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Deconstruction of annoyance due to air pollution by multiple correspondence analyses

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Abstract

Annoyance caused by air pollution is a matter of public health as it can cause stress and ill-health and affect quality of life, among other burdens. The aim of this study is to apply the multiple correspondence analyses (MCA) technique as a differential tooling to explore relationships between variables that can influence peoples’ behaviour concerning annoyance caused by air pollution. Data were collected through a survey on air pollution, environmental issues and quality of life. Face-to-face survey studies were conducted in two industrialized urban areas (Vitoria in Brazil and Dunkirk in France). These two regions were chosen as their inhabitants often report feeling annoyed by air pollution, and both regions have similar industrial characteristics. The results showed a progressive correspondence between levels of annoyance and other active variables in the “air pollution” factor group: as the levels of annoyance increased, the levels of the other qualitative variables (importance of air quality, perceived exposure to industrial risk, assessment of air quality, perceived air pollution) also increased. Respondents who reported feeling annoyed by air pollution also thought that air quality was very important and were very concerned about exposure to industrial risks. Furthermore, they often assessed air quality as horrible, and they could frequently perceive air pollution by dust, odours and decreased visibility. The results also showed a statistically significant association between occurrence of allergies and high levels of annoyance.

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Data availability

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

References

  • ADEME (2002). Classification et critères d’implantation des stations de surveillance de la qualité de l’air. Retrieved on 28 July 2013 from: http://www.oramip.org/pdf/ademe_typologies.pdf

  • Amundsen AH, Klæboe R, Fyhri A (2008) Annoyance from vehicular air pollution: exposure–response relationships for Norway. Atmos Environ 42:7679–7688. https://doi.org/10.1016/j.atmosenv.2008.05.026

    Article  CAS  Google Scholar 

  • Andreão WL, Trindade BT, Nascimento AP, Reis Júnior NC, Andrade MDF, Albuquerque TTDA (2019) Influence of meteorology on fine particles concentration in Vitória metropolitan region during wintertime. Revista Brasileira de Meteorologia 34(4):459–470

    Article  Google Scholar 

  • Atari DO, Luginaah IN, Fung K (2009) The relationship between odour annoyance scores and modelled ambient air pollution in Sarnia, “Chemical Valley”, Ontario. Int J Environ Res Public Health 6:2655–2675. https://doi.org/10.3390/ijerph6102655

    Article  CAS  Google Scholar 

  • Atmo Nord-Pas-de-Calais (2009). Bilan 2008 des poussières sédimentables sur le Dunkerquois. Rapport d’études 01 – 2009- LC. Available at: http://www.atmo-npdc.fr

  • Barnett V (2002) Sample survey: principles and methods, 3rd edn. Wiley, Chichester

  • Bell ML, O’Neill MS, Cifuentes LA, Braga ALF, Green C, Nweke A, Rogat J, Sibold K (2005) Challenges and recommendations for the study of socioeconomic factors and air pollution health effects. Environ Sci Pol 8:525–533

    Article  Google Scholar 

  • Benzécri JP (1969) Statistical analysis as a tool to make patterns emerge from data. In: Watanabe S (ed) Methodologies of pattem regonition. Academic press, New York

  • Benzécri JP (1973) L’Analyse des Données. Vol 2: L’Analyse des Correspondances. Paris: Dunod

  • Benzécri JP (1992) Correspondence analysis handbook. Dekker, New York

  • Berglund B, Berglund U, Lindvall T (1987) Measurement and control of annoyance. In: Koelga HS (ed) Environmental annoyance: characterization, measurement and control. Elsevier Sci B.V., Amstredam, 15, pp 29–43

  • Blanes-Vidal V, Suh H, Nadimi ES, Løfstrøm P, Ellermann T, Andersen HV, Schwartz J (2012) Residential exposure to outdoor air pollution from livestock operations and perceived annoyance among citizens. Environ Int 40:44–50

    Article  CAS  Google Scholar 

  • Boyouk N, Léon JF, Delbarre H, Augustin P, Fourmentin M (2011) Impact of sea breeze on vertical structure of aerosol optical properties in Dunkerque, France. Atmos Res 101(4):902–910

    Article  Google Scholar 

  • Braga ALF, Saldiva PHN, Pereira LAA, Menezes JJC, Conceição GMS, Lin CL, Zanobetti A, Shwartz J, Dockery DW (2001) Health effects or air pollution exposure on children and adolescents in São Paulo, Brasil. Pediatr Pulmonol 31(106-113):2001

    Google Scholar 

  • Calvo-Mendieta I, Flaquart H, Frere S, Gonthier F, Hellequin AP, Blanc A (2008) Le Perception du risque industriel par les populations du Dunkerquois, Rapport intermédiaire.; Dunkerque

  • Castanho ADA, Artaxo P (2001) Wintertime and summertime São Paulo aerosol source apportionment study. Atmos Environ 35:4889–4902

    Article  CAS  Google Scholar 

  • Cochran WG (1977) Sampling techniques - a Wiley publication in applied statistics, 3rd edn. Wiley, New York

  • Crivisqui E (1995). The correspondence analysis as instrument to analyse the profile of the worker in the tomato crop in the Goiás state, Brazil. Programme de Recherche et D'Enseignement en Statistique Appliquée. PRESTA, Belgique: Université Libre de Bruxelles.

  • de Albuquerque TTA, de Andrade MF, Ynoue RY (2012) Characterization of atmospheric aerosols in the city of São Paulo, Brazil: comparisons between polluted and unpolluted periods. Environ Monit Assess 184:969–984. https://doi.org/10.1007/s10661-011-2013-y

    Article  CAS  Google Scholar 

  • Egondi T, Kyobutungi C, Ng N, Muindi K, Oti S, De Vijver SV, Ettarh R, Rocklov J (2013) Comunity perceptions of air pollution and related health risks in Nairobi Slums. Int J Environ Res Public Health 10:4851–4868

    Article  Google Scholar 

  • Farfel MR, Orlova AO, Lees PSJ, Rohde C, Ashley PJ, Julian Chisolm J (2005) A study of urban housing demolition as a source of lead in ambient dust on sidewalks, streets, and alleys. Environ Res 99:204–213. https://doi.org/10.1016/j.envres.2004.10.005

    Article  CAS  Google Scholar 

  • Fischer GW, Morgan MG, Fischoff B, Nair I, Lave LB (1991) What risk are people concerned about? Risk Anal 11:303–314

    Article  Google Scholar 

  • Garçon G, Dagher Z, Zerimech F, Ledoux F, Courcot D, Aboukais A, Puskaric E, Shirali P (2006) Dunkerque city air pollution particulate matter-induced cytotoxicity, oxidative stress and inflammation in human epithelial lung cells (L132) in culture. Toxicol in Vitro 20:519–528

    Article  Google Scholar 

  • Greenacre M (2007) Correspondence analysis in practice, Second edn. Chapman & Hall/CRC, London

  • Greenacre M, Blasius J (2006) Multiple correspondence analysis and related methods. Chapman & Hall/CRC Press, London

  • Greenacre MJ (1984) Theory and applications of correspondence analysis. Academic press, New York

  • Gustafson E (1998) Gender differences in risk perception: theoretical and methodological perspectives. Risk Anal 18(6):805–811

    Article  CAS  Google Scholar 

  • Hellequin AP, Zwarterook I (2010) Mauvais air: vivre au quotidien près d’usines polluantes et dangereuse. In IIeme colloque international UMR 5600-ENTPE “Le risque industriel: une question de sciences humaines”; Lyon.

  • IBGE Sensus (2010) Instituto Brasileiro de Geografia e Estatística: Brasilia, 2010

  • IJSN Regional Profile: Região Metropolitana da Grande Vitória (2009). INSTITUTO JONES DOS SANTOS NEVES –Disponível em: http://www.ijsn.es.gov.br. Acesso em 09 de junho de 2015

  • Jacquemin B, Sunyer J, Forsberg B, Gotschi T, Oglesby L, Ackermann-Liebrich U, De Marco R, Heinrich J, Jarvis D, Toren K, Kunzli N (2007) Annoyance due to air pollution in Europe. Int J Epidemiol 36:809–820

    Article  Google Scholar 

  • Kim M, Yi O, Kim H (2012) The role differences in individual and community attributes in perceived air quality. Sci Total Environ 425:20–26

    Article  CAS  Google Scholar 

  • Klæboe R, Kolbenstvedt M, Clench-Aas J, Bartonova A (2000) Oslo traffic study part 1: an integrated approach to assess the combined effects of noise and air pollution on annoyance. Atmos Environ 34:4727–4736

    Article  Google Scholar 

  • Kohlhuber M, Mielck A, Weiland SK, Bolte G (2006) Social inequality in perceived environmental exposures in relation to housing conditions in Germany. Environ Res 101:246–255

    Article  CAS  Google Scholar 

  • Le Roux B, Rouanet H (2004) Geometric data analysis, from correspondence analysis to structured data analysis. Kluwer Academic Publishers, Dordrecht

  • Le Roux B, Rouanet H (2010) Multiple correspondence analysis, SAGE, Series: Quantitative Applications in the Social Sciences. Thousand Oaks Paris, CA

  • Lebart L, Morineau A, Warwick K (1984) Multivariate descriptive statistical analysis. Wiley, Chichester, UK

  • Lercher P, Schmitzberger R, Kofler W (1995) Perceived traffic air pollution, associated behavior and health in an alpine area. Sci Total Environ 169(1–3):71–74

    Article  CAS  Google Scholar 

  • Les ateliers. Atelier international de maîtrise d’œuvre urbaine. Dunkerque, une agglomération maritime transfrontalière actrice d’un développement métropolitain. Cahier de session - 2ème edition. Du 3 au 17 juillet 2010.

  • Lindvall T, Radford EP (1973) Measurement of annoyance due to exposure to environmental factors. Environ Res 6:1–36. https://doi.org/10.1016/0013-9351(73)90014-5

    Article  Google Scholar 

  • Llop S, Ballester F, Estarlich M, Esplugues A, Fernández-Patier R, Ramón R, Marco A, Aguirre A, Sunyer J, Iñiguez C (2008) on behalf of INMA-Valencia cohort. Ambient air pollution and annoyance responses from pregnant women. Atmos Environ 42:2982–2992

    Article  CAS  Google Scholar 

  • Machado M, Santos JM, Reisen VA, Reis NC Jr, Mavroidis I, Lima AT (2018) A new methodology to derive settleable particulate matter guidelines to assist policy-makers on reducing public nuisance. Atmos Environ 182:242–251

    Article  CAS  Google Scholar 

  • Machado M, Reisen VA, Santos JM, Reis NC, Frère S, Bondon P, Ispány M, Cotta HHA (2019) Use of multivariate time series techniques to estimate the impact of particulate matter on the perceived annoyance. Atmos Environ 222:117080. https://doi.org/10.1016/j.atmosenv.2019.117080

    Article  CAS  Google Scholar 

  • Nascimento AP, Santos JM, Mill JG, Souza JB, Reis NC, Reisen VA (2017) Association between the concentration of fine particles in the atmosphere and acute respiratory diseases in children. Rev Saude Publica 51:3

    Article  Google Scholar 

  • Nikolopoulou M, Kleissl J, Linden PF, Lykoudis S (2011) Pedestrians’ perception of environmental stimuli through field surveys: focus on particulate pollution. Sci Total Environ 409(13):2493–2202

    Article  CAS  Google Scholar 

  • Oglesby L, Künzli N, Monn C, Schindler C, Ackermann-Liebrich U, Leuenberger P (2000) Validity of annoyance scores for estimation of long-term air pollution exposure in epidemiologic studies: the Swiss Study on Air Pollution and Lung Diseases in Adults (SAPALDIA). Am J Epidemiol 152:75–83. https://doi.org/10.1080/10473289.2000.10464156

    Article  CAS  Google Scholar 

  • Orru H, Idavain J, Pindus M, Orru K, Kesanurm K, Lang A, Tomasova J (2018) Residents’ Self-reported health effects and annoyance in relation to air pollution exposure in an industrial area in Eastern-Estonia. Int J Environ Res Public Health 15:252. https://doi.org/10.3390/ijerph15020252

    Article  CAS  Google Scholar 

  • Orru K, Nordin S, Harzia H, Orru H (2018b) The role of perceived air pollution and health risk perception in health symptoms and disease: a population-based study combined with modelled levels of PM10. Int Arch Occup Environ Health 91:581–589. https://doi.org/10.1007/s00420-018-1303-x

    Article  CAS  Google Scholar 

  • Passchier-Vermeer W, Passchier WF (2000) Noise exposure and public health. Environ Health Perspect 108(suppl 1):123–131

    Article  Google Scholar 

  • Pope CA III (1991) Respiratory hospital admissions associated with PM10 pollution in Utah, Salt Lake and Cache valleys. Arch Environ Health 46:90–97

    Article  Google Scholar 

  • PPA (2002). Plan de protection de l’atmosphère de l’aglomeration Dunkerquoise. Retrieved on 20 April 2013 2013 from: http://www.nord-pas-de-calais.developpement-durable.gouv.fr/IMG/pdf/ppa-dunkerque.pdf

  • Rotko T, Oglesby L, Kunzli N, Carrer P, Nieuwenhuijsen MJ, Jantunen M (2002) Determinants of perceived air pollution annoyance and association between annoyance scores and air pollution (PM2.5. NO2) concentrations in the European EXPOLIS study. Atmos Environ 36:4593–4602

    Article  CAS  Google Scholar 

  • Salvador N, Reis NC, Santos JM, de Almeida Albuquerque TT, Loriato AG, Delbarre H et al (2016) Evaluation of weather research and forecasting model parameterizations under sea-breeze conditions in a North Sea coastal environment. Journal of Meteorological Research 30(6):998–1018

    Article  Google Scholar 

  • Santos JM, Reis NC Jr, Galvão ES, Silveira A, Goulart EV, Lima AT, Reis NC, Galvão ES, Silveira A, Goulart EV, Lima AT (2017) Source apportionment of settleable particles in a mining-impacted urban and industrialized region in Brazil. Environ Sci Pollut Res 24:22026–22039. https://doi.org/10.1007/s11356-017-9677-y

    Article  CAS  Google Scholar 

  • Schwartz J (1991) Particulate air pollution and daily mortality in Detroit. Environ Res 56(2):204–213

    Article  CAS  Google Scholar 

  • Souza JB, Reisen VA, Franco GC, Ispány M, Bondon P, Santos JM (2018) Generalized additive models with principal component analysis: an application to time series of respiratory disease and air pollution data. J R Stat Soc Ser. C (Appl Stat) 67(2):453–480

  • Stenlund T, Lidén E, Andersson K, Garvill J, Nordin S (2009) Annoyance and health symptoms and their influencing factors: a population-based air pollution intervention study. Public Health 123:339–345. https://doi.org/10.1016/j.puhe.2008.12.021

    Article  CAS  Google Scholar 

  • Vallack H, Shillito D (1998) Suggested guidelines for deposited ambient dust. Atmos Environ 32:2737–2744. https://doi.org/10.1016/S1352-2310(98)00037-5

    Article  CAS  Google Scholar 

  • WHO (2005). WHO air quality guidelines global update 2005. Report on a WHO working group. Bonn, Germany, 18-20 October 2005. Retrieved on 28 July 2014 from: http://www.euro.who.int/Document/E87950.pdf.

  • WHO (2014). Burden of disease from the joint effects of household and ambient air pollution for 2012. WHO: Geneva. Retrieved on 28 July 2014 from: http://www.who.int/phe/health_topics/outdoorair/databases/FINAL_HAP_AAP_BoD_24March2014.pdf?ua=1

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Acknowledgements

The authors would like to acknowledge the support of two Brazilian research funding agencies: FAPES (The Research Funding Agency in the State of Espirito Santo) and CAPES (The Federal Funding Agency for the Development of Higher Education). They would also like to acknowledge COFECUB, Irénée Zwarterook and a research group studying industrial risk and the urban environment in the TVES laboratory, Université du Littoral Côte d’Opale in France. Finally, we thank Vinicius de Martin (UFES’ PhD student) for helping with graphical design.

Funding

These authors are indebted to CentraleSupélec and Université Paris-Sud for their financial supports. This research was also partially supported by the iCODE Institute, research project of the IDEX Paris-Saclay, and by the Hadamard Mathematics LabEx (LMH) through the grant number ANR-11-LABX-0056-LMH in the Programme des Investissements d’Avenir.

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This study is continuation/part from the research developed in the PhD thesis of the first author (MM) under the supervision of the authors JS and VR who made the necessary corrections. All authors declare to have contributed equally by reading and improving the analyses and the text.

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Correspondence to Milena Machado.

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The ethics committee that approved this study was from the University Federal of Espírito Santo with the 142.581 committee’s reference number.

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Machado, M., Santos, J.M., Frere, S. et al. Deconstruction of annoyance due to air pollution by multiple correspondence analyses. Environ Sci Pollut Res 28, 47904–47920 (2021). https://doi.org/10.1007/s11356-021-13958-8

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