Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Apr 1;9(1):145.
doi: 10.1038/s41597-022-01175-y.

A dataset of non-pharmaceutical interventions on SARS-CoV-2 in Europe

Affiliations

A dataset of non-pharmaceutical interventions on SARS-CoV-2 in Europe

George Altman et al. Sci Data. .

Abstract

During the second half of 2020, many European governments responded to the resurging transmission of SARS-CoV-2 with wide-ranging non-pharmaceutical interventions (NPIs). These efforts were often highly targeted at the regional level and included fine-grained NPIs. This paper describes a new dataset designed for the accurate recording of NPIs in Europe's second wave to allow precise modelling of NPI effectiveness. The dataset includes interventions from 114 regions in 7 European countries during the period from the 1st August 2020 to the 9th January 2021. The paper includes NPI definitions tailored to the second wave following an exploratory data collection. Each entry has been extensively validated by semi-independent double entry, comparison with existing datasets, and, when necessary, discussion with local epidemiologists. The dataset has considerable potential for use in disentangling the effectiveness of NPIs and comparing the impact of interventions across different phases of the pandemic.

PubMed Disclaimer

Conflict of interest statement

J. Kulveit has advised several governmental and nongovernmental entities about interventions against COVID-19. Y. Gal has received a research grant (studentship) from GlaxoSmithKline, outside of the submitted work. S. Bhatt sits on and advises the Scientific Pandemic Influenza Group on Modelling (SPI-M) a subgroup of the Scientific Advisory Group for Emergencies (SAGE). His work on this board is funded by the UKRI/MRC. The remaining authors declare no competing interests.

Figures

Fig. 1
Fig. 1
The effectiveness of interventions in Europe’s second wave as estimated by Sharma et al.. Percentage reductions in the reproduction number R shown, this is the instantaneous reproduction number Rt. Rt is the expected number of secondary infections arising from a primary infection at time t. Markers indicate posterior median estimates, lines indicate the 50% and 95% posterior credible intervals. A negative 1% reduction refers to a 1% increase in R (A) Effectiveness of the main interventions included in Sharma et al.. Intervention names preceded by “All” show the combined effect of multiple interventions. For example, “All gatherings banned” shows the combined effect of banning all public gatherings and all household mixing in private. (B) Individual effectiveness estimates for gathering types, separated into public gatherings and household mixing in private. Figure reproduced from Sharma et al..
Fig. 2
Fig. 2
Overview of implementation of NPIs. The total number of days that each intervention was implemented, aggregated across regions but separated by country. The dashed vertical line indicates the total-number of region-days recorded in our dataset. Note that gathering and household mixing thresholds shown in this figure represent those used by Sharma et al., the dataset itself contains the precise limit on the number of attendants and households for each type of gathering. Figure reproduced from Sharma et al..
Fig. 3
Fig. 3
Process of data collection; from exploration to validation.

References

    1. Flaxman S, et al. Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe. Nature. 2020;584:257–261. doi: 10.1038/s41586-020-2405-7. - DOI - PubMed
    1. Brauner, J. M. et al. Inferring the effectiveness of government interventions against COVID-19. Science371 (2021). - PMC - PubMed
    1. Suryanarayanan, P. et al. AI-assisted tracking of worldwide non-pharmaceutical interventions for COVID-19. Scientific Data 8 (2021). - PMC - PubMed
    1. de Souza Santos AA, et al. Dataset on SARS-CoV-2 non-pharmaceutical interventions in Brazilian municipalities. Sci Data. 2021;8:73. doi: 10.1038/s41597-021-00859-1. - DOI - PMC - PubMed
    1. Porcher S. Response2covid19, a dataset of governments’ responses to COVID-19 all around the world. Sci Data. 2020;7:423. doi: 10.1038/s41597-020-00757-y. - DOI - PMC - PubMed