ORIGINAL RESEARCH
Application of Factor and Cluster Analyses
in the Assessment of Sources of Contaminants
in Borehole Water in Tanzania
Twaha A. Basamba1, Kassim Sekabira2, C. Mary Kayombo2, Paul Ssegawa3
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1Department of Agricultural Production, College of Agricultural and Environmental Sciences,
P. O. Box 7062, Kampala, Uganda
2Department of Environment, School of Engineering and Applied Sciences, Kampala International University,
P.O. Box 20000, Kampala, Uganda
3Department of Biology, School of Biological Sciences, Makerere University,
P. O. Box 7062, Kampala, Uganda
Pol. J. Environ. Stud. 2013;22(2):337-346
KEYWORDS
ABSTRACT
Our study assesses the quality of water in Dar es Salaam city, Tanzania. Borehole water samples collected
were analyzed for physicochemical and microbiological characteristics of the underground water. All
functional boreholes in the study area were sampled. Pearson correlation coefficient was employed to establish
the interaction of the physicochemical characteristics in the underground water. Factor analysis and cluster
analysis were employed to determine source apportionment of contaminants in underground water. Results
showed that calcium was significantly correlated with electrical conductivity (r=0.624), total dissolved solids
(r=0.627), and total hardness (r=0.881) for underground water sources. Calcium concentration is attributed to
anthropogenic activities, terrigenous influx in run-off, and/or natural processes within the aquifers. Faecal coliform
counts exceeded the World Health Organization maximum permissible limit of 0/100ml at 44ºC at
Shauri Moyo and Kigogo Primary School and, therefore, the water was contaminated; the rest of the boreholes
were safe. Factor analysis revealed three sources of pollutants in the underground water:
(1) mixed origin of human wastes and soil in runoff
(2) dual origin of turbidity (human wastes and soil/organic matter)
(3) natural/geochemical processes in aquifers.
In conclusion, water hardness is controlled by calcium and faecal contamination is attributed to entry of
sewage (human wastes) and organic matter into underground water. There is a need for water to be treated/
filtered and/or boiled before consumption.