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DatAC: A visual analytics platform to explore climate and air quality indicators associated with the COVID-19 pandemic in Spain

机译:DATAC:视觉分析平台,用于探索与西班牙Covid-19大流行相关的气候和空气质量指标

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摘要

The coronavirus disease 2019 (COVID-19) pandemic has caused an unprecedented global health crisis, with several countries imposing lockdowns to control the coronavirus spread. Important research efforts are focused on evaluating the association of environmental factors with the survival and spread of the virus and different works have been published, with contradictory results in some cases. Data with spatial and temporal information is a key factor to get reliable results and, although there are some data repositories for monitoring the disease both globally and locally, an application that integrates and aggregates data from meteorological and air quality variables with COVID-19 information has not been described so far to the best of our knowledge. Here, we present DatAC (Data Against COVID-19), a data fusion project with an interactive web frontend that integrates COVID-19 and environmental data in Spain. DatAC is provided with powerful data analysis and statistical capabilities that allow users to explore and analyze individual trends and associations among the provided data. Using the application, we have evaluated the impact of the Spanish lockdown on the air quality, observing that NO_2, CO, PM_(2.5), PM_(10) and SO_2 levels decreased drastically in the entire territory, while O_3 levels increased. We observed similar trends in urban and rural areas, although the impact has been more important in the former. Moreover, the application allowed us to analyze correlations among climate factors, such as ambient temperature, and the incidence of COVID-19 in Spain. Our results indicate that temperature is not the driving factor and without effective control actions, outbreaks will appear and warm weather will not substantially limit the growth of the pandemic.
机译:2019年冠状病毒疾病(Covid-19)大流行导致了前所未有的全球卫生危机,有几个国家强加锁定控制冠状病毒蔓延。重要的研究努力侧重于评估环境因素与病毒的生存和传播的协会,并出版了不同的作品,在某些情况下,矛盾的结果具有矛盾的结果。空间和时间信息的数据是获得可靠的结果的关键因素,尽管存在一些数据存储库,但是有一些数据存储库用于全球和本地监测疾病,这是与Covid-19信息的流星和空气质量变量集成和聚合数据的应用程序具有迄今为止未被描述为我们的知识。在这里,我们呈现Datac(针对Covid-19)的数据,一个数据融合项目,一个具有交互式网络前端的数据融合项目,它集成了西班牙Covid-19和环境数据。 DATAC提供强大的数据分析和统计功能,允许用户探索和分析提供的数据之间的个别趋势和关联。使用该应用程序,我们已经评估了西班牙锁定对空气质量的影响,观察NO_2,CO,PM_(2.5),PM_(10)和SO_2级别在整个领域中急剧下降,而O_3级别增加。我们观察到城乡地区的类似趋势,尽管在前前的影响更为重要。此外,该应用允许我们分析气候因素之间的相关性,例如环境温度,以及西班牙Covid-19的发生率。我们的结果表明,温度不是驱动因素,没有有效的控制作用,爆发会出现,天气不会极大地限制大流行的增长。

著录项

  • 来源
    《The Science of the Total Environment》 |2021年第1期|141424.1-141424.8|共8页
  • 作者单位

    CENYO Centre for Genomics and Oncological Research: Pfizer/University of Cranada/Andalusian Regional Government PTS Granada 18016 Granada Spain Atrys Health S.A. Barcelona Spain;

    CENYO Centre for Genomics and Oncological Research: Pfizer/University of Cranada/Andalusian Regional Government PTS Granada 18016 Granada Spain;

    CENYO Centre for Genomics and Oncological Research: Pfizer/University of Cranada/Andalusian Regional Government PTS Granada 18016 Granada Spain;

    CENYO Centre for Genomics and Oncological Research: Pfizer/University of Cranada/Andalusian Regional Government PTS Granada 18016 Granada Spain;

    Imagine Institute of Genetic Diseases INSERM 75015 Paris France;

    Department of Computer Architecture and Technology Universidad de Granada 18071 Granada Spain;

    Andalusian School of Public Health (EASP) 18011 Granada Spain Ciber de Epidemiologia y Salud Publica (CIBERESP) Spain Instituto de Investigation Biosanitaria ibs.GRANADA Granada Spain;

    Department of Statistics University of Granada 18071 Granada Spain;

    CENYO Centre for Genomics and Oncological Research: Pfizer/University of Cranada/Andalusian Regional Government PTS Granada 18016 Granada Spain;

    CENYO Centre for Genomics and Oncological Research: Pfizer/University of Cranada/Andalusian Regional Government PTS Granada 18016 Granada Spain;

    CENYO Centre for Genomics and Oncological Research: Pfizer/University of Cranada/Andalusian Regional Government PTS Granada 18016 Granada Spain Department of Statistics University of Granada 18071 Granada Spain;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    SARS-CoV-2; Pollution; Weather variables; RStudio Shiny framework; Spatio-temporal analysis;

    机译:SARS-CoV-2;污染;天气变量;rstudio闪亮的框架;时空分析;

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