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Multivariate statistical analysis of heavy metals and physico-chemical parameters in the groundwater of karak district, khyber pakhtunkhwa, pakistan

  • Asif Khan
  • , Muhammad Naeem*
  • , Ivar Zekker*
  • , Muhammad Balal Arian
  • , Greg Michalski
  • , Syed Zeeshan
  • , Hameed Ul Haq
  • , Muhammad Ikram
  • , Abbas Khan
  • , Fazle Subhan
  • , Yahya Jani
  • , Zane Vincevica-Gaile
  • , Muhammad Zahoor
  • , Idrees Khan
  • , Muhammad Ishaq Ali Shah
  • *Corresponding author for this work
  • AWKUM
  • University of Tartu
  • University of Karachi
  • Purdue University
  • Malmö University
  • University of Malakand
  • Bacha Khan University

Research output: Contribution to journalArticlepeer-review

2 Citations (Scopus)

Abstract

Groundwater heavy metal pollution is a major concern all around the world. For the assessment of heavy metals and physico-chemical characteristics, groundwater samples were collected from different locations of the Karak District, Pakistan. With the help of the global information system device (GIS), groundwater samples were collected and studied from 47 locations. The present study focused on the water table (WT), water source depth (WSD), pH, electrical conductivity (EC), dissolved oxygen (DO), total dissolved solids (TDS), lead (Pb(II)), silver (Ag(I)), iron (Fe(II)) and chromium (Cr(VI)) parameters. Heavy metals were analyzed by the Atomic Absorption Spectrophotometer (AAS). The Pearson’s matrix of correlation showed relationships between several parameters, such as the EC and the TDS which had close interactions between all the three different groundwater samples (collected by hand pump (HP), bore holes (BH) and tube wells (TW)). The strong correlation was detected in all the sources of water between the TDS and the EC, the regression coefficient (r) of which was 1. In the hierarchical clustering (by dendrograms) the HP samples show two clusters: Cluster 1 contains seven parameters and Cluster 2 has four parameters. The BH samples have two clusters: Cluster 1 contains three parameters and Cluster 2 has eight parameters. The TW dendrogram also shows two clusters: Cluster 1 contains six parameters while Cluster 2 has five parameters.

Original languageEnglish
Pages (from-to)297-306
Number of pages10
JournalProceedings of the Estonian Academy of Sciences
Volume70
Issue number3
DOIs
Publication statusPublished - 2021

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 6 - Clean Water and Sanitation
    SDG 6 Clean Water and Sanitation

Keywords

  • Clusters analysis
  • Correlations
  • Groundwater
  • Heavy metals

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