Environmental Insights: Democratizing access to ambient air pollution data and predictive analytics with an open-source Python']Python package

被引:0
作者
Berrisford, Liam J. [1 ,2 ,3 ]
Menezes, Ronaldo [1 ,4 ]
机构
[1] Univ Exeter, Dept Comp Sci, BioComplex Lab, Exeter, England
[2] Univ Exeter, Dept Math, Exeter, England
[3] Univ Exeter, UKRI Ctr Doctoral Training Environm Intelligence, Exeter, England
[4] Univ Fed Ceara, Dept Comp Sci, Fortaleza, Brazil
基金
英国工程与自然科学研究理事会;
关键词
Ambient air pollution; Forecasting; Interventions; Stakeholder engagement; EXPOSURE; ADULTS; HEALTH; IMPACT; MODEL;
D O I
10.1016/j.envsoft.2024.106131
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Ambient air pollution is a pervasive issue with wide-ranging effects on human health, ecosystem vitality, and economic structures. Utilizing data on ambient air pollution concentrations, researchers can perform comprehensive analyses to uncover the multifaceted impacts of air pollution across society. To this end, we introduce Environmental tal Insights, , an open-source Python package designed to democratize access to air pollution concentration data. This tool enables users to easily retrieve historical air pollution data and employ a Machine Learning model for forecasting potential future conditions. Moreover, Environmental Insights includes a suite of tools aimed at facilitating the dissemination of analytical findings and enhancing user engagement through dynamic visualizations. This comprehensive approach ensures that the package caters to the diverse needs of individuals looking to explore and understand air pollution trends and their implications. Code repository clickable link: Environmental Insights Github Home Page.
引用
收藏
页数:10
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共 63 条
  • [21] Guardian News and Media, 2020, Air pollution a cause in girl's death. Coroner Rules in Landmark Case
  • [22] Guardian News and Media, 2023, Belgrade: the city where dirty air is seen as a 'consequence of economic growth' Online
  • [23] Hagan D., 2018, Py-openaq: open air quality data Online
  • [24] Harrabin R., 2021, UK found guilty of dirty air Breach by EU Court Online
  • [25] Enhancing the reliability of hindcast modeling for air pollution using history-informed machine learning and satellite remote sensing in China
    He, Qingqing
    Ye, Tong
    Zhang, Ming
    Yuan, Yanbin
    [J]. ATMOSPHERIC ENVIRONMENT, 2023, 312
  • [26] Development of the adjoint of GEOS-Chem
    Henze, D. K.
    Hakami, A.
    Seinfeld, J. H.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2007, 7 (09) : 2413 - 2433
  • [27] A review of land-use regression models to assess spatial variation of outdoor air pollution
    Hoek, Gerard
    Beelen, Rob
    de Hoogh, Kees
    Vienneau, Danielle
    Gulliver, John
    Fischer, Paul
    Briggs, David
    [J]. ATMOSPHERIC ENVIRONMENT, 2008, 42 (33) : 7561 - 7578
  • [28] Human health effects of air pollution
    Kampa, Marilena
    Castanas, Elias
    [J]. ENVIRONMENTAL POLLUTION, 2008, 151 (02) : 362 - 367
  • [29] King's Printer of Acts of Parliament, 2007, Regulation (EC) 715/2007 of the European Parliament and of the Council on type approval of motor vehicles with respect to emissions from light passenger and commercial vehicles (Euro 5 and Euro 6)
  • [30] Long-term exposure to air-pollution and COVID-19 mortality in England: A hierarchical spatial analysis
    Konstantinoudis, Garyfallos
    Padellini, Tullia
    Bennett, James
    Davies, Bethan
    Ezzati, Majid
    Blangiardo, Marta
    [J]. ENVIRONMENT INTERNATIONAL, 2021, 146