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Source apportionment, chemometric pattern recognition and health risk assessment of groundwater from southwestern Punjab, India

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Abstract

The groundwater quality of southwestern Punjab, India, is a serious cause of concern due to the presence of chemical contaminants in it. However, limited studies of groundwater quality, sources of chemical contaminants and their health risks are available for the region. Hence, this study was conducted to investigate the source, distribution and potential health risk assessment of groundwater quality in three districts of southwestern Punjab, India. The spatial distribution of groundwater chemical contaminants and their potential health risks have been illustrated using inverse distance weighting interpolation technique. The concentration of fluoride (F−; ranged from 0.08 to 4.79 mg L−1) exceeded the WHO limit (1.5 µg L−1) in 80 and 50% samples collected from Bathinda and Ludhiana districts, respectively. The uranium (U) concentration ranged from 0.5 to 432 µg L−1 and shows ~ 85%, 75% and 10% of samples collected from Bathinda, Barnala and Ludhiana districts exceeded the WHO drinking water limit (30 µg L−1), respectively. The groundwater quality of the Bathinda district is a matter of concern due to elevated levels of alkalinity, hardness, fluoride, uranium and nitrate (NO3−). The principal component analysis shows close association between F− and U, which indicates their geogenic origin. Further, they also seem to be subordinately influenced by diffuse anthropogenic activities. The clustering of Cu and Pb with NO3− and SO42− indicates their anthropogenic origin. The non-carcinogenic health risk assessment indicates that F−, NO3− and U are the major health risk pollutants in the study area. The carcinogenic health risk of As and Cr exceeded the USEPA limits (10−6) in the entire study area, but observed to be more serious for the district Bathinda (10−3–10−5). The spatial distribution maps illustrate that the health risk for Bathinda district inhabitants is higher than Barnala and Ludhiana districts.

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References

  • Abdul-Wahab, S. A., Bakheit, C. S., & Al-Alawi, S. M. (2005). Principal component and multiple regression analysis in modelling of ground-level ozone and factors affecting its concentrations. Environmental Modelling and Software, 20(10), 1263–1271.

    Google Scholar 

  • Ahada, C. P., & Suthar, S. (2017). Assessment of human health risk associated with high groundwater fluoride intake in southern districts of Punjab, India. Exposure and Health, 11, 267–275.

    Google Scholar 

  • Ahada, C. P., & Suthar, S. (2018). Assessing groundwater hydrochemistry of Malwa Punjab India. Arabian Journal of Geosciences, 11(2), 17.

    Google Scholar 

  • Ahmed, F., Fakhruddin, A. N. M., Imam, M. T., Khan, N., Khan, T. A., Rahman, M. M., et al. (2016). Spatial distribution and source identification of heavy metal pollution in roadside surface soil: a study of Dhaka Aricha highway Bangladesh. Ecological processes, 5(1), 2.

    Google Scholar 

  • Alrakabi, M., Singh, G., Bhalla, A., Kumar, S., Kumar, S., Srivastava, A., et al. (2012). Study of uranium contamination of ground water in Punjab state in India using X-ray fluorescence technique. Journal of Radioanalytical and Nuclear Chemistry, 294(2), 221–227.

    CAS  Google Scholar 

  • Anim-Gyampo, M., Anornu, G. K., Appiah-Adjei, E. K., & Agodzo, S. K. (2019). Quality and health risk assessment of shallow groundwater aquifers within the Atankwidi basin of Ghana. Groundwater for Sustainable Development, 9, 100217.

    Google Scholar 

  • APHA. (2012). Standard methods for the examination of water and waste (Vol. 22, pp. 4–72). Washington, DC: American Public Health Association.

    Google Scholar 

  • Aravinthasamy, P., Karunanidhi, D., Subramani, T., Anand, B., Roy, P. D., & Srinivasamoorthy, K. (2019a). Fluoride contamination in groundwater of the Shanmuganadhi River basin (south India) and its association with other chemical constituents using geographical information system and multivariate statistics. Geochemistry. https://doi.org/10.1016/j.chemer.2019.125555.

    Article  Google Scholar 

  • Aravinthasamy, P., Karunanidhi, D., Subramani, T., Srinivasamoorthy, K., & Anand, B. (2019b). Geochemical evaluation of fluoride contamination in groundwater from Shanmuganadhi River basin, South India: Implication on human health. Environmental Geochemistry and Health. https://doi.org/10.1007/s10653-019-00452-x.

    Article  Google Scholar 

  • Atafar, Z., Mesdaghinia, A., Nouri, J., Homaee, M., Yunesian, M., Ahmadimoghaddam, M., et al. (2010). Effect of fertilizer application on soil heavy metal concentration. Environmental Monitoring and Assessment, 160(1–4), 83.

    CAS  Google Scholar 

  • Bajwa, B. S., Kumar, S., Singh, S., Sahoo, S. K., & Tripathi, R. M. (2017). Uranium and other inorganic toxic elements distribution in the drinking water samples of SW-Punjab, India. Journal of Radiation Research and Applied Sciences, 10(1), 13–19.

    CAS  Google Scholar 

  • Barbier, O., Arreola-Mendoza, L., & Del Razo, L. M. (2010). Molecular mechanisms of fluoride toxicity. Chemico-Biological Interactions, 188(2), 319–333.

    CAS  Google Scholar 

  • BIS. (2012). Indian standards specifications for drinking water. IS: 10500. Bureau of Indian Standards, New Delhi.

  • Blaurock-Busch, E., Busch, Y. M., Friedle, A., Buerner, H., Parkash, C., & Kaur, A. (2014). Comparing the metal concentration in the hair of cancer patients and healthy people living in the Malwa region of Punjab India. Clinical Medicine Insights: Oncology, 8, CMO-S13410.

    Google Scholar 

  • Blaurock-Busch, E., Friedle, A., Godfrey, M., Schulte-Uebbing, C. E., & Smit, C. (2010). Metal exposure in the children of Punjab India. Clinical Medicine Insights: Therapeutics, 2, CMT-S5154.

    Google Scholar 

  • Boyacioglu, H., & Boyacioglu, H. (2007). Surface water quality assessment by environmetric methods. Environmental Monitoring and Assessment, 131(1–3), 371–376.

    CAS  Google Scholar 

  • Bryan, N. S., Alexander, D. D., Coughlin, J. R., Milkowski, A. L., & Boffetta, P. (2012). Ingested nitrate and nitrite and stomach cancer risk: an updated review. Food and Chemical Toxicology, 50(10), 3646–3665.

    CAS  Google Scholar 

  • CGWB (Central Ground Water Board) (2014). Concept note on geogenic contamination of groundwater in India, 2014. Retrieved October 15, 2019 from http://cgwb.gov.in/WQ/Geogenic%20Final.pdf.

  • CGWB (Central Ground Water Board). (2017a). Report on aquifer mapping and management plan Bathinda District, Punjab. Retrieved October 15, 2019 from http://cgwb.gov.in/AQM/NAQUIM_REPORT/Punjab/Bhatinda.pdf.

  • CGWB (Central Ground Water Board). (2017b). Report on aquifer mapping and management plan Barnala District, Punjab. Retrieved October 30, 2019 from http://cgwb.gov.in/AQM/NAQUIM_REPORT/Punjab/Barnala.pdf.

  • CGWB (Central Ground Water Board). (2017c). Report on aquifer mapping and management plan Ludhiana District, Punjab. Retrieved November 7, 2019 from http://cgwb.gov.in/AQM/NAQUIM_REPORT/Punjab/Ludhiayana.pdf.

  • Chakraborti, D., Das, B., & Murrill, M. T. (2011). Examining India’s groundwater quality management. Environment Science and Technology, 45, 27–33.

    CAS  Google Scholar 

  • CPCB (Central Pollution Control Board). (2001). Status of groundwater quality in India-part–1. Retrieved June 10, 2018 from https://www.cpcb.nic.in/openpdffile.php?id=UmVwb3J0RmlsZXMvTmV3SXRlbV80N19mb3Jld29yZC5wZGY.

  • DHFW (Department of Health and Family Welfare). (2012). Retrieved January 20, 2018 from http://pbhealth.gov.in/cancerawareness/Outcome.pdf.

  • Dhillon, K. S., & Dhillon, S. K. (2016). Selenium in groundwater and its contribution towards daily dietary Se intake under different hydrogeological zones of Punjab, India. Journal of Hydrology, 533, 615–626.

    CAS  Google Scholar 

  • Duraisamy, S., Govindhaswamy, V., Duraisamy, K., Krishinaraj, S., Balasubramanian, A., & Thirumalaisamy, S. (2019). Hydrogeochemical characterization and evaluation of groundwater quality in Kangayam taluk, Tirupur district, Tamil Nadu, India, using GIS techniques. Environmental Geochemistry and Health, 41(2), 851–873.

    CAS  Google Scholar 

  • FAO (Food and Agriculture organization of United Nations). (2016). Aquastate website Retrieved July 10, 2019.

  • Farooqi, A., Masuda, H., Siddiqui, R., & Naseem, M. (2009). Sources of arsenic and fluoride in highly contaminated soils causing groundwater contamination in Punjab, Pakistan. Archives of Environmental Contamination and Toxicology, 56(4), 693–706.

    CAS  Google Scholar 

  • Field, A. (2009). Discovering statistics using SPSS. Thousand Oaks: Sage publications.

    Google Scholar 

  • Fordyce, F. M. (2013). Selenium deficiency and toxicity in the environment. In Essentials of medical geology (pp. 375–416). Springer, Dordrecht.

  • Garg, B. (2012). BARC: Uranium cause of Malwa water contamination. The Tribune, Chandigarh, India—Main News February 19, 2012. Retrieved October 30, 2019 from http://www.tribuneindia.com/2012/20120219/main6.htm.

  • Gibbs, R. J. (1970). Mechanisms controlling world water chemistry. Science, 170, 795–840.

    Google Scholar 

  • Gupta, D. K., Chatterjee, S., Datta, S., Veer, V., & Walther, C. (2014). Role of phosphate fertilizers in heavy metal uptake and detoxification of toxic metals. Chemosphere, 108, 134–144.

    CAS  Google Scholar 

  • Halder, A. (2007). Premature greying of hairs, premature ageing and predisposition to cancer in Jajjal, Punjab: a preliminary observation. Journal of Clinical and Diagnostic Research, 6, 577–580.

    Google Scholar 

  • Hundal, H. S., & Khurana, M. P. (2013). An appraisal of groundwater quality for drinking and irrigation purposes in southern part of Bathinda district of Punjab, northwest India. Environmental Earth Sciences, 70(4), 1841–1851.

    Google Scholar 

  • Hundal, H. S., Kumar, R., Singh, K., & Singh, D. (2007). Occurrence and geochemistry of arsenic in groundwater of Punjab, Northwest India. Communications in Soil Science and Plant Analysis, 38(17–18), 2257–2277.

    CAS  Google Scholar 

  • I. S. (2003). Methods of sampling and test (physical and chemical) for water and wastewater. IS: 3025 (Part 24) -1985-Reaffirmed 2003, Bureau of Indian Standards, New Delhi.

  • IARC (International Agency for Research on Cancer). (2013). Agents classified by the IARC monographs, volumes 1–108. Retrieved June 5, 2019 from http://monographs.iarc.fr/ENG/Classification/index.php.

  • Jurgens, B. C., Fram, M. S., Belitz, K., Burow, K. R., & Landon, M. K. (2010). Effects of groundwater development on uranium: Central Valley, California, USA. Groundwater, 48(6), 913–928.

    CAS  Google Scholar 

  • Karunanidhi, D., Aravinthasamy, P., Subramani, T., Roy, P. D. & Srinivasamoorthy, K. (2019a). Risk of fluoride-rich groundwater on human health: Remediation through managed aquifer recharge in a hard rock terrain, South India. Natural Resources Research. https://doi.org/10.1007/s11053-019-09592-4.

    Article  Google Scholar 

  • Karunanidhi, D., Aravinthasamy, P., Subramani, T., Wu, J., & Srinivasamoorthy, K. (2019b). Potential health risk assessment for fluoride and nitrate contamination in hard rock aquifers of Shanmuganadhi River basin, South India. Human and Ecological Risk Assessment: An International Journal, 25, 1–21.

    Google Scholar 

  • Karunanidhi, D., Vennila, G., Suresh, M., & Subramanian, S. K. (2013). Evaluation of the groundwater quality feasibility zones for irrigational purposes through GIS in Omalur Taluk, Salem District, South India. Environmental Science and Pollution Research, 20(10), 7320–7333.

    CAS  Google Scholar 

  • Kaur, I., Ashok, K., Gurinder, M. H. & Jasmin, K (2017a). Evolution of serum uric acid level in cases of acute ischemic stroke. MAPICON Bathinda. Retrieved June 10, 2019 from http://apimalwa.com/Mapicon2017/ABSTRACT%20BOOK%202016%20(BW).pdf.

  • Kaur, T., Bhardwaj, R., & Arora, S. (2017b). Assessment of groundwater quality for drinking and irrigation purposes using hydrochemical studies in Malwa region, southwestern part of Punjab India. Applied Water Science, 7(6), 3301–3316.

    CAS  Google Scholar 

  • Kaur, G., Kumar, R., Mittal, S., Sahoo, P. K., & Vaid, U. (2019). Ground/drinking water contaminants and cancer incidence: A case study of rural areas of South West Punjab, India. Human and Ecological Risk Assessment: An International Journal. https://doi.org/10.1080/10807039.2019.1705145.

    Article  Google Scholar 

  • Kaur, S., & Mehra, R. (2019). Toxicological risk assessment of protracted ingestion of uranium in groundwater. Environmental Geochemistry and Health, 41(2), 681–698.

    CAS  Google Scholar 

  • Kochhar, N., Dadwal, V., Rishi, M., Sharma, N. K., & Balaram, V. (2012). Evaluation of Chemical Quality of Groundwater in parts of Sirsa (Harayana), Mansa, Bhatinda and Muktsar Districts, SW Punjab with emphasis on Uranium in relation to human health. Proceedings of IGWC-2012 on the Assessment and Management of Groundwater Resources in Hard Rock Systems with Special Reference to Basaltic Terrain, (pp. 611–626).

  • Kochhar, N., Gill, G. S., Tuli, N., Dadwal, V., & Balaram, V. (2007). Chemical quality of ground water in relation to incidence of cancer in parts of SW Punjab, India. Asian Journal of Water, Environment and Pollution, 4(2), 107–112.

    CAS  Google Scholar 

  • Kumar, R., Kumar, R., Mittal, S., Arora, M., & Babu, J. N. (2016). Role of soil physicochemical characteristics on the present state of arsenic and its adsorption in alluvial soils of two agri-intensive region of Bathinda, Punjab India. Journal of Soils and Sediments, 16(2), 605–620.

    CAS  Google Scholar 

  • Kumar, A., Rout, S., Narayanan, U., Mishra, M. K., Tripathi, R. M., Singh, J., et al. (2011). Geochemical modelling of uranium speciation in the subsurface aquatic environment of Punjab State in India. Journal of Geology and Mining Research, 3(5), 137–146.

    Google Scholar 

  • Kumar, A., & Singh, C. K. (2015). Characterization of hydrogeochemical processes and fluoride enrichment in groundwater of south-western Punjab. Water Quality, Exposure and Health, 7(3), 373–387.

    CAS  Google Scholar 

  • Kumar, R., Vaid, U., & Mittal, S. (2018). Water crisis: issues and challenges in Punjab. In Water Resources Management (pp. 93–103). Springer, Singapore.

  • Ma, X., Zuo, H., Tian, M., Zhang, L., Meng, J., Zhou, X., et al. (2016). Assessment of heavy metals contamination in sediments from three adjacent regions of the Yellow River using metal chemical fractions and multivariate analysis techniques. Chemosphere, 144, 264–272.

    CAS  Google Scholar 

  • Mittal, S., Kaur, G., & Vishwakarma, G. S. (2014). Effects of environmental pesticides on the health of rural communities in the Malwa Region of Punjab, India: A review. Human and Ecological Risk Assessment: An International Journal, 20, 366–387.

    CAS  Google Scholar 

  • Nolan, J., & Weber, K. A. (2015). Natural uranium contamination in major US aquifers linked to nitrate. Environmental Science & Technology Letters, 2(8), 215–220.

    CAS  Google Scholar 

  • Ozsvath, D. L. (2009). Fluoride and environmental health: A review. Reviews in Environmental Science and Bio/Technology, 8(1), 59–79.

    CAS  Google Scholar 

  • Pieszko, C., & Sajdak, M. (2013). Chemometric Analysis of Heavy Metals Coexistence in Different Plant Matrices in The Upper Silesian Industrial District/Analiza Chemometryczna Metali Ciężkich Pochodzących Z Różnych Matryc Roślinnych Z Terenów Górnośląskiego Okręgu Przemysłowego. Ecological Chemistry and Engineering S, 20(1), 79–91.

    CAS  Google Scholar 

  • Ramteke, L. P., Sahayam, A. C., Ghosh, A., Rambabu, U., Reddy, M. R. P., Popat, K. M., et al. (2018). Study of fluoride content in some commercial phosphate fertilizers. Journal of Fluorine Chemistry, 210, 149–155.

    CAS  Google Scholar 

  • Rapant, S., & Krcmova, K. (2007). Health risk assessment maps for arsenic groundwater content: application of national geochemical databases. Environmental Geochemistry and Health, 29(2), 131–141.

    CAS  Google Scholar 

  • Rathore, D. P. S. (2013). Interpretation and evaluation of the variations in the uranium, major cations and anions content of hydrogeochemical samples with reference to the time interval between sampling and analysis. Exploration and Research for Atomic Minerals, 23, 207–215.

    CAS  Google Scholar 

  • Refsnes, M., Becher, R., Låg, M., Skuland, T., & Schwarze, P. E. (1999). Fluoride-induced interleukin-6 and interleukin-8 synthesis in human epithelial lung cells. Human and Experimental Toxicology, 18(11), 645–652.

    CAS  Google Scholar 

  • Rodier, J., Bazin, C., Broutin, J. P., Chambon, P., Champsaur, H., & Rodi, L. (1996). L’analyse de I’eau: eauxnaturelles, eauxresiduaires, eaux de mer (8th ed., pp. 1–383). Paris: Dunod.

    Google Scholar 

  • Sahoo, P. K., Dall’Agnol, R., Salomão, G. N., Junior, J. S. F., Silva, M. S., Souza Filho, P. W. M., et al. (2019). High resolution hydrogeochemical survey and estimation of baseline concentrations of trace elements in surface water of the Itacaiúnas River Basin, Southeastern Amazonia. Journal of Geochemical Exploration, 205, 106321. https://doi.org/10.1016/j.gexplo.2019.06.003.

    Article  CAS  Google Scholar 

  • Sahoo, P. K., Tripathy, S., Equeenuddin, Sk, & Panigrahi, M. K. (2012). Geochemical characteristics of coal mine discharge vis-à-vis behavior of rare earth elements at Jaintia hill Coalfield, Northeastern India. Journal of Geochemical Exploration, 112, 235–243.

    CAS  Google Scholar 

  • Sahoo, P. K., Zhu, W., Kim, S. H., Jung, M. C., & Kim, K. (2013). Relations of arsenic concentrations among groundwater, soil, and paddy from an alluvial plain of Korea. Geoscience Journal, 17, 363–370.

    CAS  Google Scholar 

  • Saini, K., Singh, P., & Bajwa, B. S. (2016). Comparative statistical analysis of carcinogenic and non-carcinogenic effects of uranium in groundwater samples from different regions of Punjab, India. Applied Radiation and Isotopes, 118, 196–202.

    CAS  Google Scholar 

  • Sajdak, M., & Pieszko, C. (2013). Selection of mineralised methods to analyse different types of matrices. Applying the Box-Cox transformation to chemometrics study the coexistence of heavy metals in natural samples. Open Chemistry, 11(4), 610–618.

    CAS  Google Scholar 

  • Saxena, V., & Ahmed, S. (2001). Dissolution of fluoride in groundwater: A water-rock interaction study. Environmental Geology, 40(9), 1084–1087.

    CAS  Google Scholar 

  • Sharma, S., Kumar, R., Sahoo, P. K., & Mittal, S. (2020). Geochemical relationship and translocation mechanism of arsenic in rice plants: A case study from health prone south west Punjab, India. Groundwater for Sustainable Development, 10, 100333. https://doi.org/10.1016/j.gsd.2020.100333.

    Article  Google Scholar 

  • Sharma, C., Mahajan, A., & Garg, U. K. (2013). Assessment of arsenic in drinking water samples in south-western districts of Punjab—India. Desalination and Water Treatment, 51(28–30), 5701–5709.

    CAS  Google Scholar 

  • Sharma, C., Mahajan, A., & Kumar Garg, U. (2016). Fluoride and nitrate in groundwater of south-western Punjab, India—occurrence, distribution and statistical analysis. Desalination and Water Treatment, 57(9), 3928–3939.

    CAS  Google Scholar 

  • Sharma, N., & Singh, J. (2016). Radiological and chemical risk assessment due to high uranium contents observed in the ground waters of Mansa District (Malwa region) of Punjab state, India: An area of high cancer incidence. Exposure and Health, 8(4), 513–525.

    CAS  Google Scholar 

  • Sharma, T., Sharma, A., Kaur, I., Mahajan, R. K., Litoria, P. K., Sahoo, S. K., et al. (2019). Uranium distribution in groundwater and assessment of age dependent radiation dose in Amritsar, Gurdaspur and Pathankot districts of Punjab, India. Chemosphere, 219, 607–616.

    CAS  Google Scholar 

  • Shrivastava, B. K. (2015). Elevated uranium and toxic elements concentration in groundwater in Punjab state of India: extent of the problem and risk due to consumption of unsafe drinking water. Water Quality, Exposure and Health, 7, 407–421.

    CAS  Google Scholar 

  • Singh, B., Garg, V. K., Yadav, P., Kishore, N., & Pulhani, V. (2014). Uranium in groundwater from western Haryana, India. Journal of Radioanalytical and Nuclear Chemistry, 301(2), 427–433.

    CAS  Google Scholar 

  • Singh, R., Gautam, N., Mishra, A., & Gupta, R. (2011a). Trace element and living systems: An overview. Indian Journal of Pharmacology, 43(3), 246.

    CAS  Google Scholar 

  • Singh, K. P., Kishore, N., Tuli, N., Loyal, R. S., Kaur, M., & Taak, J. K. (2018). Uranium Contamination of Groundwater in Southwest Parts of Punjab State, India, with Special Reference to Role of Basement Granite. In Clean and Sustainable Groundwater in India (pp. 95–106). Springer, Singapore.

  • Singh, L., Kumar, R., Kumar, S., Bajwa, B., & Singh, S. (2013). Health risk assessments due to uranium contamination of drinking water in Bathinda region Punjab state, India. Radioprotection, 48, 191–202.

    CAS  Google Scholar 

  • Singh, C. K., Shashtri, S., & Mukherjee, S. (2011b). Integrating multivariate statistical analysis with GIS for geochemical assessment of groundwater quality in Shiwaliks of Punjab India. Environmental Earth Sciences, 62(7), 1387–1405.

    CAS  Google Scholar 

  • Sparks, T. (Ed.). (2000). Statistics in ecotoxicology (p. 320). Chichester: Wiley.

    Google Scholar 

  • Subramanian, V., & Saxena, K. (1983). Hydrogeology of ground water in Delhi region of India, Relation of water quality and quantity. Proceedings of the Hamburg symposium, IAHS publication no 146.

  • USEPA. (2011). Exposure factors handbook 2011 edition (Final). Retrieved November 10, 2019 from http://cfpub.epa.gov/ncea/risk/recordisplay.cfm?deid=236252.

  • USEPA (Environmental Protection Agency). (2005). Human health risk assessment protocol for hazardous waste combustion facilities. EPA530-R-05-006. US Environmental Protection Agency, Washington, DC.

  • Vaid, U., Mittal, S., & Babu, J. N. (2014). Removal of hexavalent chromium from aqueous solution using biomass derived fly ash from Waste-to-Energy power plant. Desalination and Water Treatment, 52(40–42), 7845–7855.

    CAS  Google Scholar 

  • Varol, M. (2011). Assessment of inorganic metal contamination in sediments of the Tigris River (Turkey) using pollution indices and multivariate statistical techniques. Journal of Hazardous Materials, 195, 355–364.

    CAS  Google Scholar 

  • Weyer, P. J., Cerhan, J. R., Kross, B. C., Hallberg, G. R., Kantamneni, J., Breuer, G., et al. (2001). Municipal drinking water nitrate level and cancer risk in older women: the Iowa Women’s Health Study. Epidemiology, 12(3), 327–338.

    CAS  Google Scholar 

  • WHO. (2011). Guidelines for Drinking Water Quality (4th ed., Vol. 1). Switzerland: World Health Organization Geneva.

    Google Scholar 

  • Wongsasuluk, P., Chotpantarat, S., Siriwong, W., & Robson, M. (2014). Inorganic metal contamination and human health risk assessment in drinking water from shallow groundwater wells in an agricultural area in Ubon Ratchathani province, Thailand. Environmental Geochemistry and Health, 36, 169–182.

    CAS  Google Scholar 

  • World Bank Report, (2018). Towards managing rural drinking water quality in the State of Punjab, India. Retrieved November 10, 2019 from http://www.pbdwss.gov.in/dwss/circulars/WQ_strategy_mitigation.pdf.

  • Xing, L., Guo, H., & Zhan, Y. (2013). Groundwater hydrochemical characteristics and processes along flow paths in the North China Plain. Journal of Asian Earth Sciences, 70, 250–264.

    Google Scholar 

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Acknowledgements

The authors are thankful to the Board of Research in Nuclear Science (BRNS), Department of Atomic Energy (DAE-BRNS) for providing financial assistance. We acknowledge the Central Instrumentation Facility, Central University of Punjab, Bathinda, for providing necessary instrument facility. Authors would like to express special thank to Dr. Jitendra Patnaik, Department of Geology, Central University of Punjab for geographical and geology related work in this manuscript. Authors are extremely thankful to Prof. V. K. Garg, Central University of Punjab, Bathinda, for providing technical and scientific inputs. We are also extremely thankful to localities for their cooperation in sampling work.

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  1. Department of Environmental Sciences and Technology, Central University of Punjab, Mansa Road, Bathinda, Punjab, 151 001, India

    Ravishankar Kumar, Sunil Mittal & Prafulla Kumar Sahoo

  2. Instituto Tecnológico Vale, Rua Boaventura da Silva 955, Nazare, Belém, PA, 66055-090, Brazil

    Prafulla Kumar Sahoo

  3. Health Physics Division, Bhabha Atomic Research Centre, Mumbai, India

    Sunil Kumar Sahoo

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Kumar, R., Mittal, S., Sahoo, P.K. et al. Source apportionment, chemometric pattern recognition and health risk assessment of groundwater from southwestern Punjab, India. Environ Geochem Health 43, 733–755 (2021). https://doi.org/10.1007/s10653-020-00518-1

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