Data Use Conditions

The data on this website is provided for educational and academic research purposes related to COVID-19. The website provides the educational and academic research communities with access to a source of consolidated current and comprehensive data gathered from multiple sources. Use of the website or data in commerce is strictly prohibited. In addition to any other requirements related to the data, any publication or research results derived in full or in part from the data provided on this website must credit the C3.ai Data Lake as the source of the data.

C3.ai updates the data throughout the day. Because the information is gathered from multiple sources, there may be discrepancies between data from different organizations due to, for example, updates being published at different times around the world and delays due to organizational processes required for data updates. The data may contain typographic errors or inaccuracies and may not be complete or current at any given time. Data is subject to retrospective corrections by source data providers. Users are advised to use all data with caution and awareness of its limitations.

Each source of data may claim copyright or other intellectual property rights in all or a portion of the data. C3.ai is not in a position to assess the validity of such claims. Users should refer to the source of the data for information relating to the use, copying, and distribution of the data from that source, and, if applicable, the license that applies to that data. Each user is solely responsible for compliance with the terms and conditions applicable to the data from the original sources. By accessing, using, or copying any part of the data, the user accepts the terms herein, agrees to assume all liability for any claims that may arise from or relate in any way to the user’s use of the data, and agrees to hold C3.ai harmless from any such claims.

C3.ai hereby disclaims any and all representations and warranties with respect to the website and data. C3.AI OFFERS THE DATA AS-IS AND AS-AVAILABLE, AND MAKES NO REPRESENTATIONS OR WARRANTIES OF ANY KIND CONCERNING THE DATA, EXPRESS, IMPLIED, STATUTORY OR OTHERWISE, INCLUDING, WITHOUT LIMITATION, WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, NONINFRINGEMENT, OR THE ABSENCE OF LATENT OR OTHER DEFECTS, ACCURACY, OR THE PRESENCE OF ERRORS, WHETHER OR NOT DISCOVERABLE. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to you.

IN NO EVENT WILL C3.AI BE LIABLE TO A USER ON ANY LEGAL THEORY FOR ANY DIRECT, SPECIAL, INCIDENTAL, INDIRECT, PUNITIVE, CONSEQUENTIAL, PUNITIVE OR EXEMPLARY DAMAGES ARISING OUT OF A USER’S ACCESS TO THIS WEBSITE OR THE USER’S USE OF THE DATA, OR ANY OTHER LOSSES, COSTS, EXPENSES, OR DAMAGES ARISING OUT OF A USER’S ACCESS TO THIS WEBSITE OR A USER’S USE OF THE DATA, EVEN IF C3.AI HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH LOSSES, COSTS, EXPENSES, OR DAMAGES. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to you.

The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability for C3.ai.

Data Source Information

Name Source Data Additional Information Citation
Johns Hopkins University: COVID-19 Data Repository Original Source

 

Additional Information

 

Terms of Use:

This GitHub repo and its contents herein, including all data, mapping, and analysis, copyright 2020 Johns Hopkins University, all rights reserved, is provided to the public strictly for educational and academic research purposes. The Website relies upon publicly available data from multiple sources, that do not always agree. The Johns Hopkins University hereby disclaims any and all representations and warranties with respect to the Website, including accuracy, fitness for use, and merchantability. Reliance on the Website for medical guidance or use of the Website in commerce is strictly prohibited.

COVID Tracking Project Original Source Additional Information Citation
World Health Organization: Situation Reports Original Source Additional Information Citation
 
THE LICENSOR OFFERS THE WORK AS-IS AND MAKES NO REPRESENTATIONS OR WARRANTIES OF ANY KIND CONCERNING THE WORK, EXPRESS, IMPLIED, STATUTORY OR OTHERWISE, INCLUDING, WITHOUT LIMITATION, WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, NONINFRINGEMENT, OR THE ABSENCE OF LATENT OR OTHER DEFECTS, ACCURACY, OR THE PRESENCE OF ERRORS, WHETHER OR NOT DISCOVERABLE.IN NO EVENT WILL THE LICENSOR BE LIABLE TO YOU ON ANY LEGAL THEORY FOR ANY SPECIAL, INCIDENTAL, CONSEQUENTIAL, PUNITIVE OR EXEMPLARY DAMAGES ARISING OUT OF THIS LICENSE OR THE USE OF THE WORK, EVEN IF THE LICENSOR HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.

Copyright 2020 WHO

The New York Times: Coronavirus (Covid-19) Data in the United States Original Source Additional Information Citation
European Centre for Disease Prevention and Control: Situation Update Worldwide Original Source Additional Information

 


ECDC Copyright and Limited Reproduction Notices

The contents of these Web Pages are © ECDC [2005-2019].

In particular, unless otherwise stated, ECDC, according to current EU and International legislation, is the owner of copyright and database rights in this website and its contents.

Information and documents made available on ECDC web pages and for which ECDC owns the copyright are public and may be reproduced, adapted and/or distributed, totally or in part, irrespective of the means and/or the formats used, provided that ECDC is always acknowledged as the original source of the material. Such acknowledgement must be included in each copy of the material.

Citations may be made from such material without prior permission, provided the source is always acknowledged.

The above mentioned permissions DO NOT apply to content supplied by third parties. Therefore, for documents where the copyright lies with a third party, permission for reproduction must be obtained from the copyright holder.

University of Washington’s Institute for Health Metrics and Evaluation: COVID-19 Projections Original Source Additional Information

 

http://www.healthdata.org/about/terms-and-conditions

Data made available for download on IHME Websites can be used, shared, modified or built upon by non-commercial users via the Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/)

Disclaimer of Warranties and Limitation of Liability.

Unless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.

To the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.

The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.

Data Science for COVID-19: South Korea Dataset Original Source   https://creativecommons.org/licenses/by-nc-sa/4.0/

Disclaimer of Warranties and Limitation of Liability:

Unless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.

To the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.

The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.

Dipartimento della Protezione Civile – Emergenza Coronavirus: La Risposta Nazionale Original Source Additional Information

 

https://github.com/pcm-dpc/COVID-19/blob/master/LICENSE

Disclaimer of Warranties and Limitation of Liability.

a. UNLESS OTHERWISE SEPARATELY UNDERTAKEN BY THE LICENSOR, TO THE EXTENT POSSIBLE, THE LICENSOR OFFERS THE LICENSED MATERIAL AS-IS AND AS-AVAILABLE, AND MAKES NO REPRESENTATIONS OR WARRANTIES OF ANY KIND CONCERNING THE LICENSED MATERIAL, WHETHER EXPRESS, IMPLIED, STATUTORY, OR OTHER. THIS INCLUDES, WITHOUT LIMITATION, WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, NON-INFRINGEMENT, ABSENCE OF LATENT OR OTHER DEFECTS, ACCURACY, OR THE PRESENCE OR ABSENCE OF ERRORS, WHETHER OR NOT KNOWN OR DISCOVERABLE. WHERE DISCLAIMERS OF WARRANTIES ARE NOT ALLOWED IN FULL OR IN PART, THIS DISCLAIMER MAY NOT APPLY TO YOU.

b. TO THE EXTENT POSSIBLE, IN NO EVENT WILL THE LICENSOR BE LIABLE TO YOU ON ANY LEGAL THEORY (INCLUDING, WITHOUT LIMITATION, NEGLIGENCE) OR OTHERWISE FOR ANY DIRECT, SPECIAL, INDIRECT, INCIDENTAL, CONSEQUENTIAL, PUNITIVE, EXEMPLARY, OR OTHER LOSSES, COSTS, EXPENSES, OR DAMAGES ARISING OUT OF THIS PUBLIC LICENSE OR USE OF THE LICENSED MATERIAL, EVEN IF THE LICENSOR HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH LOSSES, COSTS, EXPENSES, OR DAMAGES. WHERE A LIMITATION OF LIABILITY IS NOT ALLOWED IN FULL OR IN PART, THIS LIMITATION MAY NOT APPLY TO YOU.

c. The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.

COVID19 India Original Source Additional Information

 

https://github.com/covid19india/covid19india-react/blob/master/LICENSE.md

MIT License

Copyright (c) 2020 Jeremy Philemon

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Corona Data Scraper: COVID-19 Coronavirus Case Data Original Source From the Corona Data Scraper (CDS) website
University of Washington’s Institute for Health Metrics and Evaluation: nCoV-2019 Data Original Source

 

Additional Information author
= Xu, Bo and Gutierrez, Bernardo and Hill, Sarah and Scarpino, Samuel and Loskill, Alyssa and Wu, Jessie and Sewalk, Kara and Mekaru, Sumiko and Zarebski, Alexander and Pybus, Oliver and Pigott, David and Kraemer, Moritz},

title
= Epidemiological Data from the nCoV-2019 Outbreak: Early Descriptions from Publicly Available Data,

howpublished
= Accessed on 2020-04-07 from \url{http://virological.org/t/epidemiological-data-from-the-ncov-2019-outbreak-early-descriptions-from-publicly-available-data/337,

year = 2020

Laboratory for the Modeling of Biological Socio-technical Systems (MOBS Lab): Situation Report Data Source Additional Information Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0):
https://creativecommons.org/licenses/by-nc-sa/4.0/


Disclaimer of Warranties and Limitation of Liability.

1.

Unless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.

2.

To the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.

3. The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.

Copyright 2020 MOBS Lab

National Center for Biotechnology Information Virus Database Data Source Additional Information Databases of molecular data on the NCBI Web site include such examples as nucleotide sequences (GenBank), protein sequences, macromolecular structures, molecular variation, gene expression, and mapping data. They are designed to provide and encourage access within the scientific community to sources of current and comprehensive information. Therefore, NCBI itself places no restrictions on the use or distribution of the data contained therein. Nor do we accept data when the submitter has requested restrictions on reuse or redistribution. However, some submitters of the original data (or the country of origin of such data) may claim patent, copyright, or other intellectual property rights in all or a portion of the data (that has been submitted). NCBI is not in a position to assess the validity of such claims and since there is no transfer of rights from submitters to NCBI, NCBI has no rights to transfer to a third party. Therefore, NCBI cannot provide comment or unrestricted permission concerning the use, copying, or distribution of the information contained in the molecular databases.
Allen Institute for AI: COVID-19 Open Research Dataset (CORD-19) Data Source Additional Information Citation:

When including CORD-19 data in a publication or redistribution, please cite the dataset as follows:

In bibliography:

COVID-19 Open Research Dataset (CORD-19). 2020. Version 2020-03-20. Retrieved from https://pages.semanticscholar.org/coronavirus-research. Accessed YYYY-MM-DD. doi:10.5281/zenodo.3715505

In text:

(CORD-19, 2020)

The Allen Institute for AI
and particularly

the Semantic Scholar team

will continue to provide updates to this dataset as the situation evolves and new research is released.

Milken Institute: COVID-19 Treatment and Vaccine Tracker Data Source

 

Additional Information Copyright 2020 Milken Institute
World Health Organization: COVID-19 Research & Development Data Source Additional Information Citation
 
THE LICENSOR OFFERS THE WORK AS-IS AND MAKES NO REPRESENTATIONS OR WARRANTIES OF ANY KIND CONCERNING THE WORK, EXPRESS, IMPLIED, STATUTORY OR OTHERWISE, INCLUDING, WITHOUT LIMITATION, WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, NONINFRINGEMENT, OR THE ABSENCE OF LATENT OR OTHER DEFECTS, ACCURACY, OR THE PRESENCE OF ERRORS, WHETHER OR NOT DISCOVERABLE.IN NO EVENT WILL THE LICENSOR BE LIABLE TO YOU ON ANY LEGAL THEORY FOR ANY SPECIAL, INCIDENTAL, CONSEQUENTIAL, PUNITIVE OR EXEMPLARY DAMAGES ARISING OUT OF THIS LICENSE OR THE USE OF THE WORK, EVEN IF THE LICENSOR HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.

Copyright 2020 WHO

The University of Montreal: COVID-19 Image Data Collection Original Source All images and data will be released publicly in this GitHub repo.

Contact:

Joseph Paul Cohen. Postdoctoral Fellow, Mila, University of Montreal

Carbon Health & Braid Health: COVID-19 Clinical Data Repository Original Source This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

Unless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.

To the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.

The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.

Definitive Healthcare: Hospital ICU Beds Original Source Usage information

By subscribing to this product, you agree that your use of this product is subject to the provider’s offer terms including pricing information and Data Subscription Agreement , and your use of AWS services is subject to the AWS Customer Agreement

Centers for Disease Control and Prevention (CDC): VaxView Original Source https://www.cdc.gov/other/agencymaterials.html

1) These materials are developed by CDC

2) The inclusion of this data in the C3.ai COVID-19 Data Lake does not constitute an endorsement by the U.S. Government, Department of Health and Human Services, Agency for Toxic Substances and Disease Registry, or Centers for Disease Control and Prevention

3) The material is otherwise available on the agency website for no charge.

Cytel: Global Coronavirus COVID-19 Clinical Trial Tracker Original Source

Contains data from several Primary Registries in the WHO Registry Network, including:

Some data is from ClinicalTrials.gov

Some data is from ISRCTN

Some data is from the Australian and New Zealand Clinical Trials Registry

Some data is from the EU Clinical Trials Register

Kaiser Family Foundation Original Source Additional Information

Kaiser Family Foundation: Social Distancing Policies: Link

Kaiser: Link

Disclaimer of Warranties and Limitation of Liability.

Unless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.

To the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.

The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.

Apple: COVID-19 Mobility Trends Original Source The CSV file and charts on this site show a relative volume of directions requests per country/region, sub-region or city compared to a baseline volume on January 13th, 2020. We define our day as midnight-to-midnight, Pacific time. Cities are defined as the greater metropolitan area and their geographic boundaries remain constant across the data set. In many countries/regions, sub-regions, and cities, relative volume has increased since January 13th, consistent with normal, seasonal usage of Apple Maps. Day of week effects are important to normalize as you use this data. Data that is sent from users’ devices to the Maps service is associated with random, rotating identifiers so Apple doesn’t have a profile of individual movements and searches. Apple Maps has no demographic information about our users, so we can’t make any statements about the representativeness of usage against the overall population. Terms of Use

https://www.apple.com/covid19/mobility

Google: COVID-19 Community Mobility Reports Original Source Google Terms of Service
US Census Bureau: Demographic Estimates Original Source Additional Information https://www.census.gov/about/policies/citation.html
The World Bank: Global Health Statistics Original Source https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets

Disclaimer of Warranties and Limitation of Liability.

Unless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.

To the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.

The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.