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Yadav, et al.

                be attributed to the interaction of NH  with minerals   the  robustness of  the  regression  model  in  predicting
                                                   3
                in the water (such as calcium  and magnesium) or its   total alkalinity based on NH concentration.
                                                                                             3
                influence on the solubility of carbonate minerals, which
                contribute to TH. The small maximum deviation (0.115)   3.3.5.9. Conductivity versus total alkalinity
                further confirms the robustness of the regression model.  The  regression  line  equation  y =  0.876x + 0.119
                                                                    (maximum deviation = 0.0370, r  = 0.983) was obtained
                                                                                                 2
                3.3.5.6. TH versus total alkalinity                 by plotting conductivity  against total alkalinity, as
                The  regression  line  equation  y  =  1.10x  −  0.0963   depicted in Figure S8. The regression analysis revealed
                (maximum deviation = 0.0440, r  = 0.974) was obtained   a very strong positive linear relationship, as indicated
                                            2
                by plotting  TH against  total  alkalinity, as shown in   by the high coefficient of determination (r  = 0.983).
                                                                                                           2
                Figure S5. The high r² value (0.974) indicates a very   This equation suggests that for every unit increase in
                strong positive relationship. Moreover, this r  value is   total alkalinity, conductivity increases by 0.876 units.
                                                        2
                higher than for TH versus NH 0.905), free CO 0.942),   This relationship  is consistent with the expected
                                                         2 (
                                          3 (
                conductivity (0.925), and TDS (0.700), suggesting that   behavior, as total alkalinity is primarily influenced by
                total alkalinity is the strongest predictor of TH among   CO  and HCO , which are conductive and contribute
                                                                        2−
                                                                                   −
                                                                                  3
                                                                       3
                the variables analyzed. This difference may be due to   to the overall  ion concentration  in water.  The very
                the direct relationship between total alkalinity and the   small maximum deviation (0.0370) further confirms the
                carbonate minerals that contribute to TH.           robustness of the regression model.
                                                                       The r  value for total alkalinity versus conductivity
                                                                            2
                3.3.5.7. Total alkalinity versus chloride           (0.983) is higher than those for total alkalinity versus Cl
                                                                                                                    −
                The regression line equation y = 0.664x + 0.331     (0.902), NH (0.899), and TH (0.974). This suggests that

                                                                               3
                (maximum deviation =  0.196,  r  = 0.902) was       total alkalinity is the strongest predictor of conductivity
                                                 2
                obtained by plotting total alkalinity against Cl ,   among the variables analyzed.
                                                               −
                as shown in  Figure  S6. The  r  value of 0.902
                                                2
                indicates a strong positive linear relationship. This   3.3.5.10. Free carbon dioxide versus ammonia
                equation implies that for every unit increase in Cl    The regression line  equation  y = 0.906x + 0.103
                                                                −
                concentration, total alkalinity increases by 0.664   (maximum deviation = 0.0898, r = 0.951) was obtained
                                                                                                 2
                units.  This relationship may be attributed to the   by plotting  free  CO  against NH , as depicted  in
                                                                                        2
                                                                                                     3
                coexistence of Cl  ions with other ions (such as    Figure S9. The regression analysis revealed a very strong
                                 −
                sodium, Ca , or Mg ) that contribute to alkalinity, or   positive  linear relationship,  as indicated  by the  high
                                  2+
                          2+
                it may reflect indirect geochemical processes linking   value of r (0.951). This equation suggests that for every
                                                                             2
                Cl   and  alkalinity.  The  relatively  small  maximum   unit increase in NH concentration, free CO  increases
                  −
                                                                                      3
                                                                                                            2
                deviation (0.196) further supports the reliability of   by 0.906 units. This relationship may be attributed to the
                the regression model in predicting total alkalinity   reaction of NH  with water to form NH  and hydroxide
                                                                                                       +
                                                                                                      4
                                                                                 3
                based on Cl  concentration.                         ions,  which  can  influence  the  equilibrium  of  CO  in
                           −
                                                                                                                  2
                                                                    water and shift it toward the formation  of more free
                3.3.5.8. Total alkalinity versus ammonia            CO .  The small maximum  deviation  (0.0898) further
                                                                       2
                The  regression  line  equation  y  =  1.11x  −  0.0804   supports the robustness of the regression model.
                (maximum  deviation  = 0.0909,  r  = 0.899) was
                                                 2
                obtained by plotting total alkalinity  against NH , as   3.3.5.11. Escherichia coli versus total dissolved solids
                                                            3
                shown in Figure S7. The regression analysis revealed   The  regression  line  equation  y  =  1.18xm  −  0.187
                a  strong positive  linear  relationship,  as indicated  by   (maximum deviation = 0.280, r = 0.953) was obtained
                                                                                                2
                the high coefficient of determination (r  = 0.899). This   by plotting E. coli against TDS, as shown in Figure S10.
                                                   2
                equation suggests that for every unit increase in NH 3   The regression analysis revealed a very strong positive
                concentration, total alkalinity increases by 1.11 units.   linear relationship, indicated by the high r  value. This
                                                                                                          2
                This relationship may be attributed to the reaction of   equation suggests that for every unit increase in TDS,
                NH  with water to form NH , which can influence the   E. coli concentration increases by 1.18 units.  This
                                         +
                                         4
                   3
                buffering capacity of water and contribute to alkalinity.   relationship may be attributed to the fact that higher
                In addition, NH  may coexist with other ions (such as   TDS levels often indicate the presence of organic
                              3
                CO  or HCO ) that directly contribute to alkalinity.   matter, nutrients, or other dissolved substances that
                              −
                   2−
                   3
                             3
                The small maximum deviation (0.0909) further confirms   support the growth and survival of E. coli and other
                Volume 22 Issue 6 (2025)                       162                           doi: 10.36922/AJWEP025120083
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