Using Statistical Analysis to Assess Shallow Groundwater Quality in Squatter Settlement of Dar es Salaam and Pwani Regions in Tanzania

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Abstract

In Dar es Salaam and the Coastal regions, groundwater is the primary source of freshwater. Urbanization, industrialization, and agricultural activities have all contributed to the overuse of this resource, resulting in a decline in quality. In this study, we employ statistical analysis as a means to improve our understanding on groundwater quality. Seventy-one groundwater samples in squatter areas of Dar es Salaam and Coastal regions were used with 10 chemical parameters. Based on their dominant chemical compositions, hierarchical cluster analysis (HCA) classified samples into three main clusters. The clusters were then characterized with the help of the results from principal component analysis (PCA), Pearson's correlation coefficient of the chemical variables and piper diagrams. Cluster one was characterized by high salinity as a result of seawater intrusion. Cluster two was characterized by an intermediate salinity and high contamination. This was a result of sewage contamination and a moderate effect of seawater intrusion. With a low level of salinity and contamination, cluster three was found to be suitable for human consumption. The information obtained from this study demonstrates that the quality of the water has declined in some areas within the chosen regions. Therefore, prompt action is required to prevent further deterioration to the aquifers in the region.
利用统计分析评估坦桑尼亚达累斯萨拉姆和普瓦尼地区棚户区的浅层地下水质量
在达累斯萨拉姆和沿海地区,地下水是淡水的主要来源。城市化、工业化和农业活动都造成了对这一资源的过度使用,导致水质下降。在本研究中,我们采用统计分析的方法来提高我们对地下水质量的认识。我们使用了达累斯萨拉姆和沿海地区棚户区的 71 个地下水样本,其中包含 10 个化学参数。根据其主要化学成分,分层聚类分析(HCA)将样本分为三大类。然后,借助主成分分析(PCA)结果、化学变量的皮尔逊相关系数和蒌皮图,对这些聚类进行特征描述。第一组的特点是海水入侵造成的高盐度。第二组的特点是中等盐度和高污染。这是污水污染和海水入侵中度影响的结果。第三组的盐度和污染程度较低,适合人类食用。这项研究获得的信息表明,所选区域内的一些地区的水质已经下降。因此,需要立即采取行动,防止该地区含水层的水质进一步恶化。
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