac.uk/publications/no-2020-05-supply-and-demand-shocks-in-the-covid-19-pandemic/>\
  Paper: Supply and demand shocks in the COVID-19 pandemic: An industry and occupation perspective<br>
* Article: [Huge Covid-19 output prompting ‘sea change’ in access to research](https://www.timeshighereducation.com/cn/news/huge-covid-19-output-prompting-sea-change-access-research?utm_source=hootsuite\&utm_medium=linkedin\&utm_term=dimensions\&utm_campaign=news)<br>
* [Tableau COVID´s Data Hub](https://www.tableau.com/covid-19-coronavirus-data-resources?edition=pro\&lang=en-us\&platform=mac\&version=2020.1.0\&utm_source=discover_pane\&utm_medium=product)<br>
* <https://opencovid.care/>\
  "Resources and open source projects on covid19 and encouraging collective contributions and open discussions"<br>
* Article: [To weather a crisis, build a network of teams](https://www.mckinsey.com/business-functions/organization/our-insights/to-weather-a-crisis-build-a-network-of-teams?cid=other-eml-alt-mip-mck\&hlkid=dcd71a7822f045e8bc86cf8d6aec0529\&hctky=2730172\&hdpid=534a16a6-b41c-4072-a653-9e9601e6e1fc)<br>
* Data and publications @ Zenodo: [Coronavirus Disease Research Community - COVID-19](https://zenodo.org/communities/covid-19/)<br>
* Article: [The COVID-19 vaccine development landscape](https://www.nature.com/articles/d41573-020-00073-5)