This analysis focuses on interpreting significant correlations, comparing patterns across sub-regions, and relating these associations to potential pollution sources, taking into account variations in land use.The correlation matrix for the combined dataset is illustrated in Table 3.4, and further discussions of significant correlations are provided for each sub-region, detailing the links identified within the respective data sets.