Published August 3, 2017
| Version v1
Dataset
Open
MEHRA data and model for the English regions
- 1. ECMWF, Shilfield Park, Reading, United Kingdom
- 2. Department of Statistics, Oxford University, Oxford, United Kingdom
- 3. Institute of Environment, Health and Societies, Brunel University London, Uxbridge, United Kingdom
- 4. Department of Computer Science, Brunel University London, Uxbridge, United Kingdom
Description
Multi-dimensional Environment-Health Risk Analysis (MEHRA) data and model for the English regions
This archive contains 4 objects in RDS (R Data Storage) format:
- Training and testing datasets - These have been assembled to carry out the experiments described in the paper 'Modelling air pollution, climate and health data using Bayesian Networks: a case study of the English regions' by Vitolo et al. (currently under review)
- BN model and DAG - These are the bayesian network and DAG resulting from the experiment described in the paper 'Modelling air pollution, climate and health data using Bayesian Networks: a case study of the English regions' by Vitolo et al. (currently under review)
The paper contains full details of the features, below is a short summary:
- Data were collected in England (United Kingdom) from 1981 to 2014.
- Mortality counts were obtained from the Office for National Statistics (ONS)
- The counts were standardized based on yearly regional population estimates obtained from the MYEDE dataset.
- Data from air quality monitoring stations were obtained from the UK Air Information Resource service hosted by the Department for Environment, Food & Rural Affairs (DEFRA).
- Weather variables derive from ECMWF ERA-Interim (global re-analysis dataset)
Notes
British Council Institutional Links Grant 172614334
Files
Files
(5.5 GB)
| Name | Size | Download all |
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md5:c86325a2a01e30f564cba9f6fd29103e
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3.9 GB | Download |
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md5:c0e55b9acf857a9c807c90a4eb09cc91
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1.0 kB | Download |
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md5:1785f58442b0766856968ad9fab6f038
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428.2 MB | Download |
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md5:2f16134c87c86942beb461f87d7ecf75
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1.1 GB | Download |
Additional details
Related works
- Is supplemented by
- 10.5281/zenodo.61711 (DOI)
- 10.21105/joss.00051 (DOI)
- 10.5281/zenodo.154722 (DOI)
References
- Vitolo C., Russell A. and Tucker A. (2017). rdefra: Interact with the UK AIR Pollution Database from DEFRA. R package version 0.3.4 https://CRAN.R-project.org/package=rdefra, DOI: 10.5281/zenodo.838587.
- Vitolo C., Russell A. and Tucker A. (2016). rdefra: Interact with the {UK} {AIR} Pollution Database from {DEFRA}. The Journal of Open Source Software 1 (4), DOI: 10.21105/joss.00051.
- Vitolo C., Tucker A. and Russell A. (2016). kehra: An R package to collect, assemble and model air pollution, weather and health data. R package version 0.1. https://CRAN.R-project.org/package=kehra, DOI: 10.5281/zenodo.55284.
- Vitolo C., Scutari M., Ghalaieny M., Tucker A. and Russell A. (2017). A multi-dimensional environment-health risk analysis system for the English regions. EGU General Assembly Conference Abstracts, 2017. http://meetingorganizer.copernicus.org/EGU2017/EGU2017-11880.pdf