Investigating Drinking Water Advisories in First Nations Communities through Data Mining

Maintaining acceptable drinking water quality is a challenge in Canadian First Nations communities, and many residents experience frequent drinking water advisories (DWAs). In this research, detailed information about drinking water systems on reserves was combined with historical advisory data to i...

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Bibliographic Details
Main Author: Thompson, Emma
Other Authors: McBean, Edward
Format: Thesis
Language:English
Published: University of Guelph 2016
Subjects:
Online Access:http://hdl.handle.net/10214/10021
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spelling ftunivguelph:oai:atrium.lib.uoguelph.ca:10214/10021 2023-11-05T03:41:57+01:00 Investigating Drinking Water Advisories in First Nations Communities through Data Mining Thompson, Emma McBean, Edward 2016-09-16 application/pdf http://hdl.handle.net/10214/10021 en eng University of Guelph http://hdl.handle.net/10214/10021 All items in the Atrium are protected by copyright with all rights reserved unless otherwise indicated. drinking water advisory data mining decision tree First Nations Canada Thesis 2016 ftunivguelph 2023-10-08T06:08:48Z Maintaining acceptable drinking water quality is a challenge in Canadian First Nations communities, and many residents experience frequent drinking water advisories (DWAs). In this research, detailed information about drinking water systems on reserves was combined with historical advisory data to investigate the relationships between system attributes and DWAs using data mining. Decision trees were developed to identify key factors linked to the occurrence, frequency, duration and causes of advisories. The results showed that trends varied considerably by province, despite being federally managed. Operator treatment certification was found to be associated with the duration of advisories, where systems with fully trained operators were less likely to have long-lasting DWAs. The findings from data mining can be useful for informing future regulatory and funding decisions. This study also emphasized the need for maintaining an up-to-date record of First Nations system information to close existing data gaps. Thesis First Nations University of Guelph: DSpace digital archive
institution Open Polar
collection University of Guelph: DSpace digital archive
op_collection_id ftunivguelph
language English
topic drinking water advisory
data mining
decision tree
First Nations
Canada
spellingShingle drinking water advisory
data mining
decision tree
First Nations
Canada
Thompson, Emma
Investigating Drinking Water Advisories in First Nations Communities through Data Mining
topic_facet drinking water advisory
data mining
decision tree
First Nations
Canada
description Maintaining acceptable drinking water quality is a challenge in Canadian First Nations communities, and many residents experience frequent drinking water advisories (DWAs). In this research, detailed information about drinking water systems on reserves was combined with historical advisory data to investigate the relationships between system attributes and DWAs using data mining. Decision trees were developed to identify key factors linked to the occurrence, frequency, duration and causes of advisories. The results showed that trends varied considerably by province, despite being federally managed. Operator treatment certification was found to be associated with the duration of advisories, where systems with fully trained operators were less likely to have long-lasting DWAs. The findings from data mining can be useful for informing future regulatory and funding decisions. This study also emphasized the need for maintaining an up-to-date record of First Nations system information to close existing data gaps.
author2 McBean, Edward
format Thesis
author Thompson, Emma
author_facet Thompson, Emma
author_sort Thompson, Emma
title Investigating Drinking Water Advisories in First Nations Communities through Data Mining
title_short Investigating Drinking Water Advisories in First Nations Communities through Data Mining
title_full Investigating Drinking Water Advisories in First Nations Communities through Data Mining
title_fullStr Investigating Drinking Water Advisories in First Nations Communities through Data Mining
title_full_unstemmed Investigating Drinking Water Advisories in First Nations Communities through Data Mining
title_sort investigating drinking water advisories in first nations communities through data mining
publisher University of Guelph
publishDate 2016
url http://hdl.handle.net/10214/10021
genre First Nations
genre_facet First Nations
op_relation http://hdl.handle.net/10214/10021
op_rights All items in the Atrium are protected by copyright with all rights reserved unless otherwise indicated.
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