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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Water</journal-id>
<journal-title>Frontiers in Water</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Water</abbrev-journal-title>
<issn pub-type="epub">2624-9375</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frwa.2022.1097396</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Water</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Hydrogeochemical characterization of groundwater in a coastal area, central western Senegal</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Ndoye</surname> <given-names>Seyni</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2085104/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Diedhiou</surname> <given-names>Mathias</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Celle</surname> <given-names>Helene</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Faye</surname> <given-names>Serigne</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2152469/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Baalousha</surname> <given-names>Mohammed</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/917837/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Le Coustumer</surname> <given-names>Philippe</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1692665/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>D&#x000E9;partement de G&#x000E9;nie Civil, Ecole Sup&#x000E9;rieure Polytechnique, Universit&#x000E9; Cheikh Anta DIOP de Dakar</institution>, <addr-line>Dakar Fann</addr-line>, <country>S&#x000E9;n&#x000E9;gal</country></aff>
<aff id="aff2"><sup>2</sup><institution>D&#x000E9;partement de G&#x000E9;ologie, Facult&#x000E9; des Sciences et Techniques, Universit&#x000E9; Cheikh Anta Diop</institution>, <addr-line>Dakar Fann</addr-line>, <country>S&#x000E9;n&#x000E9;gal</country></aff>
<aff id="aff3"><sup>3</sup><institution>Universit&#x000E9; de Bourgogne Franche-Comt&#x000E9;, UFR Sciences et Techniques CNRS, UMR 6249 Chrono-Environnement</institution>, <addr-line>Besan&#x000E7;on Cedex</addr-line>, <country>France</country></aff>
<aff id="aff4"><sup>4</sup><institution>Center for Environmental Nanoscience and Risk, Department of Environmental Health Sciences, Arnold School of Public Health, University of South Carolina</institution>, <addr-line>Columbia, SC</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>Universit&#x000E9; de Bordeaux, B.18 av Facult&#x000E9;s</institution>, <addr-line>Talence</addr-line>, <country>France</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Gopal Krishan, National Institute of Hydrology (Roorkee), India</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Guanxing Huang, Institute of Hydrogeology and Environmental Geology, Chinese Academy of Geological Sciences, China; Saranga Diyabalanage, University of Sri Jayewardenepura, Sri Lanka</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Philippe Le Coustumer &#x02709; <email>seyni.ndoye&#x00040;ucad.edu.sn</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Environmental Water Quality, a section of the journal Frontiers in Water</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>4</volume>
<elocation-id>1097396</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Ndoye, Diedhiou, Celle, Faye, Baalousha and Le Coustumer.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Ndoye, Diedhiou, Celle, Faye, Baalousha and Le Coustumer</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>One of the most serious problems affecting coastal aquifers is seawater intrusion. Senegal is currently facing an increased demand for freshwater resources due to population growth and economic development in coastal areas. In areas affected by saltwater contamination, chloride concentrations as high as 8880 mg/L were measured in groundwater samples taken from wells near the coastal zone, indicating deterioration in water quality. Our study aims to identify the zones of degradation of the water quality by determining the chemical composition of groundwater and the geochemical processes controlling the chemical patterns. Hydrogeochemical (Piper and Chadha diagrams, chloroalkaline indices, normalized bivariate plots) and multivariate statistical (Hierarchical cluster analyses) techniques were used. Forty-two groundwater samples were collected and analyzed for concentrations of major and some minor ions, electrical conductivity (EC), total dissolved solids (TDS), temperature, and pH. From samples we were able to establish a diagnosis of the very heterogeneous quality of the groundwater in this area. The average pH of the groundwater is 7.6 and about 80% of the groundwater samples have a TDS below 1000 mg/L. On the other hand, the EC values are very heterogeneous with very high conductivities in coastal areas. Approximately, 80% of the groundwater samples have a TDS less than 1000 mg/L and EC values are very heterogeneous. The dominant water types in the study area are Na-Cl water type (less than 10% of the samples) characteristic of the spatial evolution of groundwater salinization from west to east, mixed Ca-Mg-Cl due to fresh water/salt water contact and Ca-Mg-HCO<sub>3</sub> water-type (nearly 56% of the samples) to the east. A hydrogeochemical zonation of the aquifer, based on the presence of different water families allows us to visualize the highly degraded (west), mixed (center) and healthy (east) zones. Chloroalkaline indices and normalized bivariate plots show that the chemistry of groundwater is controlled mainly by water-rock interaction and evaporation processes. As water-rock interaction processes, dissolution of carbonate and evaporite, weathering of silicate, ions exchange regulates major ion chemistry.</p>
</abstract>
<kwd-group>
<kwd>groundwater</kwd>
<kwd>geochemistry</kwd>
<kwd>hydrochemical processes</kwd>
<kwd>coastal aquifer</kwd>
<kwd>Senegal</kwd>
</kwd-group>
<counts>
<fig-count count="9"/>
<table-count count="2"/>
<equation-count count="2"/>
<ref-count count="77"/>
<page-count count="15"/>
<word-count count="7927"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>The Sahel region is facing several years of persistent drought (Leroux, <xref ref-type="bibr" rid="B34">1995</xref>; Gaye and Sylla, <xref ref-type="bibr" rid="B23">2018</xref>). Such a drought limits the recharge of groundwater. Currently, several countries are experiencing a decline in the quantity and quality of coastal groundwater resources because of a combination of natural constraints (saline intrusion and climate change) and anthropological activities (overexploitation of water resources and increases in diffuse source pollution) (Yousfi et al., <xref ref-type="bibr" rid="B76">2002</xref>; Gain et al., <xref ref-type="bibr" rid="B22">2012</xref>; Hussain et al., <xref ref-type="bibr" rid="B30">2019</xref>; Razack et al., <xref ref-type="bibr" rid="B51">2019</xref>; Afsari et al., <xref ref-type="bibr" rid="B3">2022</xref>; Wang et al., <xref ref-type="bibr" rid="B70">2022</xref>; Wu et al., <xref ref-type="bibr" rid="B73">2022</xref>). In Senegal, apart from regions with permanent surface water courses, the population&#x00027;s drinking water supply relies largely on the exploitation of groundwater. In the Mbour-Joal area located in the center-west of the country, access to water is based solely on the exploitation of groundwater collected from wells and boreholes. The reservoirs are poorly studied from a hydrogeological point of view (ARLAB, <xref ref-type="bibr" rid="B5">1982</xref>; Sarr, <xref ref-type="bibr" rid="B55">1982</xref>; Travi, <xref ref-type="bibr" rid="B66">1988</xref>). In parallel, this coastal area is facing a significant increase in population (ANSD, <xref ref-type="bibr" rid="B4">2013</xref>) due to economic opportunities (tourism as mentioned by Dehoorne and Diagne, <xref ref-type="bibr" rid="B16">2008</xref>), fishing, and a pristine environment. The aquifer is therefore heavily used to meet the ever-increasing demand for drinking water and others uses. Thereby, the overexploitation of water resources leads to seawater intrusion that compromises groundwater quality. The region is characterized also by a low-lying estuary system, tidal wetlands, and denuded saline soils in the east and south. Thus, seawater has entered the hydrologic system and has been concentrated through evaporation processes to create saline surface water. Earlier studies predicted a massive saltwater intrusion after 26 years due to a rapid and excessive drop in groundwater levels (ARLAB, <xref ref-type="bibr" rid="B5">1982</xref>). Travi et al. (<xref ref-type="bibr" rid="B67">1983</xref>) showed that the saltwater intrusion started in the west toward Ngazobil and Mbodiene (Mudry and Travi, <xref ref-type="bibr" rid="B44">1995</xref>). Today, residents of the western area reported that many previously used wells have been abandoned, and newer ones are becoming brackish. This area was therefore chosen for our study. Evaluating the groundwater quality in this area, understanding the origin and the extent of saline groundwater distribution in the aquifer, and understanding the mechanism and interactions between surface water and groundwater are essential to solving water quality deterioration. Based on the hydrochemistry approach, we determine the chemical composition of groundwater (Freeze and Cherry, <xref ref-type="bibr" rid="B20">1979</xref>; Faye et al., <xref ref-type="bibr" rid="B18">2003</xref>; Chucuya et al., <xref ref-type="bibr" rid="B13">2022</xref>; Li et al., <xref ref-type="bibr" rid="B35">2022</xref>; Ren et al., <xref ref-type="bibr" rid="B52">2022</xref>; Su et al., <xref ref-type="bibr" rid="B61">2022</xref>; Yao et al., <xref ref-type="bibr" rid="B74">2022</xref>). This study aims to (1) describe the chemical composition of groundwater and the geochemical processes controlling the chemical patterns and (2) describe the extent of saline groundwater in the region studied.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and methods</title>
<sec>
<title>The study area</title>
<p>The study area is located in the middle-west of Senegal between longitudes 16&#x000B0;38&#x02032; to 17&#x000B0;00&#x02032; W and latitudes 14&#x000B0;09&#x02032; to 14&#x000B0;26&#x02032;N with an estimated total area of about 880 km<sup>2</sup> (<xref ref-type="fig" rid="F1">Figure 1</xref>). Annual average precipitation and evaporation in the study area are &#x0007E;600 and 1,600 mm, respectively. The climate is of tropical type, characterized by two climatic seasons, namely, a rainy season from June to October and a dry season from November to May. The annual temperature ranges from 20&#x000B0;C in December to 40&#x000B0;C in May, and the relative humidity ranges from 60 to 96%. The topography inclines from the northwest to the southeast, and the surface elevation varies from 0 m in the estuary system to more than 20 m above mean sea level inland (<xref ref-type="fig" rid="F1">Figure 1</xref>). The savannah covers almost the entire region with the exception of the littoral and estuarine zones where a particular halophyte vegetation develops. Several soils exist in the study area (Maignien, <xref ref-type="bibr" rid="B39">1965</xref>; Sarr, <xref ref-type="bibr" rid="B55">1982</xref>): the black to gray-black clays cover depressions; dune sands, locally called &#x0201C;Joor,&#x0201D; extend well to the east, south, and extremity northwestern of the region; the saline soils, locally named &#x0201C;tanne&#x0201D;; and the black or black-gray salted soils saturated around the tributaries of the Saloum estuary.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Location of the study area and sampled Wells (small frame corresponds to Senegal map).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0001.tif"/>
</fig>
<p>The lithological sections (Sarr, <xref ref-type="bibr" rid="B56">1999</xref>) show, at very variable levels, detrital soils with a predominance of clay and sand that constitute the layers of the Continental Terminal (Mio-Pliocene) and the Quaternary (<xref ref-type="fig" rid="F2">Figure 2</xref>). The Eocene is generally characterized by marly or clayey facies enriched in limestone in the upper part (Tessier, <xref ref-type="bibr" rid="B64">1954</xref>; Flicoteaux and et Lappartient, <xref ref-type="bibr" rid="B19">1972</xref>). The base of Eocene consists of clayey limestone, marls and clays with quartz, flint, and phosphate (Sarr, <xref ref-type="bibr" rid="B55">1982</xref>; Saint-Marc and Sarr, <xref ref-type="bibr" rid="B54">1984</xref>). The Paleocene that outcrops around the town of Mbour sinks east and south-east under the Eocene formations. Paleocene is characterized by a rather great homogeneity of the calcareous and marly limestone facies, often shells (Monciardini, <xref ref-type="bibr" rid="B42">1966</xref>). These shell limestones, slightly marly, karstified, or fissured, often sandstone, occupy the middle and upper horizon of the Paleocene. In the whole region, the base of the Paleocene is constituted by hard limestones and gray marly limestones, which can be sandstone (Tessier, <xref ref-type="bibr" rid="B64">1954</xref>; Sarr, <xref ref-type="bibr" rid="B56">1999</xref>). Beneath this formation lies the clays and sands of the Maastrichtian. Various shallow and deep aquifer systems are exploited in the study area. The Mio-Pliocene and Quaternary aquifer constituted by the clayey sands represents the marly limestone aquifer of the Upper Ypresian, the superficial system. In some areas (<xref ref-type="fig" rid="F1">Figure 1</xref>: Ngueniene and Thiadiaye logs), the Eocene and Miocene-Quaternary layers form a single aquifer. In the Mio-Plio Quaternary aquifer, hydraulic conductivity is variable with mean values of 1.5 &#x000D7; 10<sup>&#x02212;4</sup> m/s and effective porosity of 20% (Geohydraulique OMS, <xref ref-type="bibr" rid="B24">1972</xref>; Madioune et al., <xref ref-type="bibr" rid="B37">2014</xref>). The deep system, essentially tapped by boreholes, wells, and wells-boreholes, is made up of the deep aquifer of the Paleocene and the Maastrichtian. The Paleocene water table is currently the most exploited with depletion or salinization in some sectors of the surface water tables (Tine et al., <xref ref-type="bibr" rid="B65">2011</xref>). The hydraulic conductivities in Paleocene aquifer range from 6.6 &#x000D7; 10<sup>&#x02212;6</sup> to 2.0 &#x000D7; 10<sup>&#x02212;2</sup> m/s with a storage coefficient that varies from 1 &#x000D7; 10<sup>&#x02212;4</sup> to 7 &#x000D7; 10<sup>&#x02212;2</sup>. Currently, network functioning depends on the importance of the annual rainfall. This hydrographic network is divided into two groups: the small marigots flowing toward the ocean (MBaling, Warang, Nianing, and Mbodiene) and the tributaries of the Saloum (<xref ref-type="fig" rid="F1">Figure 1</xref>). The latter (Foua, Balabougou, Joal, and Ngueniene) collect all of the water from the thalwegs. The Saloum River is the main collector of the region under marine water pressure.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Geological cross section from Fadial to Thiadiaye (Sarr, <xref ref-type="bibr" rid="B56">1999</xref>), modified. (Location of cross section is indicated in <xref ref-type="fig" rid="F1">Figure 1</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0002.tif"/>
</fig>
</sec>
<sec>
<title>Sampling, analytical methods, and data</title>
<p>A total of 42 samples from 22 wells and 20 boreholes (ranging in groundwater level depth from 2 to 27 m) were collected in polyethylene bottles in September 2019. Water bottles were rinsed three times prior to sampling, while electrical conductivity (EC), pH, and total dissolved solids (TDS) were measured in the field by a multi-parameter WTW (Model: Multi 350i/SET, Germany). Alkalinity measurements were also performed using a digital titrator (HACH). Samples for major ions analysis (Cl<sup>&#x02212;</sup>, NO<inline-formula><mml:math id="M1"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>, SO<inline-formula><mml:math id="M2"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>, HCO<inline-formula><mml:math id="M3"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>, Na<sup>&#x0002B;</sup>, K<sup>&#x0002B;</sup>, Mg<sup>2&#x0002B;</sup>, and Ca<sup>2&#x0002B;</sup>) were collected in two 30 ml polyethylene bottles after filtration through 0.45 &#x003BC;m nitrocellulose membranes. Samples for cations analysis were acidified with ultrapure HNO<inline-formula><mml:math id="M4"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> at 70%. Bottles were filled airtight with no bubbles and kept at 4&#x000B0;C until analyses. Chemical analyses were conducted at the Laboratory of Chrono-Environment, University of Bourgogne Franche-Comte, France, using an ion chromatographic system (ICS) for anions and an inductively coupled plasma-mass spectrometry (ICP-MS) for cations. Ionic balance calculations in 95% of the samples were within &#x000B1;10%.</p>
<p>Piper (<xref ref-type="bibr" rid="B49">1944</xref>) and Chadha (<xref ref-type="bibr" rid="B11">1999</xref>) diagrams were used to identify the processes controlling the groundwater hydrochemistry and groundwater types. These diagrams were constructed using DIAGRAMME Software (Simler, <xref ref-type="bibr" rid="B59">2009</xref>). Multivariate statistical methods were also used to classify groundwater and interpret hydrogeochemical processes (Brown, <xref ref-type="bibr" rid="B10">1998</xref>; Wang et al., <xref ref-type="bibr" rid="B68">2015</xref>). The software STATISTICA was used for statistical analysis of the hydrochemical data (StatSoft Inc, <xref ref-type="bibr" rid="B60">2004</xref>). Several studies have used this technique for water types classification and determined the major factors controlling groundwater chemistry (Melloul and Collin, <xref ref-type="bibr" rid="B41">1992</xref>; Farnham et al., <xref ref-type="bibr" rid="B17">2000</xref>; G&#x000FC;ler et al., <xref ref-type="bibr" rid="B27">2002</xref>; G&#x000FC;ler and Thyne, <xref ref-type="bibr" rid="B26">2004</xref>; Hussein, <xref ref-type="bibr" rid="B31">2004</xref>; Helstrup et al., <xref ref-type="bibr" rid="B28">2007</xref>; Cloutier et al., <xref ref-type="bibr" rid="B14">2008</xref>; Yidana et al., <xref ref-type="bibr" rid="B75">2008</xref>; Montcoudiol et al., <xref ref-type="bibr" rid="B43">2014</xref>). Among the multivariate statistical methods, the hierarchical cluster analysis (HCA) was used for this project. The HCA allows the identification of groups of groundwater samples on the basis of their similar hydrogeochemical components (Grande et al., <xref ref-type="bibr" rid="B25">2003</xref>). Ward&#x00027;s linkage method was applied, and the Euclidean distance was chosen as the similarity measure to generate the main clusters (G&#x000FC;ler et al., <xref ref-type="bibr" rid="B27">2002</xref>).</p>
<p>The processes controlling groundwater hydrochemistry have also been determined by binary diagrams. The base-exchange reaction was quantified by the calculation of chloroalkaline indices (CAI) (Schoeller, <xref ref-type="bibr" rid="B57">1934</xref>, <xref ref-type="bibr" rid="B58">1967</xref>; Ndoye et al., <xref ref-type="bibr" rid="B46">2018</xref>). Schoeller (<xref ref-type="bibr" rid="B57">1934</xref>) established two equations for the calculation of the chloroalkaline indices (CAI-I and CAI-II) that allow the quantification of ions&#x00027; exchange between groundwater and the host environment. In the following equations, the unit for the concentration of all ions is mEq/L.</p>
<disp-formula id="E1"><label>(1)</label><mml:math id="M5"><mml:mtable class="eqnarray" columnalign="left"><mml:mtr><mml:mtd><mml:msub><mml:mrow><mml:mi>C</mml:mi><mml:mi>A</mml:mi><mml:mi>I</mml:mi></mml:mrow><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mtd><mml:mtd><mml:mo>=</mml:mo></mml:mtd><mml:mtd><mml:mfrac><mml:mrow><mml:msup><mml:mrow><mml:mi>C</mml:mi><mml:mi>l</mml:mi></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msup><mml:mo>-</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msup><mml:mrow><mml:mi>N</mml:mi><mml:mi>a</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x0002B;</mml:mo></mml:mrow></mml:msup><mml:mo>&#x0002B;</mml:mo><mml:msup><mml:mrow><mml:mi>K</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x0002B;</mml:mo></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msup><mml:mrow><mml:mi>C</mml:mi><mml:mi>l</mml:mi></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
<disp-formula id="E2"><label>(2)</label><mml:math id="M6"><mml:mtable class="eqnarray" columnalign="left"><mml:mtr><mml:mtd><mml:msub><mml:mrow><mml:mi>C</mml:mi><mml:mi>A</mml:mi><mml:mi>I</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:mtd><mml:mtd><mml:mo>=</mml:mo></mml:mtd><mml:mtd><mml:mfrac><mml:mrow><mml:msup><mml:mrow><mml:mi>C</mml:mi><mml:mi>l</mml:mi></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msup><mml:mo>-</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msup><mml:mrow><mml:mi>N</mml:mi><mml:mi>a</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x0002B;</mml:mo></mml:mrow></mml:msup><mml:mo>&#x0002B;</mml:mo><mml:msup><mml:mrow><mml:mi>K</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x0002B;</mml:mo></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msubsup><mml:mrow><mml:mi>H</mml:mi><mml:mi>C</mml:mi><mml:mi>O</mml:mi></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup><mml:mo>&#x0002B;</mml:mo><mml:msubsup><mml:mrow><mml:mi>S</mml:mi><mml:mi>O</mml:mi></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup><mml:mo>&#x0002B;</mml:mo><mml:msubsup><mml:mrow><mml:mi>C</mml:mi><mml:mi>O</mml:mi></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup><mml:mo>&#x0002B;</mml:mo><mml:msubsup><mml:mrow><mml:mi>N</mml:mi><mml:mi>O</mml:mi></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:mrow></mml:mfrac></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
</sec>
</sec>
<sec id="s3">
<title>Results and discussion</title>
<sec>
<title>General hydrochemical characteristics</title>
<p>The analytical results of groundwater samples are presented in <xref ref-type="table" rid="T1">Table 1</xref>. The groundwater pH ranges from 7.1 to 8.2 with an average value of 7.6, indicating neutral to slightly alkaline water. The highest pH values are observed in the central-east zone in the localities of Guedj (43), Ngueniene (11), Ndiagamba (27), Pethemakh (9), and Ngohe (25). The electrical conductivity (EC) displays a large variability from 167 to 8,880 &#x003BC;S/cm, with an average value of 1,519 &#x003BC;S/cm (<xref ref-type="table" rid="T2">Table 2</xref>), showing that very heterogeneous water chemistry. High EC values (values &#x0003E;1,500 &#x003BC;S/cm) are observed in wells located in the coastal zone such as Ngazobil (15), Nianing (39), Sidibougou (40), Roff K. Seck (16), and Mbodiene (13). High EC values are also observed inland to Ngueniene (11), Balabougou (19), Ndiol Khokhane (31), Bagana Serere (35), and Ndiemane (18). These wells have shallow depths of 3 to 7.8 m and are located near the Balabougou and Ngueniene stream, suggesting an influence of saline surface water. Total dissolved solids (TDS) vary between 120 and 5,382 mg/L, with an average of 1,017 mg/L. Most of the samples (80%) have TDS values less than the allowable limit of 1,000 mg/L by WHO drinking water standards (WHO, <xref ref-type="bibr" rid="B71">2011</xref>). The elevated EC and TDS are ascribed to the soluble electrolytes and high salinity (Brahman et al., <xref ref-type="bibr" rid="B9">2013</xref>; Raza et al., <xref ref-type="bibr" rid="B50">2016</xref>). The concentrations of Ca<sup>2&#x0002B;</sup>, Mg<sup>2&#x0002B;</sup>, Na&#x0002B;, and K<sup>&#x0002B;</sup> ions vary from 17.8 to 562 mg/L (mean value = 103 mg/L), 2.7 to 168 mg/L (mean value = 46.2 mg/L), 8.1 to 1,106 mg/L (mean value = 142 mg/L), and 0.3 to 10.7 mg/L (mean value = 3.2 mg/L), respectively (<xref ref-type="table" rid="T2">Table 2</xref>). The source of Ca<sup>2&#x0002B;</sup> and Mg<sup>2&#x0002B;</sup> in this region is the dissolution of carbonate and silicate minerals as observed in other regions (Saha and Safiur Rahman, <xref ref-type="bibr" rid="B53">2020</xref>; Zhou et al., <xref ref-type="bibr" rid="B77">2020</xref>). In 2020, a study by Marghade (<xref ref-type="bibr" rid="B40">2020</xref>) provides the origin of Na<sup>&#x0002B;</sup> from the dissolution of Na-containing lithogenic minerals, cation exchange, and/or mixing with seawater. Among the anions, Cl<sup>&#x02212;</sup> is the dominant ion followed by HCO<inline-formula><mml:math id="M13"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>, SO<inline-formula><mml:math id="M14"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>, and NO<inline-formula><mml:math id="M15"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>. The chloride concentration in the groundwater varies between 11.5 and 2,626 mg/L (mean: 280 mg/L). Dissolved chloride is common in shallow groundwater (Hem, <xref ref-type="bibr" rid="B29">1992</xref>; Faye et al., <xref ref-type="bibr" rid="B18">2003</xref>). This element comes from atmospheric precipitation, dissolution of salt deposits, weathering of halite and evaporite minerals (Hussien and Faiyad, <xref ref-type="bibr" rid="B32">2016</xref>), and/or mixing with seawater. During dry periods, white efflorescence of salt deposits is observed. This is dissolved by rainwater and percolates toward shallow waters leading to a significant increase in the Na&#x0002B; and Cl contents.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Analytical results of groundwater samples from Mbour-Joal area.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="border-right: thin solid #000000;background-color:#919498;color:#ffffff">
<th valign="top" align="center"><bold>N&#x000B0;</bold></th>
<th valign="top" align="center"><bold>Localities</bold></th>
<th valign="top" align="center"><bold>T&#x000B0;C</bold></th>
<th valign="top" align="center"><bold>pH</bold></th>
<th valign="top" align="center"><bold>TDS</bold></th>
<th valign="top" align="center"><bold>EC</bold></th>
<th valign="top" align="center"><bold>Ca<sup>2&#x0002B;</sup></bold></th>
<th valign="top" align="center"><bold>Mg<sup>2&#x0002B;</sup></bold></th>
<th valign="top" align="center"><bold>K<sup>&#x0002B;</sup></bold></th>
<th valign="top" align="center"><bold>Na<sup>&#x0002B;</sup></bold></th>
<th valign="top" align="center"><bold>Cl<sup>&#x02212;</sup></bold></th>
<th valign="top" align="center"><bold>NO<inline-formula><mml:math id="M7"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula></bold></th>
<th valign="top" align="center"><bold>SO<inline-formula><mml:math id="M8"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula></bold></th>
<th valign="top" align="center"><bold>HCO<inline-formula><mml:math id="M9"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">1</td>
<td valign="top" align="center">Keur Balla lo</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">545</td>
<td valign="top" align="center">910</td>
<td valign="top" align="center">43.9</td>
<td valign="top" align="center">15.7</td>
<td valign="top" align="center">7.8</td>
<td valign="top" align="center">123</td>
<td valign="top" align="center">278</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">25.4</td>
<td valign="top" align="center">38</td>
</tr> <tr>
<td valign="top" align="center">2</td>
<td valign="top" align="center">Samane</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">649</td>
<td valign="top" align="center">1066</td>
<td valign="top" align="center">79.2</td>
<td valign="top" align="center">42.7</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">64.0</td>
<td valign="top" align="center">260</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">14.9</td>
<td valign="top" align="center">146</td>
</tr> <tr>
<td valign="top" align="center">3</td>
<td valign="top" align="center">Mbourok Ciss&#x000E9;</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">616</td>
<td valign="top" align="center">833</td>
<td valign="top" align="center">102</td>
<td valign="top" align="center">10.4</td>
<td valign="top" align="center">5.2</td>
<td valign="top" align="center">38.5</td>
<td valign="top" align="center">185</td>
<td valign="top" align="center">191</td>
<td valign="top" align="center">10.8</td>
<td valign="top" align="center">44.2</td>
</tr> <tr>
<td valign="top" align="center">4</td>
<td valign="top" align="center">Bacoumbel</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.2</td>
<td valign="top" align="center">869</td>
<td valign="top" align="center">1156</td>
<td valign="top" align="center">67.8</td>
<td valign="top" align="center">68.7</td>
<td valign="top" align="center">2.5</td>
<td valign="top" align="center">73.3</td>
<td valign="top" align="center">115</td>
<td valign="top" align="center">15.5</td>
<td valign="top" align="center">47.7</td>
<td valign="top" align="center">435</td>
</tr> <tr>
<td valign="top" align="center">5</td>
<td valign="top" align="center">Soussane</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">707</td>
<td valign="top" align="center">928</td>
<td valign="top" align="center">66.2</td>
<td valign="top" align="center">49.6</td>
<td valign="top" align="center">3.5</td>
<td valign="top" align="center">54.1</td>
<td valign="top" align="center">72.1</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">53.4</td>
<td valign="top" align="center">375</td>
</tr> <tr>
<td valign="top" align="center">6</td>
<td valign="top" align="center">Ndollor</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">777</td>
<td valign="top" align="center">1001</td>
<td valign="top" align="center">70.9</td>
<td valign="top" align="center">48.3</td>
<td valign="top" align="center">5.8</td>
<td valign="top" align="center">69.3</td>
<td valign="top" align="center">79.7</td>
<td valign="top" align="center">10.5</td>
<td valign="top" align="center">46.6</td>
<td valign="top" align="center">411</td>
</tr> <tr>
<td valign="top" align="center">7</td>
<td valign="top" align="center">Ndiouck Fissel</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">588</td>
<td valign="top" align="center">736</td>
<td valign="top" align="center">68.1</td>
<td valign="top" align="center">34.3</td>
<td valign="top" align="center">5.1</td>
<td valign="top" align="center">32.0</td>
<td valign="top" align="center">45.9</td>
<td valign="top" align="center">11.6</td>
<td valign="top" align="center">10.3</td>
<td valign="top" align="center">344</td>
</tr> <tr>
<td valign="top" align="center">8</td>
<td valign="top" align="center">Ndioudiouf</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.5</td>
<td valign="top" align="center">569</td>
<td valign="top" align="center">1089</td>
<td valign="top" align="center">54.7</td>
<td valign="top" align="center">41.7</td>
<td valign="top" align="center">1.5</td>
<td valign="top" align="center">30.9</td>
<td valign="top" align="center">41.1</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">7.1</td>
<td valign="top" align="center">351</td>
</tr> <tr>
<td valign="top" align="center">9</td>
<td valign="top" align="center">Pethemakha</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">8.0</td>
<td valign="top" align="center">777</td>
<td valign="top" align="center">999</td>
<td valign="top" align="center">51.9</td>
<td valign="top" align="center">55.8</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">81.9</td>
<td valign="top" align="center">92.2</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">47.2</td>
<td valign="top" align="center">399</td>
</tr> <tr>
<td valign="top" align="center">10</td>
<td valign="top" align="center">Mbassis</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">900</td>
<td valign="top" align="center">1165</td>
<td valign="top" align="center">45.5</td>
<td valign="top" align="center">59.6</td>
<td valign="top" align="center">3.8</td>
<td valign="top" align="center">112</td>
<td valign="top" align="center">68.8</td>
<td valign="top" align="center">0.0</td>
<td valign="top" align="center">32.6</td>
<td valign="top" align="center">541</td>
</tr> <tr>
<td valign="top" align="center">11</td>
<td valign="top" align="center">Ngenienne</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">8.0</td>
<td valign="top" align="center">1889</td>
<td valign="top" align="center">2670</td>
<td valign="top" align="center">137</td>
<td valign="top" align="center">89.7</td>
<td valign="top" align="center">9.0</td>
<td valign="top" align="center">320</td>
<td valign="top" align="center">452</td>
<td valign="top" align="center">149</td>
<td valign="top" align="center">291</td>
<td valign="top" align="center">401</td>
</tr> <tr>
<td valign="top" align="center">12</td>
<td valign="top" align="center">Ngenienne S&#x000E9;r&#x000E8;re</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">7.6</td>
<td valign="top" align="center">2103</td>
<td valign="top" align="center">2900</td>
<td valign="top" align="center">96.5</td>
<td valign="top" align="center">138</td>
<td valign="top" align="center">9.0</td>
<td valign="top" align="center">362</td>
<td valign="top" align="center">428</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">528</td>
<td valign="top" align="center">502</td>
</tr> <tr>
<td valign="top" align="center">13</td>
<td valign="top" align="center">Mbodi&#x000E9;ne Nord</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">1271</td>
<td valign="top" align="center">1761</td>
<td valign="top" align="center">85.9</td>
<td valign="top" align="center">91.5</td>
<td valign="top" align="center">5.0</td>
<td valign="top" align="center">163</td>
<td valign="top" align="center">266</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">163</td>
<td valign="top" align="center">456</td>
</tr> <tr>
<td valign="top" align="center">14</td>
<td valign="top" align="center">Ndofane</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.5</td>
<td valign="top" align="center">718</td>
<td valign="top" align="center">881</td>
<td valign="top" align="center">102</td>
<td valign="top" align="center">12.1</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">71.7</td>
<td valign="top" align="center">58.0</td>
<td valign="top" align="center">17.2</td>
<td valign="top" align="center">37.0</td>
<td valign="top" align="center">375</td>
</tr> <tr>
<td valign="top" align="center">15</td>
<td valign="top" align="center">Ngazobil</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.2</td>
<td valign="top" align="center">2887</td>
<td valign="top" align="center">4500</td>
<td valign="top" align="center">122</td>
<td valign="top" align="center">60.0</td>
<td valign="top" align="center">7.9</td>
<td valign="top" align="center">787</td>
<td valign="top" align="center">1107</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">246</td>
<td valign="top" align="center">512</td>
</tr> <tr>
<td valign="top" align="center">16</td>
<td valign="top" align="center">Roff_K Seck</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">7.0</td>
<td valign="top" align="center">1207</td>
<td valign="top" align="center">1963</td>
<td valign="top" align="center">152</td>
<td valign="top" align="center">61.7</td>
<td valign="top" align="center">3.1</td>
<td valign="top" align="center">148</td>
<td valign="top" align="center">434</td>
<td valign="top" align="center">40.0</td>
<td valign="top" align="center">82.7</td>
<td valign="top" align="center">256</td>
</tr> <tr>
<td valign="top" align="center">17</td>
<td valign="top" align="center">Roff</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.3</td>
<td valign="top" align="center">864</td>
<td valign="top" align="center">1246</td>
<td valign="top" align="center">124</td>
<td valign="top" align="center">43.7</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">64.5</td>
<td valign="top" align="center">186</td>
<td valign="top" align="center">12.9</td>
<td valign="top" align="center">51.0</td>
<td valign="top" align="center">345</td>
</tr> <tr>
<td valign="top" align="center">18</td>
<td valign="top" align="center">Ndi&#x000E9;mane</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.1</td>
<td valign="top" align="center">1578</td>
<td valign="top" align="center">2390</td>
<td valign="top" align="center">207</td>
<td valign="top" align="center">82.0</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">174</td>
<td valign="top" align="center">465</td>
<td valign="top" align="center">5.6</td>
<td valign="top" align="center">202</td>
<td valign="top" align="center">416</td>
</tr> <tr>
<td valign="top" align="center">19</td>
<td valign="top" align="center">Balabougou</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">7.0</td>
<td valign="top" align="center">1324</td>
<td valign="top" align="center">2080</td>
<td valign="top" align="center">76.8</td>
<td valign="top" align="center">87.8</td>
<td valign="top" align="center">3.9</td>
<td valign="top" align="center">222</td>
<td valign="top" align="center">455</td>
<td valign="top" align="center">0.0</td>
<td valign="top" align="center">54.9</td>
<td valign="top" align="center">378</td>
</tr> <tr>
<td valign="top" align="center">20</td>
<td valign="top" align="center">Diolofira oualof</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">689</td>
<td valign="top" align="center">878</td>
<td valign="top" align="center">66.0</td>
<td valign="top" align="center">47.7</td>
<td valign="top" align="center">1.8</td>
<td valign="top" align="center">48.3</td>
<td valign="top" align="center">68.4</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">21.0</td>
<td valign="top" align="center">394</td>
</tr> <tr>
<td valign="top" align="center">21</td>
<td valign="top" align="center">Diolofira S&#x000E9;r&#x000E8;re</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.6</td>
<td valign="top" align="center">868</td>
<td valign="top" align="center">1089</td>
<td valign="top" align="center">52.9</td>
<td valign="top" align="center">76.2</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">69.3</td>
<td valign="top" align="center">88.2</td>
<td valign="top" align="center">0.0</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">519</td>
</tr> <tr>
<td valign="top" align="center">22</td>
<td valign="top" align="center">Keur Y&#x000E9;rim</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">7.6</td>
<td valign="top" align="center">720</td>
<td valign="top" align="center">968</td>
<td valign="top" align="center">102</td>
<td valign="top" align="center">15.9</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">72.7</td>
<td valign="top" align="center">133</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">2.8</td>
<td valign="top" align="center">337</td>
</tr> <tr>
<td valign="top" align="center">23</td>
<td valign="top" align="center">Sess&#x000E9;ne</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.6</td>
<td valign="top" align="center">1264</td>
<td valign="top" align="center">2140</td>
<td valign="top" align="center">220</td>
<td valign="top" align="center">64.8</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">91.3</td>
<td valign="top" align="center">517</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">25.0</td>
<td valign="top" align="center">293</td>
</tr> <tr>
<td valign="top" align="center">24</td>
<td valign="top" align="center">Diokhar Ngolem</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">7.5</td>
<td valign="top" align="center">697</td>
<td valign="top" align="center">872</td>
<td valign="top" align="center">81.4</td>
<td valign="top" align="center">44.0</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">36.0</td>
<td valign="top" align="center">62.9</td>
<td valign="top" align="center">18.5</td>
<td valign="top" align="center">6.8</td>
<td valign="top" align="center">405</td>
</tr> <tr>
<td valign="top" align="center">25</td>
<td valign="top" align="center">Ngoh&#x000E9; Ndofongor</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.8</td>
<td valign="top" align="center">479</td>
<td valign="top" align="center">565</td>
<td valign="top" align="center">48.0</td>
<td valign="top" align="center">13.0</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">55.1</td>
<td valign="top" align="center">27.5</td>
<td valign="top" align="center">10.8</td>
<td valign="top" align="center">18.7</td>
<td valign="top" align="center">257</td>
</tr> <tr>
<td valign="top" align="center">26</td>
<td valign="top" align="center">Ngoh&#x000E9; Pofine</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">516</td>
<td valign="top" align="center">625</td>
<td valign="top" align="center">69.4</td>
<td valign="top" align="center">10.1</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">49.2</td>
<td valign="top" align="center">47.2</td>
<td valign="top" align="center">19.8</td>
<td valign="top" align="center">29.9</td>
<td valign="top" align="center">233</td>
</tr> <tr>
<td valign="top" align="center">27</td>
<td valign="top" align="center">Ndiagamba</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">8.0</td>
<td valign="top" align="center">452</td>
<td valign="top" align="center">566</td>
<td valign="top" align="center">45.7</td>
<td valign="top" align="center">24.7</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">35.9</td>
<td valign="top" align="center">41.6</td>
<td valign="top" align="center">14.7</td>
<td valign="top" align="center">30.9</td>
<td valign="top" align="center">204</td>
</tr> <tr>
<td valign="top" align="center">28</td>
<td valign="top" align="center">Pombane</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">779</td>
<td valign="top" align="center">1064</td>
<td valign="top" align="center">34.9</td>
<td valign="top" align="center">62.4</td>
<td valign="top" align="center">2.5</td>
<td valign="top" align="center">96.5</td>
<td valign="top" align="center">132</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">55.8</td>
<td valign="top" align="center">337</td>
</tr> <tr>
<td valign="top" align="center">29</td>
<td valign="top" align="center">Foua 1</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">663</td>
<td valign="top" align="center">871</td>
<td valign="top" align="center">50.6</td>
<td valign="top" align="center">50.1</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">54.5</td>
<td valign="top" align="center">80.1</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">22.3</td>
<td valign="top" align="center">352</td>
</tr> <tr>
<td valign="top" align="center">30</td>
<td valign="top" align="center">Foua 2</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">8.0</td>
<td valign="top" align="center">836</td>
<td valign="top" align="center">1175</td>
<td valign="top" align="center">43.0</td>
<td valign="top" align="center">66.5</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">104</td>
<td valign="top" align="center">149</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">41.7</td>
<td valign="top" align="center">382</td>
</tr> <tr>
<td valign="top" align="center">31</td>
<td valign="top" align="center">Ndiol Khokhane</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">7.5</td>
<td valign="top" align="center">1244</td>
<td valign="top" align="center">2030</td>
<td valign="top" align="center">215</td>
<td valign="top" align="center">13.9</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">166</td>
<td valign="top" align="center">457</td>
<td valign="top" align="center">19.4</td>
<td valign="top" align="center">67.0</td>
<td valign="top" align="center">263</td>
</tr> <tr>
<td valign="top" align="center">32</td>
<td valign="top" align="center">Boyar Niodior</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">733</td>
<td valign="top" align="center">1258</td>
<td valign="top" align="center">116</td>
<td valign="top" align="center">29.8</td>
<td valign="top" align="center">8.4</td>
<td valign="top" align="center">66.3</td>
<td valign="top" align="center">268</td>
<td valign="top" align="center">16.2</td>
<td valign="top" align="center">21.8</td>
<td valign="top" align="center">175</td>
</tr> <tr>
<td valign="top" align="center">33</td>
<td valign="top" align="center">Ndianda Soudiane</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">1372</td>
<td valign="top" align="center">1963</td>
<td valign="top" align="center">210</td>
<td valign="top" align="center">14.3</td>
<td valign="top" align="center">4.0</td>
<td valign="top" align="center">166</td>
<td valign="top" align="center">244</td>
<td valign="top" align="center">342</td>
<td valign="top" align="center">92.2</td>
<td valign="top" align="center">268</td>
</tr> <tr>
<td valign="top" align="center">34</td>
<td valign="top" align="center">Thi&#x000E9;l&#x000E8;me</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">351</td>
<td valign="top" align="center">599</td>
<td valign="top" align="center">71.7</td>
<td valign="top" align="center">8.1</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">20.7</td>
<td valign="top" align="center">95.0</td>
<td valign="top" align="center">28.1</td>
<td valign="top" align="center">55.2</td>
<td valign="top" align="center">53</td>
</tr> <tr>
<td valign="top" align="center">35</td>
<td valign="top" align="center">Bagana S&#x000E9;r&#x000E8;re</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">7.6</td>
<td valign="top" align="center">1454</td>
<td valign="top" align="center">2720</td>
<td valign="top" align="center">222</td>
<td valign="top" align="center">20.1</td>
<td valign="top" align="center">10.7</td>
<td valign="top" align="center">266</td>
<td valign="top" align="center">788</td>
<td valign="top" align="center">36.2</td>
<td valign="top" align="center">29.8</td>
<td valign="top" align="center">66.5</td>
</tr> <tr>
<td valign="top" align="center">36</td>
<td valign="top" align="center">Fadial</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.6</td>
<td valign="top" align="center">120</td>
<td valign="top" align="center">167</td>
<td valign="top" align="center">17.8</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">8.1</td>
<td valign="top" align="center">11.5</td>
<td valign="top" align="center">17.3</td>
<td valign="top" align="center">1.2</td>
<td valign="top" align="center">48.8</td>
</tr> <tr>
<td valign="top" align="center">38</td>
<td valign="top" align="center">Joal Caritas</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">393</td>
<td valign="top" align="center">517</td>
<td valign="top" align="center">69.1</td>
<td valign="top" align="center">5.6</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">22.1</td>
<td valign="top" align="center">26.8</td>
<td valign="top" align="center">44.5</td>
<td valign="top" align="center">15.6</td>
<td valign="top" align="center">173</td>
</tr> <tr>
<td valign="top" align="center">39</td>
<td valign="top" align="center">Nianing</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.3</td>
<td valign="top" align="center">5382</td>
<td valign="top" align="center">8880</td>
<td valign="top" align="center">562</td>
<td valign="top" align="center">168</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">1106</td>
<td valign="top" align="center">2626</td>
<td valign="top" align="center">432</td>
<td valign="top" align="center">433</td>
<td valign="top" align="center">9.4</td>
</tr> <tr>
<td valign="top" align="center">40</td>
<td valign="top" align="center">Sidibougou</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">7.3</td>
<td valign="top" align="center">856</td>
<td valign="top" align="center">1696</td>
<td valign="top" align="center">99.0</td>
<td valign="top" align="center">12.7</td>
<td valign="top" align="center">2.8</td>
<td valign="top" align="center">196</td>
<td valign="top" align="center">499</td>
<td valign="top" align="center">5.1</td>
<td valign="top" align="center">4.3</td>
<td valign="top" align="center">18.9</td>
</tr> <tr>
<td valign="top" align="center">41</td>
<td valign="top" align="center">Gagnabougou</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">7.4</td>
<td valign="top" align="center">577</td>
<td valign="top" align="center">958</td>
<td valign="top" align="center">67.0</td>
<td valign="top" align="center">10.6</td>
<td valign="top" align="center">1.5</td>
<td valign="top" align="center">93.9</td>
<td valign="top" align="center">189</td>
<td valign="top" align="center">55.1</td>
<td valign="top" align="center">13.0</td>
<td valign="top" align="center">113</td>
</tr> <tr>
<td valign="top" align="center">42</td>
<td valign="top" align="center">Aga Biaram</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.6</td>
<td valign="top" align="center">735</td>
<td valign="top" align="center">968</td>
<td valign="top" align="center">63.7</td>
<td valign="top" align="center">49.7</td>
<td valign="top" align="center">2.0</td>
<td valign="top" align="center">64.7</td>
<td valign="top" align="center">91.6</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">17.9</td>
<td valign="top" align="center">404</td>
</tr> <tr>
<td valign="top" align="center">43</td>
<td valign="top" align="center">Guedj Ngo Diagne</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">8.1</td>
<td valign="top" align="center">704</td>
<td valign="top" align="center">920</td>
<td valign="top" align="center">56.0</td>
<td valign="top" align="center">36.3</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">69.3</td>
<td valign="top" align="center">11.8</td>
<td valign="top" align="center">37.7</td>
<td valign="top" align="center">9.3</td>
<td valign="top" align="center">438</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Descriptive statistics of the physico-chemical parameters groundwater samples.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="border-right: thin solid #000000;background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Parameters</bold></th>
<th valign="top" align="center"><bold>Unit</bold></th>
<th valign="top" align="center"><bold>WHO Permissible limit for drinking</bold></th>
<th valign="top" align="center"><bold>Mean</bold></th>
<th valign="top" align="center"><bold>Min</bold></th>
<th valign="top" align="center"><bold>Max</bold></th>
<th valign="top" align="center"><bold>Std dev</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Temp</td>
<td valign="top" align="center">&#x000B0;C</td>
<td/>
<td valign="top" align="center">30</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">1.1</td>
</tr> <tr>
<td valign="top" align="left">pH</td>
<td/>
<td valign="top" align="center">6.5&#x02013;8.5</td>
<td valign="top" align="center">7.6</td>
<td valign="top" align="center">7.2</td>
<td valign="top" align="center">8.2</td>
<td valign="top" align="center">0.2</td>
</tr> <tr>
<td valign="top" align="left">TDS</td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">1000</td>
<td valign="top" align="center">1017</td>
<td valign="top" align="center">120</td>
<td valign="top" align="center">5382</td>
<td valign="top" align="center">858</td>
</tr> <tr>
<td valign="top" align="left">EC</td>
<td valign="top" align="center">&#x003BC;s/cm</td>
<td valign="top" align="center">1500</td>
<td valign="top" align="center">1518</td>
<td valign="top" align="center">167</td>
<td valign="top" align="center">8880</td>
<td valign="top" align="center">1421</td>
</tr> <tr>
<td valign="top" align="left">Cl<sup>&#x02212;</sup></td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">250</td>
<td valign="top" align="center">279</td>
<td valign="top" align="center">11.5</td>
<td valign="top" align="center">2626</td>
<td valign="top" align="center">436</td>
</tr> <tr>
<td valign="top" align="left">NO<inline-formula><mml:math id="M10"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula></td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">37.2</td>
<td valign="top" align="center">0.0</td>
<td valign="top" align="center">432</td>
<td valign="top" align="center">88</td>
</tr> <tr>
<td valign="top" align="left">SO<inline-formula><mml:math id="M11"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula></td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">250</td>
<td valign="top" align="center">70.8</td>
<td valign="top" align="center">1.2</td>
<td valign="top" align="center">527</td>
<td valign="top" align="center">113</td>
</tr> <tr>
<td valign="top" align="left">HCO<inline-formula><mml:math id="M12"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula></td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">300</td>
<td valign="top" align="center">297</td>
<td valign="top" align="center">9.4</td>
<td valign="top" align="center">541</td>
<td valign="top" align="center">152</td>
</tr> <tr>
<td valign="top" align="left">Ca<sup>2&#x0002B;</sup></td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">200</td>
<td valign="top" align="center">103</td>
<td valign="top" align="center">17.8</td>
<td valign="top" align="center">562</td>
<td valign="top" align="center">90</td>
</tr> <tr>
<td valign="top" align="left">K<sup>&#x0002B;</sup></td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">3.2</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">10.7</td>
<td valign="top" align="center">2.7</td>
</tr> <tr>
<td valign="top" align="left">Mg<sup>2&#x0002B;</sup></td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">150</td>
<td valign="top" align="center">46.2</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">168</td>
<td valign="top" align="center">35.4</td>
</tr> <tr>
<td valign="top" align="left">Na<sup>&#x0002B;</sup></td>
<td valign="top" align="center">mg/l</td>
<td valign="top" align="center">200</td>
<td valign="top" align="center">142</td>
<td valign="top" align="center">8.1</td>
<td valign="top" align="center">1106</td>
<td valign="top" align="center">201</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Concentrations of HCO<inline-formula><mml:math id="M16"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> vary between 9.4 and 541 mg/L with a mean of 297 mg/L. The bicarbonate could originate from the same sources as Ca and Mg, i.e., carbonate precipitation and dissolution of silicate minerals (Belkhiri et al., <xref ref-type="bibr" rid="B8">2012</xref>; Asmael et al., <xref ref-type="bibr" rid="B6">2015</xref>; Chebbah and Allia, <xref ref-type="bibr" rid="B12">2015</xref>; Saha and Safiur Rahman, <xref ref-type="bibr" rid="B53">2020</xref>). HCO<inline-formula><mml:math id="M17"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> also could originate from the biodegradation of organic soil compounds (Winter et al., <xref ref-type="bibr" rid="B72">1998</xref>; Magha et al., <xref ref-type="bibr" rid="B38">2021</xref>). Sulfate concentrations vary between 1.2 and 527 mg/L, with a mean of 71 mg/L. Sulfate (SO<inline-formula><mml:math id="M18"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>) source comes from the weathering of rocks forming minerals such as gypsum and anhydrite (Datta and Tyagi, <xref ref-type="bibr" rid="B15">1996</xref>), or from the mixing of groundwater with seawater. Additionally, high sulfate concentrations may be due to the influence of leaching from sulfate-acid soils found on the &#x0201C;tannes&#x0201D; and anthropogenic activity.</p>
<p>The concentration of NO<inline-formula><mml:math id="M19"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> in the groundwater ranges from 0.0 (&#x0003C; LOD 0.05) to 432 mg/L with a mean of 37.2 mg/L. Nitrate is a frequent contaminant in groundwater in arid and semi-arid regions and emanates from anthropogenic activities (Adimalla et al., <xref ref-type="bibr" rid="B1">2019</xref>, <xref ref-type="bibr" rid="B2">2020</xref>; Perez Villarreal et al., <xref ref-type="bibr" rid="B48">2019</xref>; Mufur et al., <xref ref-type="bibr" rid="B45">2021</xref>). High concentrations of NO<inline-formula><mml:math id="M20"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> in the studied area are observed in Nianing (39), Ndianda (34), Ngueniene Serere (12), and Mbourock Cisse (13) and are attributed to anthropogenic local pollution from agricultural practices (fertilizers typically), improper disposal of domestic waste, animal and human waste. The concentrations of the other ions are low.</p>
</sec>
</sec>
<sec id="s4">
<title>Hydrogeochemical facies and process</title>
<sec>
<title>Piper and Chadha diagram</title>
<p>The Piper (<xref ref-type="bibr" rid="B49">1944</xref>) trilinear plot (<xref ref-type="fig" rid="F3">Figure 3</xref>) reveals three main water types in boreholes and wells in the studied area: calcium magnesium bicarbonate (Ca-Mg-HCO<sub>3</sub>), calcium magnesium chloride (Ca-Mg-Cl), and sodium chloride (Na-Cl). Ca-Mg-HCO<sub>3</sub> water type accounts for 50% of analyzed samples. They are found essentially in zone 3 (<xref ref-type="fig" rid="F4">Figure 4</xref>) located in the north-east of the studied area. This water type is attributed to the dissolution of calcite and dolomite. The sodium chloride (Na-Cl) water type is located in the vicinity of the sea, zone 1. This water type may originate from brackish water of surface and/or seawater intrusion. The Ca-Mg-Cl-SO<sub>4</sub> water type is encountered in the wells located in the middle part of the area (zone 2). For most groundwater samples in zone 2, the dominant cation Ca<sup>2&#x0002B;</sup> and the dominant anion is Cl<sup>&#x02212;</sup>.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Piper diagram of the groundwater samples of the study area.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0003.tif"/>
</fig>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Spatial distribution of the water faces types.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0004.tif"/>
</fig>
<p>Chadha diagram (Chadha, <xref ref-type="bibr" rid="B11">1999</xref>) is used to verify the classification of water type (<xref ref-type="fig" rid="F5">Figure 5</xref>). This diagram defines four fields, representing four types of hydrogeochemical processes (Raza et al., <xref ref-type="bibr" rid="B50">2016</xref>; Kaur et al., <xref ref-type="bibr" rid="B33">2019</xref>). It allows explaining the different hydrogeochemical processes in the aquifers. The Chadha diagram shows that the data points are plotted in fields A, B, and C. The water type classification by the Piper diagram is affirmed by results obtained with the Chadha plot. In this plot, 54.8% of the samples are represented by Ca-Mg-HCO<sub>3</sub> water type (Field A), 35.7% of the samples are represented by Ca-Mg-Cl water type (Field B), and 9.5% of the samples are represented by Na-Cl water type (Field C). Ca-Mg-HCO<sub>3</sub> water type reflects the dissolution of carbonates and/or the alteration of silicates. The facies Ca-Mg-Cl type in our case reveals a mixing zone where the dissolution process was observed (A type) combined with the diffusion of brackish waters. The facies Na-Cl can find its origin in the evaporation process or mixing with seawater.</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Chadha&#x00027;s diagram of the groundwater samples.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0005.tif"/>
</fig>
</sec>
<sec>
<title>Hierarchical cluster analyses (HCA)</title>
<p>Using HCA, three major clusters C<sub>1</sub>, C<sub>2</sub>, and C<sub>3</sub> including four subclusters C<sub>1 &#x02212; 1</sub>, C<sub>1 &#x02212; 2</sub>, C<sub>3 &#x02212; 1</sub>, and C<sub>3 &#x02212; 2</sub> are identified (<xref ref-type="fig" rid="F6">Figure 6A</xref>). The C<sub>1</sub> cluster consists of two subclusters C<sub>1 &#x02212; 1</sub> and C<sub>1 &#x02212; 2</sub> and represents 28.5% of the water samples. The C<sub>1 &#x02212; 1</sub> subcluster includes wells 15, 16, 19, 23, 31, 33, and 40, and the C<sub>1 &#x02212; 2</sub> subcluster includes wells 11, 12, 13, 18, and 35. The mean EC is 1,948 &#x003BC;S/cm for C<sub>1 &#x02212; 1</sub> (Ca-Cl) and 2,670 &#x003BC;S/cm for C<sub>1 &#x02212; 2</sub> subcluster (Na-Cl). This water type is characteristic of highly saline water.</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Dendrogram <bold>(A)</bold> for the groundwater samples, showing the division into several clusters and Stiff diagram <bold>(B)</bold> showing the mean composition of groundwater in this cluster.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0006.tif"/>
</fig>
<p>Cluster C<sub>2</sub> includes wells 36, 34, 38, 26, 27, and 25 and accounts for 14.3% of the water samples. The mean EC for this cluster is 506 &#x003BC;S/cm, which is the characteristic freshwater. Groundwater in this cluster is of the Ca-HCO<sub>3</sub> type (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The dissolution of carbonates could be the process responsible for this type of water encountered in the central-eastern sector where the reservoir rock is essentially composed of argillaceous limestones flint, marl, and biogenic limestones. The third cluster (C<sub>3</sub>) includes all the other samples divided into two subclusters C<sub>3 &#x02212; 1</sub> and C<sub>3 &#x02212; 2</sub> having a mean electrical conductivity of 1,000 &#x003BC;S/cm. The high chloride ion content in subcluster C<sub>3 &#x02212; 2</sub> (wells 1, 2, 3, 41, and 32) may be due to contamination by saline surface water in the vicinity of these wells (<xref ref-type="fig" rid="F4">Figure 4</xref>). This type of water is interpreted by water&#x02013;rock interactions as a result of dilution by salty surface water in contact with the carbonate formations of the aquifer. This water type is interpreted by water&#x02013;rock interactions following dilution by salty surface water in contact with carbonate formations in the aquifer. The HCA gives a better precision of the distribution of facies and shows that the waters present a strong chemical heterogeneity unlike the Piper diagram, which illustrates three water types.</p>
</sec>
<sec>
<title>Correlation analysis of chemical parameters</title>
<p>A plot of Ca<sup>2&#x0002B;</sup> vs. HCO<inline-formula><mml:math id="M23"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> normalized to Na (<xref ref-type="fig" rid="F7">Figure 7A</xref>) (Gaillardet et al., <xref ref-type="bibr" rid="B21">1999</xref>; Belkhiri et al., <xref ref-type="bibr" rid="B7">2010</xref>; Liang et al., <xref ref-type="bibr" rid="B36">2018</xref>) shows that groundwater is influenced by silicate weathering and carbonate dissolution for most samples. This figure also shows the influence of evaporate dissolution for some samples [Ngazobil (15), Sidibougou (40), Keur Balla (1), and Bagana Serere (35)]. A Na-normalized plot vs. Mg (<xref ref-type="fig" rid="F7">Figure 7B</xref>) shows that Mg comes from the silicates weathering and evaporates dissolution.</p>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p>Bivariate mixing plots of Na-normalize Ca and HCO<sup>3</sup> <bold>(A)</bold> and Na-normalized Ca and Mg <bold>(B)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0007.tif"/>
</fig>
<p><xref ref-type="fig" rid="F8">Figure 8</xref> shows plots of (Ca<sup>2&#x0002B;</sup> &#x0002B; Mg<sup>2&#x0002B;</sup>) vs. (HCO<inline-formula><mml:math id="M24"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> &#x0002B; SO<inline-formula><mml:math id="M25"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>) (<xref ref-type="fig" rid="F8">Figure 8A</xref>), Mg<sup>2&#x0002B;</sup> vs. Ca<sup>2&#x0002B;</sup> (<xref ref-type="fig" rid="F8">Figure 8B</xref>), HCO<inline-formula><mml:math id="M26"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> vs. (Ca<sup>2&#x0002B;</sup> &#x0002B; Mg<sup>2&#x0002B;</sup>) (<xref ref-type="fig" rid="F8">Figure 8C</xref>), and EC vs. Na&#x0002B;/Cl&#x02013; (<xref ref-type="fig" rid="F8">Figure 8D</xref>). The plot of (Ca<sup>2&#x0002B;</sup> &#x0002B; Mg<sup>2&#x0002B;</sup>) vs. (HCO<inline-formula><mml:math id="M27"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> &#x0002B; SO<inline-formula><mml:math id="M28"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>) shows that some samples fall along the aquiline 1:1 (<xref ref-type="fig" rid="F8">Figure 8A</xref>), which indicates that Ca<sup>2&#x0002B;</sup>, Mg<sup>2&#x0002B;</sup>, SO<inline-formula><mml:math id="M29"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>&#x0002B;</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>, and HCO<inline-formula><mml:math id="M30"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> were derived from the dissolution of calcite, dolomite, and gypsum. This corroborates the different facies obtained using the Piper and Chadha diagrams. Many other water samples are below this line (<xref ref-type="fig" rid="F8">Figure 8A</xref>), suggesting a substantial excess of (Ca<sup>2&#x0002B;</sup> &#x0002B; Mg<sup>2&#x0002B;</sup>) over (HCO<inline-formula><mml:math id="M31"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> &#x0002B; SO<inline-formula><mml:math id="M32"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>). In these samples, reverse ion exchange is the process that explains the presence of Ca-Cl facies. This figure reveals an excess of SO<inline-formula><mml:math id="M33"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> &#x0002B;HCO<inline-formula><mml:math id="M34"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> for some locations sampled, suggesting silicate weathering (Ndoye et al., <xref ref-type="bibr" rid="B46">2018</xref>).</p>
<fig id="F8" position="float">
<label>Figure 8</label>
<caption><p>Plots of (Ca<sup>2&#x0002B;</sup> &#x0002B; Mg<sup>2&#x0002B;</sup>) vs. (HCO<inline-formula><mml:math id="M21"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> &#x0002B; SO<inline-formula><mml:math id="M22"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>) <bold>(A)</bold>, Mg<sup>2&#x0002B;</sup> vs. Ca<sup>2&#x0002B;</sup> <bold>(B)</bold>, HCO<sub>3</sub> vs. (Ca<sup>2&#x0002B;</sup> &#x0002B; Mg<sup>2&#x0002B;</sup>) <bold>(C)</bold>, and EC versus Na/Cl <bold>(D)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0008.tif"/>
</fig>
<p>The plot of Mg<sup>2&#x0002B;</sup> vs. Ca<sup>2&#x0002B;</sup> (<xref ref-type="fig" rid="F8">Figure 8B</xref>) indicates an excess of Ca<sup>2&#x0002B;</sup> in some samples, an excess of Mg<sup>2&#x0002B;</sup> in other samples, and a balance between Mg<sup>2&#x0002B;</sup> and Ca<sup>2&#x0002B;</sup> in the remaining samples. The plot of (Ca<sup>2&#x0002B;</sup> &#x0002B; Mg<sup>2&#x0002B;</sup>) vs. HCO<inline-formula><mml:math id="M35"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> (<xref ref-type="fig" rid="F8">Figure 8C</xref>) shows that most of the samples are above the equiline (1:1) and only three points are below this line. Using these two plots, we can say that excess of (Ca<sup>2&#x0002B;</sup> &#x0002B; Mg<sup>2&#x0002B;)</sup> over HCO<inline-formula><mml:math id="M36"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> is balanced by Cl- and SO<inline-formula><mml:math id="M37"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula> (Su et al., <xref ref-type="bibr" rid="B62">2009</xref>; Wang et al., <xref ref-type="bibr" rid="B69">2013</xref>). This excess can be produced from silicate and carbonate weathering (Subramani et al., <xref ref-type="bibr" rid="B63">2009</xref>). For HCO<inline-formula><mml:math id="M38"><mml:msubsup><mml:mrow></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>-</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>, apart from the carbonates zone, its enrichment (<xref ref-type="fig" rid="F8">Figure 8C</xref>) can originate from carbonic acid-induced silicate weathering (Paul et al., <xref ref-type="bibr" rid="B47">2019</xref>; Saha and Safiur Rahman, <xref ref-type="bibr" rid="B53">2020</xref>) as a result of oxidation of organic matter or biogenic CO<sub>2</sub> dissolution (Liang et al., <xref ref-type="bibr" rid="B36">2018</xref>). <xref ref-type="fig" rid="F8">Figure 8D</xref> EC vs. Na<sup>&#x0002B;</sup>/Cl<sup>&#x02212;</sup> of groundwater samples shows that the trend line has a negative slope revealing a decrease in the Na<sup>&#x0002B;</sup>/Cl<sup>&#x02212;</sup> ratio with increasing salinity (EC). This plot indicates the removal of sodium by ion-exchange reaction (Subramani et al., <xref ref-type="bibr" rid="B63">2009</xref>).</p>
</sec>
<sec>
<title>Indices of base exchange</title>
<p>Na-Ca exchange is a significant process that can modify cation concentrations in groundwater and influence the evolution of hydrochemical compositions. When the chloroalkaline indices (CAIs) are positive, they indicate an exchange of Na<sup>&#x0002B;</sup> and K<sup>&#x0002B;</sup> from the water with Mg<sup>2&#x0002B;</sup> and Ca<sup>2&#x0002B;</sup> from the rocks (base-exchange reaction). It is reversed when CAIs are negative. The chloroalkaline index is observed for 45% of the samples, indicating the exchange of Na<sup>&#x0002B;</sup> and K<sup>&#x0002B;</sup> against the Ca<sup>2&#x0002B;</sup> and Mg<sup>2&#x0002B;</sup> ions of the aquifer rocks. The map of the distribution of chloroalkaline indices values (<xref ref-type="fig" rid="F9">Figure 9</xref>) shows that negative values were observed in wells located in a central south-north band and in the north-eastern part of the study area. This observation indicates that the normal ion exchange and reverse ion exchange are geochemical processes controlling the composition of groundwater in a normal scenario. In this study, the pressure of marine waters close to the region modifies the chemical process of groundwaters.</p>
<fig id="F9" position="float">
<label>Figure 9</label>
<caption><p>Regional distribution of Chloro-Alkaline Indices in the study area.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-1097396-g0009.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>Hydrogeochemical studies were carried out in the central west area of Senegal to (1) identify water quality degradation in the coastal aquifer, (2) estimate its spatial progression, and (3) assess the main geochemical processes responsible for groundwater chemistry using the Piper and Chadha diagrams, chloroalkaline indices, normalized bivariate plots, and multivariate statistical (hierarchical cluster analyses) techniques. The main conclusions are as follows:</p>
<list list-type="simple">
<list-item><p>- The values of pH indicate a neutral to slightly alkaline water. Electrical conductivity is highly variable, showing very heterogeneous water chemistry.</p></list-item>
<list-item><p>- The main water type in the region is the Ca-Mg-HCO<sub>3</sub> type in the eastern sector, which gradually degrades to a mixed Ca-Mg-Cl type in the central part and then a more saline NaCl type toward the coast.</p></list-item>
</list>
<p>The HCA gives better precision on the distribution of facies and shows a strong chemical heterogeneity of the waters with several clusters (C<sub>1</sub>, C<sub>2</sub>, and C<sub>3</sub>) and water subclusters (C<sub>1 &#x02212; 1</sub>, C<sub>1 &#x02212; 2</sub>, C<sub>3 &#x02212; 1</sub>, and C<sub>3 &#x02212; 2</sub>). It corresponds to the progression of the saline front that modifies locally the natural interaction between rocks and freshwaters:</p>
<list list-type="simple">
<list-item><p>- Water&#x02013;rock interaction is the dominant geochemical process. The silicate weathering, dissolution of carbonates and evaporate, and ion exchanges between water and minerals control the groundwater chemistry. Saline intrusion is also very evident in the area with degradation of groundwater quality.</p></list-item>
<list-item><p>- The information obtained from the results will be useful for the management of groundwater resources, especially with regard to saltwater intrusion and its progression. A report has been addressed to the stakeholders for preventive actions.</p></list-item>
<list-item><p>- For future studies, it is envisaged that isotope and dating water will be used to improve understanding of the hydrogeological behavior of the system. Geophysical surveys are underway to better delineate the aquifers in the region. This will allow us to build a quantitative hydrogeological model for the evaluation of the available groundwater resources.</p></list-item>
</list>
</sec>
<sec id="s6">
<title>Data quality control</title>
<p>The samples (collection, transport, storage, and preparation before analysis) were managed according to ISO 5667-1, &#x02212;3, &#x02212;11, &#x02212;14, and &#x02212;22. Major and minor ion analyses by ICP-MS were validated after three measurements/sample. The sensitivity of the ICPMS is determined weekly by fixed concentration standards. During the ICPMS analysis of the samples, blanks are done at the beginning and end of each analytical run. All samples were spiked previously before the analysis with 1 ml of a standard solution (Multielement Standard Solution 6 for ICP, ref 43843-100ML from Thermofisher, ref). All of these procedures allow for the quality assurance of the chemical measurements made in this study.</p>
</sec>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>SN conducted sampling analysis and exploitation of the data and wrote the original version. MD assisted SN on the field and data analysis. SF supervised the research. HC supervised the analysis in his laboratory and the validation of the data and also provided advertisement and modification on the original version. MB corrected the English and also modified parts of the manuscript. PL supervised the different version and made modification before the submission. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<ack>
<p>SN is thankful to the Cooperation and Cultural Action Service of the French Embassy in Senegal for providing financial assistance for a high-level scientific stay in France. The authors further express sincere appreciation for the assistance with the chemical analyses by the staff of the Chrono-environment Laboratory at the University of Bourgogne Franche-Comte, Besancon, France.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/frwa.2022.1097396/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/frwa.2022.1097396/full#supplementary-material</ext-link></p>
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<supplementary-material xlink:href="Image_1.JPEG" id="SM3" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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